A Comparative Study of Computational Intelligence Techniques Applied to PM2.5 Air Pollution Forecasting
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作者:
Oprea, Mihaela
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Petr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, RomaniaPetr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, Romania
Oprea, Mihaela
[1
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Mihalache, Sanda Florentina
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Petr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, RomaniaPetr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, Romania
Mihalache, Sanda Florentina
[1
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Popescu, Marian
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Petr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, RomaniaPetr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, Romania
Popescu, Marian
[1
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机构:
[1] Petr Gas Univ Ploiesti, Automat Control Comp & Elect Dept, Ploiesti, Romania
The paper presents the results of a comparative study performed between two computational intelligence techniques, artificial neural networks (ANNs) and adaptive neuro-fuzzy inference systems (ANFIS) applied to particulate matter (fraction PM2.5) air pollution forecasting. The experiments were realized on datasets from the Airbase databases with PM2.5 hourly measurements. The main statistical parameters that were computed are root mean square error (RMSE) and mean absolute error (MAE).
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Natl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Taipei Vet Gen Hosp, Dept Family Med, Yuanshan Branch, Neicheng, Yilan Cty, TaiwanNatl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Lee, Wei-Ju
Liu, Ching-Yi
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Taipei Vet Gen Hosp, Dept Family Med, Yuanshan Branch, Neicheng, Yilan Cty, Taiwan
Natl Yang Ming Univ, Inst Hosp & Hlth Care Adm, Taipei, TaiwanNatl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Liu, Ching-Yi
Peng, Li-Ning
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Natl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Taipei Vet Gen Hosp, Ctr Geriatr & Gerontol, 201,Sec 2,Shih Pai Rd, Taipei 11217, TaiwanNatl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Peng, Li-Ning
Lin, Chi-Hung
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New Taipei City Govt, Dept Hlth, New Taipei, TaiwanNatl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Lin, Chi-Hung
Lin, Hui-Ping
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New Taipei City Govt, Dept Hlth, New Taipei, TaiwanNatl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Lin, Hui-Ping
Chen, Liang-Kung
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Natl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
Taipei Vet Gen Hosp, Ctr Geriatr & Gerontol, 201,Sec 2,Shih Pai Rd, Taipei 11217, TaiwanNatl Yang Ming Univ, Aging & Hlth Res Ctr, Taipei, Taiwan
机构:
Lawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Civil & Environm Engn, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
Vlachogiannis, Dimitrios M.
Xu, Yanyan
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Lawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept City & Reg Planning, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
Xu, Yanyan
Jin, Ling
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Lawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
Jin, Ling
Gonzalez, Marta C.
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Lawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Civil & Environm Engn, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept City & Reg Planning, Berkeley, CA 94720 USALawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA