Hybrid Advanced Techniques for Forecasting in Energy Sector
Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always...
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| Autor*in: |
Wei-Chiang Hong (Ed.) [verfasserIn] |
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| Format: |
E-Book |
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| Sprache: |
Englisch |
| Erschienen: |
Erscheinungsort nicht ermittelbar: MDPI - Multidisciplinary Digital Publishing Institute ; 2018 |
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| Rechteinformationen: |
Open Access Creative Commons ; https://creativecommons.org/licenses/by-nc-nd/4.0 |
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| Umfang: |
1 Online-Ressource (250 p.) |
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| Links: | |
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| ISBN: |
978-3-03897-291-4 978-3-03897-290-7 |
| Katalog-ID: |
1778530087 |
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| 520 | |a Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy | ||
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9783038972914 978-3-03897-291-4 9783038972907 978-3-03897-290-7 20.500.12854/49698 hdl (DE-627)1778530087 (DE-599)KEP06958222X (OCoLC)1057790821 (DOAB)49698 (EBP)06958222X DE-627 ger DE-627 rakwb eng Wei-Chiang Hong (Ed.) verfasserin aut Hybrid Advanced Techniques for Forecasting in Energy Sector [Erscheinungsort nicht ermittelbar] MDPI - Multidisciplinary Digital Publishing Institute 2018 1 Online-Ressource (250 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English https://directory.doabooks.org/handle/20.500.12854/49698 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_120 ISIL_DE-715 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4023122718 00 5:LIZFREI --%%-- --%%-- --%%-- k 20-12-21 20 01 0084 4012055852 OLR-DOAB z 01-12-21 22 01 0018 400614699X OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 25-11-21 23 01 0830 4006665164 olr-doab f z 25-11-21 24 01 0008 4060147788 OLR-doab z 15-02-22 30 01 0104 4102197753 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 26-03-22 31 01 0027 4052474902 OLR-DOAB z 07-02-22 39 01 0547 4105966243 OLR-ZDB-94-OAB ke 29-03-22 40 01 0007 4011620491 OLR-DOAB xsn 01-12-21 60 01 0705 4275974298 OPENAccess Vervielfältigungen (z.B. 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9783038972914 978-3-03897-291-4 9783038972907 978-3-03897-290-7 20.500.12854/49698 hdl (DE-627)1778530087 (DE-599)KEP06958222X (OCoLC)1057790821 (DOAB)49698 (EBP)06958222X DE-627 ger DE-627 rakwb eng Wei-Chiang Hong (Ed.) verfasserin aut Hybrid Advanced Techniques for Forecasting in Energy Sector [Erscheinungsort nicht ermittelbar] MDPI - Multidisciplinary Digital Publishing Institute 2018 1 Online-Ressource (250 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English https://directory.doabooks.org/handle/20.500.12854/49698 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_120 ISIL_DE-715 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4023122718 00 5:LIZFREI --%%-- --%%-- --%%-- k 20-12-21 20 01 0084 4012055852 OLR-DOAB z 01-12-21 22 01 0018 400614699X OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 25-11-21 23 01 0830 4006665164 olr-doab f z 25-11-21 24 01 0008 4060147788 OLR-doab z 15-02-22 30 01 0104 4102197753 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 26-03-22 31 01 0027 4052474902 OLR-DOAB z 07-02-22 39 01 0547 4105966243 OLR-ZDB-94-OAB ke 29-03-22 40 01 0007 4011620491 OLR-DOAB xsn 01-12-21 60 01 0705 4275974298 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 24-02-23 63 01 3401 4106600714 E-Books LF GBV-DOAB z 30-03-22 65 01 0003 4109297451 OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 01-04-22 70 01 0089 400640381X OLR-DOAB-OA DOAB Directory of Open Access Books z 25-11-21 72 01 0035 4104617709 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 28-03-22 90 01 3090 4106392453 OLR-HILoapen z 29-03-22 91 01 3091 401137234X OLR-DOAB DOAB Directory of Open Access Books z 01-12-21 92 01 0033 4110748941 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 02-04-22 95 01 3095 434224229X OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4007125864 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 25-11-21 110 01 3110 401982598X OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. 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Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 10-04-24 808 01 4808 4158123852 OLR-DOAB DOAB Directory of Open Access Books zg 29-06-22 2011 01 DE-16 4023474827 00 --%%-- --%%-- --%%-- --%%-- l01 21-12-21 2014 01 DE-90 4011007153 00 --%%-- --%%-- --%%-- --%%-- l01 01-12-21 2018 01 DE-31 4033367020 00 --%%-- --%%-- --%%-- n Der Zugriff ist kostenfrei möglich. l01 11-01-22 2034 01 DE-Rt2 4014373622 00 --%%-- eBook n n frei zugänglich l01 05-12-21 2037 01 DE-747 4346226868 00 --%%-- eBook OAPEN Foundation OpenAccess --%%-- n Im Internet frei verfügbar l01 01-07-23 2050 01 DE-Zi4 4091542670 00 --%%-- --%%-- --%%-- n Elektronischer Volltext - Open Access l01 16-03-22 2108 01 DE-991 4096774359 00 --%%-- eBook DOAB --%%-- n Elektronischer Volltext - Campuslizenz l01 20-03-22 2403 01 DE-LFER 4018517513 00 --%%-- --%%-- n --%%-- l01 10-12-21 20 01 0084 https://directory.doabooks.org/handle/20.500.12854/49698 22 01 0018 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/49698 23 01 0830 https://directory.doabooks.org/handle/20.500.12854/49698 24 01 0008 https://directory.doabooks.org/handle/20.500.12854/49698 30 01 0104 https://directory.doabooks.org/handle/20.500.12854/49698 31 01 0027 https://directory.doabooks.org/handle/20.500.12854/49698 40 01 0007 Volltext, Open Access https://directory.doabooks.org/handle/20.500.12854/49698 60 01 0705 https://directory.doabooks.org/handle/20.500.12854/49698 63 01 3401 E-Book https://directory.doabooks.org/handle/20.500.12854/49698 65 01 0003 Open Access https://directory.doabooks.org/handle/20.500.12854/49698 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=11367&bib_id=ulb_hal 70 01 0089 https://directory.doabooks.org/handle/20.500.12854/49698 72 01 0035 https://directory.doabooks.org/handle/20.500.12854/49698 90 01 3090 https://directory.doabooks.org/handle/20.500.12854/49698 91 01 3091 https://directory.doabooks.org/handle/20.500.12854/49698 92 01 0033 https://directory.doabooks.org/handle/20.500.12854/49698 95 01 3095 https://directory.doabooks.org/handle/20.500.12854/49698 105 01 0841 https://directory.doabooks.org/handle/20.500.12854/49698 110 01 3110 Open Access https://directory.doabooks.org/handle/20.500.12854/49698 120 01 0715 http://49gbv-uob-primo.hosted.exlibrisgroup.com/openurl/49GBV_UOB/UOB_services_page?u.ignore_date_coverage=true&rft.mms_id=991015555524303501 130 01 0700 Open Access https://directory.doabooks.org/handle/20.500.12854/49698 131 01 3131 https://directory.doabooks.org/handle/20.500.12854/49698 132 01 0959 https://directory.doabooks.org/handle/20.500.12854/49698 136 01 3526 Open Access https://directory.doabooks.org/handle/20.500.12854/49698 147 01 3528 https://directory.doabooks.org/handle/20.500.12854/49698 161 01 0960 https://directory.doabooks.org/handle/20.500.12854/49698 LF 213 01 0551 https://directory.doabooks.org/handle/20.500.12854/49698 230 01 0552 https://directory.doabooks.org/handle/20.500.12854/49698 283 01 3283 https://directory.doabooks.org/handle/20.500.12854/49698 285 01 0517 Open Access https://directory.doabooks.org/handle/20.500.12854/49698 293 01 3293 https://directory.doabooks.org/handle/20.500.12854/49698 LF 370 01 4370 https://directory.doabooks.org/handle/20.500.12854/49698 635 01 3635 https://directory.doabooks.org/handle/20.500.12854/49698 808 01 4808 Volltextzugang https://directory.doabooks.org/handle/20.500.12854/49698 2011 01 DE-16 https://directory.doabooks.org/handle/20.500.12854/49698 2014 01 DE-90 Volltext frei verfügbar https://directory.doabooks.org/handle/20.500.12854/49698 2034 01 DE-Rt2 https://directory.doabooks.org/handle/20.500.12854/49698 2037 01 DE-747 https://directory.doabooks.org/handle/20.500.12854/49698 2050 01 DE-Zi4 https://directory.doabooks.org/handle/20.500.12854/49698 2108 01 DE-991 https://directory.doabooks.org/handle/20.500.12854/49698 2403 01 DE-LFER https://directory.doabooks.org/handle/20.500.12854/49698 31 01 0027 00 E-Book Open Access 132 01 0959 00 EBooks DOAB Open Access 20 01 0084 OLR-DOAB 22 01 0018 OLR-ZDB-94-OAB 23 01 0830 olr-doab 24 01 0008 OLR-doab 24 01 0008 olr-frei 30 01 0104 OLR-OAB 31 01 0027 OLR-DOAB 39 01 0547 OLR-ZDB-94-OAB 39 01 0547 LF 40 01 0007 OLR-DOAB 60 01 0705 OPENAccess 63 01 3401 E-Books LF GBV-DOAB 65 01 0003 OLR-DOAB 70 01 0089 OLR-DOAB-OA 72 01 0035 OLR-ZDB-94-OAB 90 01 3090 OLR-HILoapen 91 01 3091 OLR-DOAB 92 01 0033 OLR-Open Access DOAB 95 01 3095 OLR-OAB 105 01 0841 OLR-OAB 110 01 3110 OLR-DOAB 120 01 0715 alma 130 01 0700 OLR-DOAB 131 01 3131 OLR-OA-DOAB 132 01 0959 OLR-OAB 136 01 3526 OLR-DOAB 147 01 3528 OLR-DOAB 161 01 0960 OLR-DOAB 213 01 0551 OLR-DOAB 230 01 0552 OLR-DOAB 285 01 0517 OLR-DOAB 293 01 3293 OLR-DOAB 370 01 4370 OLR-FREE 370 01 4370 olr-ebook ZDB-94-OAB 635 01 3635 OLR-DOAB 808 01 4808 OLR-DOAB |
| allfields_unstemmed |
9783038972914 978-3-03897-291-4 9783038972907 978-3-03897-290-7 20.500.12854/49698 hdl (DE-627)1778530087 (DE-599)KEP06958222X (OCoLC)1057790821 (DOAB)49698 (EBP)06958222X DE-627 ger DE-627 rakwb eng Wei-Chiang Hong (Ed.) verfasserin aut Hybrid Advanced Techniques for Forecasting in Energy Sector [Erscheinungsort nicht ermittelbar] MDPI - Multidisciplinary Digital Publishing Institute 2018 1 Online-Ressource (250 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English https://directory.doabooks.org/handle/20.500.12854/49698 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_120 ISIL_DE-715 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4023122718 00 5:LIZFREI --%%-- --%%-- --%%-- k 20-12-21 20 01 0084 4012055852 OLR-DOAB z 01-12-21 22 01 0018 400614699X OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 25-11-21 23 01 0830 4006665164 olr-doab f z 25-11-21 24 01 0008 4060147788 OLR-doab z 15-02-22 30 01 0104 4102197753 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 26-03-22 31 01 0027 4052474902 OLR-DOAB z 07-02-22 39 01 0547 4105966243 OLR-ZDB-94-OAB ke 29-03-22 40 01 0007 4011620491 OLR-DOAB xsn 01-12-21 60 01 0705 4275974298 OPENAccess Vervielfältigungen (z.B. 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| allfieldsGer |
9783038972914 978-3-03897-291-4 9783038972907 978-3-03897-290-7 20.500.12854/49698 hdl (DE-627)1778530087 (DE-599)KEP06958222X (OCoLC)1057790821 (DOAB)49698 (EBP)06958222X DE-627 ger DE-627 rakwb eng Wei-Chiang Hong (Ed.) verfasserin aut Hybrid Advanced Techniques for Forecasting in Energy Sector [Erscheinungsort nicht ermittelbar] MDPI - Multidisciplinary Digital Publishing Institute 2018 1 Online-Ressource (250 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English https://directory.doabooks.org/handle/20.500.12854/49698 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_120 ISIL_DE-715 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4023122718 00 5:LIZFREI --%%-- --%%-- --%%-- k 20-12-21 20 01 0084 4012055852 OLR-DOAB z 01-12-21 22 01 0018 400614699X OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 25-11-21 23 01 0830 4006665164 olr-doab f z 25-11-21 24 01 0008 4060147788 OLR-doab z 15-02-22 30 01 0104 4102197753 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 26-03-22 31 01 0027 4052474902 OLR-DOAB z 07-02-22 39 01 0547 4105966243 OLR-ZDB-94-OAB ke 29-03-22 40 01 0007 4011620491 OLR-DOAB xsn 01-12-21 60 01 0705 4275974298 OPENAccess Vervielfältigungen (z.B. 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| allfieldsSound |
9783038972914 978-3-03897-291-4 9783038972907 978-3-03897-290-7 20.500.12854/49698 hdl (DE-627)1778530087 (DE-599)KEP06958222X (OCoLC)1057790821 (DOAB)49698 (EBP)06958222X DE-627 ger DE-627 rakwb eng Wei-Chiang Hong (Ed.) verfasserin aut Hybrid Advanced Techniques for Forecasting in Energy Sector [Erscheinungsort nicht ermittelbar] MDPI - Multidisciplinary Digital Publishing Institute 2018 1 Online-Ressource (250 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English https://directory.doabooks.org/handle/20.500.12854/49698 X:DOAB Verlag kostenfrei ZDB-94-OAB GBV_ILN_11 ISIL_DE-1a SYSFLAG_1 GBV_KXP GBV_ILN_20 ISIL_DE-84 GBV_ILN_22 ISIL_DE-18 GBV_ILN_23 ISIL_DE-830 GBV_ILN_24 ISIL_DE-8 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_60 ISIL_DE-705 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_90 ISIL_DE-Hil2 GBV_ILN_91 ISIL_DE-HIL3 GBV_ILN_92 ISIL_DE-33 GBV_ILN_95 ISIL_DE-542 GBV_ILN_105 ISIL_DE-841 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_120 ISIL_DE-715 GBV_ILN_130 ISIL_DE-700 GBV_ILN_131 ISIL_DE-Va1 GBV_ILN_132 ISIL_DE-959 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_285 ISIL_DE-517 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_635 ISIL_DE-B2138 GBV_ILN_808 GBV_ILN_2011 ISIL_DE-16 GBV_ILN_2014 ISIL_DE-90 GBV_ILN_2018 ISIL_DE-31 GBV_ILN_2034 ISIL_DE-Rt2 GBV_ILN_2037 ISIL_DE-747 GBV_ILN_2050 ISIL_DE-Zi4 GBV_ILN_2108 ISIL_DE-991 GBV_ILN_2403 ISIL_DE-LFER BO 11 01 0001 4023122718 00 5:LIZFREI --%%-- --%%-- --%%-- k 20-12-21 20 01 0084 4012055852 OLR-DOAB z 01-12-21 22 01 0018 400614699X OLR-ZDB-94-OAB DOAB Directory of Open Access Books zu 25-11-21 23 01 0830 4006665164 olr-doab f z 25-11-21 24 01 0008 4060147788 OLR-doab z 15-02-22 30 01 0104 4102197753 OLR-OAB Open Access, Directory of Open Access Books (DOAB) z 26-03-22 31 01 0027 4052474902 OLR-DOAB z 07-02-22 39 01 0547 4105966243 OLR-ZDB-94-OAB ke 29-03-22 40 01 0007 4011620491 OLR-DOAB xsn 01-12-21 60 01 0705 4275974298 OPENAccess Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung z 24-02-23 63 01 3401 4106600714 E-Books LF GBV-DOAB z 30-03-22 65 01 0003 4109297451 OLR-DOAB Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden! z 01-04-22 70 01 0089 400640381X OLR-DOAB-OA DOAB Directory of Open Access Books z 25-11-21 72 01 0035 4104617709 OLR-ZDB-94-OAB DOAB Directory of Open Access Books z 28-03-22 90 01 3090 4106392453 OLR-HILoapen z 29-03-22 91 01 3091 401137234X OLR-DOAB DOAB Directory of Open Access Books z 01-12-21 92 01 0033 4110748941 OLR-Open Access DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich. z 02-04-22 95 01 3095 434224229X OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 23-06-23 105 01 0841 4007125864 OLR-OAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 25-11-21 110 01 3110 401982598X OLR-DOAB Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. 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Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. 