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師資隊伍

師資概況

師風師德

教授

副教授

講師

校内合作導師

退休教師

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杜沛

系别：管理科學與工程系

職稱：講師

聯系方式：renshengdp@126.com

科學研究：研究領域：機器學習、智能優化算法、預測理論與方法
論文成果（*為通訊作者）：
[1]    Ye Liang (本科生), Du Pei*, Wang Shubin. (2024). Industrial carbon emission forecasting considering externa factors based on linear and machine learning models. Journal of Cleaner Production, Accepted. (中科院SCI一區，TOP期刊，影響因子：11.1，JCR分區：Q1)
[2]    Xu Yan, Li Jing, Dong Yan, Du Pei*. (2024). Power load combination forecasting system based on longitudinal data selection. Engineering Applications of Artificial Intelligence, Accepted. (中科院SCI二區，TOP期刊，影響因子：8，JCR分區：Q1)
[3]    Xu Yan, Lin Tong, Du Pei*, Wang Jianzhou. (2024). An innovative interval grey model for construction waste forecasting. Applied Mathematical Modelling, 126, 22-51. https://doi.org/10.1016/j.apm.2023.10.013 (中科院數學類SCI一區，TOP期刊，影響因子：5，JCR分區：Q1)
[4]    Xu Yan, Liu Tianli, Du Pei*. (2024). Volatility forecasting of crude oil futures based on Bi-LSTM-Attention model: The dynamic role of the COVID-19 pandemic and the Russian-Ukrainian conflict. Resources Policy, 88, 104319. https://doi.org/10.1016/j.resourpol.2023.104319 (SSCI一區，ABS 2，影響因子：10.2， JCR分區：Q1)
[5]    Xu Yan, Lin Tong, Du Pei*. (2024). A hybrid coal prediction model based on grey Markov optimized by GWO – A case study of Hebei province in China. Expert Systems with Applications, 235, 121194. https://doi.org/10.1016/j.eswa.2023.121194 (中科院SCI一區，TOP期刊，影響因子：8.5，JCR分區：Q1)
[6]    Zhao Erlong, Du Pei, Azaglo Ernest Young, Wang Shouyang, Sun Shaolong*. (2023). Forecasting daily tourism volume: a hybrid approach with CEMMDAN and multi-kernel adaptive ensemble. Current Issues in Tourism, 26, 1112-1131. https://doi.org/ 10.1080/13683500.2022.2048806 (SSCI一區，影響因子：8，JCR分區：Q1)
[7]    Du Pei, Guo Ju’e, Sun Shaolong, Wang Shouyang, Wu Jing*. (2022). A novel two-stage seasonal grey model for residential electricity consumption forecasting. Energy, 258, 124664. https://doi.org/10.1016/j.energy.2022.124664 (中科院SCI一區，TOP期刊，影響因子：9，JCR分區：Q1)
[8]    Zhao Erlong, Du Pei, Sun Shaolong*. (2022). Historical pattern recognition with trajectory similarity for daily tourist arrivals forecasting. Expert Systems with Applications, 203, 117427. https://doi.org/10.1016/j.eswa.2022.117427 (中科院SCI一區，TOP期刊，影響因子：8.5，JCR分區：Q1)
[9]    杜 沛,王建州*.北京市控制PM2.5污染的健康效益評估[J].環境科學, 2021,42(03):1255-1267.
[10]    Du Pei, Wang Jianzhou*, Niu Tong, Yang Wendong. (2021). PM2.5 prediction and related health effects and economic cost assessments in 2020 and 2021: Case studies in Jing-Jin-Ji, China. Knowledge-Based Systems, 233, 107487. https://doi.org/10.1016/j.knosys.2021.107487 (中科院SCI一區，TOP期刊，影響因子：8.8，JCR分區：Q1)
[11]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2021). A novel hybrid fine particulate matter (PM2.5) forecasting and its further application system: Case studies in China. Journal of Forecasting. https://doi.org/10.1002/for.2785 (SSCI，影響因子：3.4，JCR分區：Q2, 預測領域知名期刊)
[12]    Du Pei, Guo Ju’e, Sun Shaolong, Wang Shouyang, Wu Jing*. (2021). Multi-step metal prices forecasting based on a data preprocessing method and an optimized extreme learning machine by marine predators algorithm. Resources Policy, 74. https://doi.org/10.1016/j.resourpol.2021.102335 (SSCI一區，ABS 2，影響因子：10.2， JCR分區：Q1)
[13]    Wang Jianzhou, Du Pei*. (2021). Quarterly PM2.5 prediction using a novel seasonal grey model and its further application in health effects and economic loss assessment: evidences from Shanghai and Tianjin, China. Natural Hazards. 107(1): 889–909 (SCI三區，影響因子：3.7，JCR分區：Q2)
[14]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2020). Point and interval forecasting for metal prices based on variational mode decomposition and an optimized outlier-robust extreme learning machine. Resources Policy, 69. https://doi.org/10.1016/j.resourpol.2020.101881 (SSCI一區，ABS 2，影響因子：10.2， JCR分區：Q1)
[15]    Du Pei, Wang Jianzhou*, Hao Yan, Niu Tong, Yang Wendong. (2020). A novel hybrid model based on multi-objective Harris hawks optimization algorithm for daily PM2.5 and PM10 forecasting. Applied Soft Computing, 96. https://doi.org/10.1016/j.asoc.2020.106620 (中科院SCI二區，TOP期刊，影響因子：8.7，JCR分區：Q1，Web of science數據庫引用次數：93次)
[16]    Wang Jianzhou, Du Pei*, Hao Yan, Ma Xin, Niu Tong, Yang Wendong. (2020). An innovative hybrid model based on outlier detection and correction algorithm and heuristic intelligent optimization algorithm for daily air quality index forecasting. Journal of Environmental Management. 2020, 255, 109855. https://doi.org/10.1016/j.jenvman.2019.109855  (中科院SCI二區, TOP 期刊，ABS 3，影響因子：8.7, JCR： Q1, ESI 高被引論文，Web of Science 引用次數：79次)
[17]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2019). Container throughput forecasting using a novel hybrid learning method with error correction strategy. Knowledge-Based Systems, 182, 104853. https://doi.org/10.1016/j.knosys.2019.07.024 (中科院SCI一區，TOP期刊，影響因子：8.8，JCR分區：Q1)
[18]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2019). A novel hybrid model for short-term wind power forecasting. Applied Soft Computing, 80, 93–106. doi:10.1016/j.asoc.2019.03.035. (中科院SCI二區，TOP期刊，影響因子：8.7，JCR分區：Q1，ESI高被引論文, Web of science數據庫引用次數: 168次)
[19]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2018). Multi-step ahead forecasting in electrical power system using a hybrid forecasting system. Renewable Energy. doi:10.1016/j.renene.2018.01.113 (中科院SCI一區，TOP期刊，影響因子：8.7；JCR分區：Q1，ESI高被引論文和ESI熱點論文，Web of science數據庫引用次數：120次)
[20]    Wang Jianzhou, Du Pei*, Lu Haiyan, Yang Wendong, Niu Tong. (2018). An improved grey model optimized by multi-objective ant lion optimization algorithm for annual electricity consumption forecasting. Applied Soft Computing. 2018, 72: 321–337. https://doi.org/10.1016/j.asoc.2018.07.022 (中科院SCI二區，TOP期刊，影響因子：8.7，JCR分區：Q1，Web of science數據庫引用次數：125次)
[21]    Du Pei, Wang Jianzhou*, Guo Zhenhai, Yang Wendong. (2017). Research and application of a novel hybrid forecasting system based on multi-objective optimization for wind speed forecasting. Energy Conversion and Management. doi:10.1016/j.enconman.2017.07.065. (中科院SCI一區，TOP期刊，影響因子：10.3；JCR分區：Q1，ESI高被引論文和ESI熱點論文，Web of science數據庫引用次數：131次)
[22]    Wang Jianzhou, Du Pei*, Niu Tong, Yang Wendong. (2017). A novel hybrid system based on a new proposed algorithm—Multi-Objective Whale Optimization Algorithm for wind speed forecasting. Applied Energy. https://doi.org/10.1016/j.apenergy.2017.10.031. (中科院SCI一區，TOP期刊，影響因子：11.2，JCR分區：Q1，ESI高被引論文和ESI熱點論文，Web of science數據庫引用次數：221次)
[23]    Xu Yunzhen, Du Pei*, Wang Jianzhou. (2017). Research and application of a hybrid model based on dynamic fuzzy synthetic evaluation for establishing air quality forecasting and early warning system: A case study in China. Environmental Pollution. https://doi.org/10.1016/j.envpol.2017.01.043. (中科院SCI二區，TOP期刊，影響因子：8.9；JCR分區：Q1)
課題：
教育部人文社科一般項目，22YJCZH028，在研，主持
陝西省軟科學一般項目，2022KRM093，在研，主持
2022年西安交通大學基本科研業務費（人文社科類）專項科研項目（競争性），在研，主持
2021年陝西省生态環境保護領域重大課題研究項目，2021HZ0954，結題，參與
國家社會科學基金重大項目，17ZDA093，結題，參與

主講課程：本科生課程：《時間序列分析》《計量經濟學》《應用統計學》

  • 教師簡介
  • 科學研究
  • 主講課程

  • 杜沛，經濟學博士，江南大學商學院講師；主要研究方向包括機器學習、智能優化算法、預測理論與方法研究及其在能源、環境、經濟與食品管理等領域的應用；目前，已發表SSCI/SCI檢索論文30餘篇，以第一/通訊作者發表SSCI/SCI檢索論文20餘篇，其中5篇SSCI/SCI論文入選ESI高被引論文（單篇引用>100），同時3篇入選ESI熱點論文，Web of Science 檢索學術論文總被引頻次達2300餘次，H指數23。連續兩年入選美國斯坦福大學（Stanford University）發布的“World’s Top 2% Scientists榜單—“年度科學影響力榜單”（2022-2023）”。

    研究成果主要發表在Journal of Environmental Management、Resources Policy、Applied Soft Computing、Knowledge-Based Systems、Engineering Applications of Artificial Intelligence、IEEE Transactions on Industrial Informatics、IEEE Transactions on Sustainable Energy、Journal of Innovation & Knowledge、Current Issues in Tourism、Natural Hazards、Applied Mathematical Modelling、Expert Systems with Applications、Journal of Forecasting、Journal of Cleaner Production、Applied Energy、Renewable Energy、Energy Conversion and Management、Energy和《環境科學》等國内外知名學術期刊，擔任Data Science and Management期刊青年編委，擔任IEEE Transactions on Neural Networks and Learning Systems、Energy、Resources policy、《系統工程理論與實踐》等期刊匿名審稿人。曾任Energies和Frontiers in Environmental Science學術期刊特刊執行編輯。

    截止目前，（合作）指導本科生、碩士研究生、博士研究生完成SSCI/SCI論文寫作10餘篇，論文主要發表在Resources Policy、Applied Mathematical Modelling、Expert Systems with Applications、Journal of Cleaner Production、Engineering Applications of Artificial Intelligence等SSCI/SCI國際知名學術期刊。曾作為指導老師指導本科生隊伍獲得美國大學生數學建模競賽一等獎、二等獎多項。

    歡迎熱愛科研、生活，肯吃苦耐勞的本科生加入團隊，我們一起學習、共同成長！


    工作經曆：

    2023.02至今，江南大學商學院，講師

    2021.07-2022.12，西安交通大學管理學院，助理教授


    獲獎情況：

    [1] 2023年第九屆江南大學“互聯網+”大學生創新創業大賽一等獎, 指導教師 (趙鑫銳、陳堅、杜沛)