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"><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="b">400614699X</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zu</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="b">4006665164</subfield><subfield code="h">olr-doab</subfield><subfield code="u">f</subfield><subfield code="y">z</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="b">4060147788</subfield><subfield code="h">OLR-doab</subfield><subfield code="y">z</subfield><subfield code="z">15-02-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="b">4102197753</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Open Access, Directory of Open Access Books (DOAB)</subfield><subfield code="y">z</subfield><subfield code="z">26-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="b">4052474902</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">07-02-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">39</subfield><subfield code="1">01</subfield><subfield code="x">0547</subfield><subfield code="b">4105966243</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="y">ke</subfield><subfield code="z">29-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4011620491</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">01-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">4275974298</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">24-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4106600714</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">30-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">4109297451</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">01-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">400640381X</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4104617709</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4106392453</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">29-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">401137234X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4110748941</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">02-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">434224229X</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">23-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4007125864</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">401982598X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">14-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">120</subfield><subfield code="1">01</subfield><subfield code="x">0715</subfield><subfield code="b">4015093313</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">g</subfield><subfield code="j">--%%--</subfield><subfield code="h">alma</subfield><subfield code="y">z</subfield><subfield code="z">07-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4145799208</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">08-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4465771681</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">4149759030</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">14-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">4005689485</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">24-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4124008929</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">27-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4150930902</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">16-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4108584015</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4123508200</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">27-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4157086902</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">28-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4050314657</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">03-02-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4153727768</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">21-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4125581789</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">28-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">450989130X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">10-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4158123852</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">29-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4023474827</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">21-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4011007153</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">01-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4033367020</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">11-01-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">4014373622</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">05-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4346226868</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">01-07-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4091542670</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">16-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4096774359</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">20-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">4018517513</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">10-12-21</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield 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Hybrid Advanced Techniques for Forecasting in Energy Sector |
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Wei-Chiang Hong (Ed.) |
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hybrid advanced techniques for forecasting in energy sector |
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Hybrid Advanced Techniques for Forecasting in Energy Sector |
| abstract |
Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy |
| abstractGer |
Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy |
| abstract_unstemmed |
Accurate forecasting performance in the energy sector is a primary factor in the modern restructured power market, accomplished by any novel advanced hybrid techniques. Particularly in the Big Data era, forecasting models are always based on a complex function combination, and energy data are always complicated by factors such as seasonality, cyclicity, fluctuation, dynamic nonlinearity, and so on. To comprehensively address this issue, it is insufficient to concentrate only on simply hybridizing evolutionary algorithms with each other, or on hybridizing evolutionary algorithms with chaotic mapping, quantum computing, recurrent and seasonal mechanisms, and fuzzy inference theory in order to determine suitable parameters for an existing model. It is necessary to also consider hybridizing or combining two or more existing models (e.g., neuro-fuzzy model, BPNN-fuzzy model, seasonal support vector regression–chaotic quantum particle swarm optimization (SSVR-CQPSO), etc.). These advanced novel hybrid techniques can provide more satisfactory energy forecasting performances. This book aimed to attract researchers with an interest in the research areas described above. Specifically, we were interested in contributions towards recent developments, i.e., hybridizing or combining any advanced techniques in energy forecasting, with the superior capabilities over the traditional forecasting approaches, with the ability to overcome some embedded drawbacks, and with the very superiority to achieve significant improved forecasting accuracy |
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"><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="b">400614699X</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zu</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="b">4006665164</subfield><subfield code="h">olr-doab</subfield><subfield code="u">f</subfield><subfield code="y">z</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="b">4060147788</subfield><subfield code="h">OLR-doab</subfield><subfield code="y">z</subfield><subfield code="z">15-02-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="b">4102197753</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Open Access, Directory of Open Access Books (DOAB)</subfield><subfield code="y">z</subfield><subfield code="z">26-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="b">4052474902</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">07-02-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">39</subfield><subfield code="1">01</subfield><subfield code="x">0547</subfield><subfield code="b">4105966243</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="y">ke</subfield><subfield code="z">29-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield code="x">0007</subfield><subfield code="b">4011620491</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">xsn</subfield><subfield code="z">01-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">60</subfield><subfield code="1">01</subfield><subfield code="x">0705</subfield><subfield code="b">4275974298</subfield><subfield code="h">OPENAccess</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots.</subfield><subfield code="k">Nur für Angehörige der HSU: Volltextzugang von außerhalb des Campus mit Anmeldung über Shibboleth mit Ihrer Bibliothekskennung</subfield><subfield code="y">z</subfield><subfield code="z">24-02-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">63</subfield><subfield code="1">01</subfield><subfield code="x">3401</subfield><subfield code="b">4106600714</subfield><subfield code="h">E-Books LF GBV-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">30-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">65</subfield><subfield code="1">01</subfield><subfield code="x">0003</subfield><subfield code="b">4109297451</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Nach dem deutschen Urheberrecht darf das Werk bzw. der Inhalt zum eigenen Gebrauch kostenfrei heruntergeladen, konsumiert, gespeichert oder ausgedruckt, nicht jedoch im Internet bereitgestellt oder an Außenstehende weitergegeben werden!</subfield><subfield code="y">z</subfield><subfield code="z">01-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">70</subfield><subfield code="1">01</subfield><subfield code="x">0089</subfield><subfield code="b">400640381X</subfield><subfield code="h">OLR-DOAB-OA</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">72</subfield><subfield code="1">01</subfield><subfield code="x">0035</subfield><subfield code="b">4104617709</subfield><subfield code="h">OLR-ZDB-94-OAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">28-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">90</subfield><subfield code="1">01</subfield><subfield code="x">3090</subfield><subfield code="b">4106392453</subfield><subfield code="h">OLR-HILoapen</subfield><subfield code="y">z</subfield><subfield code="z">29-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">91</subfield><subfield code="1">01</subfield><subfield code="x">3091</subfield><subfield code="b">401137234X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">01-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">92</subfield><subfield code="1">01</subfield><subfield code="x">0033</subfield><subfield code="b">4110748941</subfield><subfield code="h">OLR-Open Access DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. Das Ebook ist frei zugänglich.</subfield><subfield code="y">z</subfield><subfield code="z">02-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">95</subfield><subfield code="1">01</subfield><subfield code="x">3095</subfield><subfield code="b">434224229X</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">23-06-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">105</subfield><subfield code="1">01</subfield><subfield code="x">0841</subfield><subfield code="b">4007125864</subfield><subfield code="h">OLR-OAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">25-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">110</subfield><subfield code="1">01</subfield><subfield code="x">3110</subfield><subfield code="b">401982598X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="k">Open Access</subfield><subfield code="y">z</subfield><subfield code="z">14-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">120</subfield><subfield code="1">01</subfield><subfield code="x">0715</subfield><subfield code="b">4015093313</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">g</subfield><subfield code="j">--%%--</subfield><subfield code="h">alma</subfield><subfield code="y">z</subfield><subfield code="z">07-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">130</subfield><subfield code="1">01</subfield><subfield code="x">0700</subfield><subfield code="b">4145799208</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">08-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">131</subfield><subfield code="1">01</subfield><subfield code="x">3131</subfield><subfield code="b">4465771681</subfield><subfield code="h">OLR-OA-DOAB</subfield><subfield code="k">Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers.</subfield><subfield code="y">z</subfield><subfield code="z">23-01-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">132</subfield><subfield code="1">01</subfield><subfield code="x">0959</subfield><subfield code="b">4149759030</subfield><subfield code="h">OLR-OAB</subfield><subfield code="u">Open Access</subfield><subfield code="y">x</subfield><subfield code="z">14-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">136</subfield><subfield code="1">01</subfield><subfield code="x">3526</subfield><subfield code="b">4005689485</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">24-11-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">147</subfield><subfield code="1">01</subfield><subfield code="x">3528</subfield><subfield code="b">4124008929</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">27-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">161</subfield><subfield code="1">01</subfield><subfield code="x">0960</subfield><subfield code="b">4150930902</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">16-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">213</subfield><subfield code="1">01</subfield><subfield code="x">0551</subfield><subfield code="b">4108584015</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">31-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">230</subfield><subfield code="1">01</subfield><subfield code="x">0552</subfield><subfield code="b">4123508200</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">27-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">283</subfield><subfield code="1">01</subfield><subfield code="x">3283</subfield><subfield code="b">4157086902</subfield><subfield code="k">Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">28-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">285</subfield><subfield code="1">01</subfield><subfield code="x">0517</subfield><subfield code="b">4050314657</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="y">z</subfield><subfield code="z">03-02-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">293</subfield><subfield code="1">01</subfield><subfield code="x">3293</subfield><subfield code="b">4153727768</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">z</subfield><subfield code="z">21-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">370</subfield><subfield code="1">01</subfield><subfield code="x">4370</subfield><subfield code="b">4125581789</subfield><subfield code="h">OLR-FREE</subfield><subfield code="k">Kostenloser Zugriff</subfield><subfield code="y">z</subfield><subfield code="z">28-04-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">635</subfield><subfield code="1">01</subfield><subfield code="x">3635</subfield><subfield code="b">450989130X</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">Open Access. Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt.</subfield><subfield code="y">z</subfield><subfield code="z">10-04-24</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">808</subfield><subfield code="1">01</subfield><subfield code="x">4808</subfield><subfield code="b">4158123852</subfield><subfield code="h">OLR-DOAB</subfield><subfield code="k">DOAB Directory of Open Access Books</subfield><subfield code="y">zg</subfield><subfield code="z">29-06-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2011</subfield><subfield code="1">01</subfield><subfield code="x">DE-16</subfield><subfield code="b">4023474827</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">21-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2014</subfield><subfield code="1">01</subfield><subfield code="x">DE-90</subfield><subfield code="b">4011007153</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">01-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2018</subfield><subfield code="1">01</subfield><subfield code="x">DE-31</subfield><subfield code="b">4033367020</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Der Zugriff ist kostenfrei möglich.</subfield><subfield code="y">l01</subfield><subfield code="z">11-01-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2034</subfield><subfield code="1">01</subfield><subfield code="x">DE-Rt2</subfield><subfield code="b">4014373622</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook</subfield><subfield code="e">n</subfield><subfield code="j">n</subfield><subfield code="k">frei zugänglich</subfield><subfield code="y">l01</subfield><subfield code="z">05-12-21</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2037</subfield><subfield code="1">01</subfield><subfield code="x">DE-747</subfield><subfield code="b">4346226868</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook OAPEN Foundation OpenAccess</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Im Internet frei verfügbar</subfield><subfield code="y">l01</subfield><subfield code="z">01-07-23</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2050</subfield><subfield code="1">01</subfield><subfield code="x">DE-Zi4</subfield><subfield code="b">4091542670</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Open Access</subfield><subfield code="y">l01</subfield><subfield code="z">16-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2108</subfield><subfield code="1">01</subfield><subfield code="x">DE-991</subfield><subfield code="b">4096774359</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">eBook DOAB</subfield><subfield code="e">--%%--</subfield><subfield code="j">n</subfield><subfield code="k">Elektronischer Volltext - Campuslizenz</subfield><subfield code="y">l01</subfield><subfield code="z">20-03-22</subfield></datafield><datafield tag="980" ind1=" " ind2=" "><subfield code="2">2403</subfield><subfield code="1">01</subfield><subfield code="x">DE-LFER</subfield><subfield code="b">4018517513</subfield><subfield code="c">00</subfield><subfield code="f">--%%--</subfield><subfield code="d">--%%--</subfield><subfield code="e">n</subfield><subfield code="j">--%%--</subfield><subfield code="y">l01</subfield><subfield code="z">10-12-21</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">20</subfield><subfield code="1">01</subfield><subfield code="x">0084</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">22</subfield><subfield code="1">01</subfield><subfield code="x">0018</subfield><subfield code="y">Volltextzugang</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">23</subfield><subfield code="1">01</subfield><subfield code="x">0830</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">24</subfield><subfield code="1">01</subfield><subfield code="x">0008</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">30</subfield><subfield code="1">01</subfield><subfield code="x">0104</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">31</subfield><subfield code="1">01</subfield><subfield code="x">0027</subfield><subfield code="r">https://directory.doabooks.org/handle/20.500.12854/49698</subfield></datafield><datafield tag="981" ind1=" " ind2=" "><subfield code="2">40</subfield><subfield code="1">01</subfield><subfield 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