  • 研究領域：機器學習、智能優化算法、預測理論與方法
    論文成果（*為通訊作者）：
    [1]    Ye Liang (本科生), Du Pei*, Wang Shubin. (2024). Industrial carbon emission forecasting considering externa factors based on linear and machine learning models. Journal of Cleaner Production, Accepted. (中科院SCI一區，TOP期刊，影響因子：11.1，JCR分區：Q1)
    [2]    Xu Yan, Li Jing, Dong Yan, Du Pei*. (2024). Power load combination forecasting system based on longitudinal data selection. Engineering Applications of Artificial Intelligence, Accepted. (中科院SCI二區，TOP期刊，影響因子：8，JCR分區：Q1)
    [3]    Xu Yan, Lin Tong, Du Pei*, Wang Jianzhou. (2024). An innovative interval grey model for construction waste forecasting. Applied Mathematical Modelling, 126, 22-51. https://doi.org/10.1016/j.apm.2023.10.013 (中科院數學類SCI一區，TOP期刊，影響因子：5，JCR分區：Q1)
    [4]    Xu Yan, Liu Tianli, Du Pei*. (2024). Volatility forecasting of crude oil futures based on Bi-LSTM-Attention model: The dynamic role of the COVID-19 pandemic and the Russian-Ukrainian conflict. Resources Policy, 88, 104319. https://doi.org/10.1016/j.resourpol.2023.104319 (SSCI一區，ABS 2，影響因子：10.2， JCR分區：Q1)
    [5]    Xu Yan, Lin Tong, Du Pei*. (2024). A hybrid coal prediction model based on grey Markov optimized by GWO – A case study of Hebei province in China. Expert Systems with Applications, 235, 121194. https://doi.org/10.1016/j.eswa.2023.121194 (中科院SCI一區，TOP期刊，影響因子：8.5，JCR分區：Q1)
    [6]    Zhao Erlong, Du Pei, Azaglo Ernest Young, Wang Shouyang, Sun Shaolong*. (2023). Forecasting daily tourism volume: a hybrid approach with CEMMDAN and multi-kernel adaptive ensemble. Current Issues in Tourism, 26, 1112-1131. https://doi.org/ 10.1080/13683500.2022.2048806 (SSCI一區，影響因子：8，JCR分區：Q1)
    [7]    Du Pei, Guo Ju’e, Sun Shaolong, Wang Shouyang, Wu Jing*. (2022). A novel two-stage seasonal grey model for residential electricity consumption forecasting. Energy, 258, 124664. https://doi.org/10.1016/j.energy.2022.124664 (中科院SCI一區，TOP期刊，影響因子：9，JCR分區：Q1)
    [8]    Zhao Erlong, Du Pei, Sun Shaolong*. (2022). Historical pattern recognition with trajectory similarity for daily tourist arrivals forecasting. Expert Systems with Applications, 203, 117427. https://doi.org/10.1016/j.eswa.2022.117427 (中科院SCI一區，TOP期刊，影響因子：8.5，JCR分區：Q1)
    [9]    杜 沛,王建州*.北京市控制PM2.5污染的健康效益評估[J].環境科學, 2021,42(03):1255-1267.
    [10]    Du Pei, Wang Jianzhou*, Niu Tong, Yang Wendong. (2021). PM2.5 prediction and related health effects and economic cost assessments in 2020 and 2021: Case studies in Jing-Jin-Ji, China. Knowledge-Based Systems, 233, 107487. https://doi.org/10.1016/j.knosys.2021.107487 (中科院SCI一區，TOP期刊，影響因子：8.8，JCR分區：Q1)
    [11]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2021). A novel hybrid fine particulate matter (PM2.5) forecasting and its further application system: Case studies in China. Journal of Forecasting. https://doi.org/10.1002/for.2785 (SSCI，影響因子：3.4，JCR分區：Q2, 預測領域知名期刊)
    [12]    Du Pei, Guo Ju’e, Sun Shaolong, Wang Shouyang, Wu Jing*. (2021). Multi-step metal prices forecasting based on a data preprocessing method and an optimized extreme learning machine by marine predators algorithm. Resources Policy, 74. https://doi.org/10.1016/j.resourpol.2021.102335 (SSCI一區，ABS 2，影響因子：10.2， JCR分區：Q1)
    [13]    Wang Jianzhou, Du Pei*. (2021). Quarterly PM2.5 prediction using a novel seasonal grey model and its further application in health effects and economic loss assessment: evidences from Shanghai and Tianjin, China. Natural Hazards. 107(1): 889–909 (SCI三區，影響因子：3.7，JCR分區：Q2)
    [14]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2020). Point and interval forecasting for metal prices based on variational mode decomposition and an optimized outlier-robust extreme learning machine. Resources Policy, 69. https://doi.org/10.1016/j.resourpol.2020.101881 (SSCI一區，ABS 2，影響因子：10.2， JCR分區：Q1)
    [15]    Du Pei, Wang Jianzhou*, Hao Yan, Niu Tong, Yang Wendong. (2020). A novel hybrid model based on multi-objective Harris hawks optimization algorithm for daily PM2.5 and PM10 forecasting. Applied Soft Computing, 96. https://doi.org/10.1016/j.asoc.2020.106620 (中科院SCI二區，TOP期刊，影響因子：8.7，JCR分區：Q1，Web of science數據庫引用次數：93次)
    [16]    Wang Jianzhou, Du Pei*, Hao Yan, Ma Xin, Niu Tong, Yang Wendong. (2020). An innovative hybrid model based on outlier detection and correction algorithm and heuristic intelligent optimization algorithm for daily air quality index forecasting. Journal of Environmental Management. 2020, 255, 109855. https://doi.org/10.1016/j.jenvman.2019.109855  (中科院SCI二區, TOP 期刊，ABS 3，影響因子：8.7, JCR： Q1, ESI 高被引論文，Web of Science 引用次數：79次)
    [17]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2019). Container throughput forecasting using a novel hybrid learning method with error correction strategy. Knowledge-Based Systems, 182, 104853. https://doi.org/10.1016/j.knosys.2019.07.024 (中科院SCI一區，TOP期刊，影響因子：8.8，JCR分區：Q1)
    [18]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2019). A novel hybrid model for short-term wind power forecasting. Applied Soft Computing, 80, 93–106. doi:10.1016/j.asoc.2019.03.035. (中科院SCI二區，TOP期刊，影響因子：8.7，JCR分區：Q1，ESI高被引論文, Web of science數據庫引用次數: 168次)
    [19]    Du Pei, Wang Jianzhou*, Yang Wendong, Niu Tong. (2018). Multi-step ahead forecasting in electrical power system using a hybrid forecasting system. Renewable Energy. doi:10.1016/j.renene.2018.01.113 (中科院SCI一區，TOP期刊，影響因子：8.7；JCR分區：Q1，ESI高被引論文和ESI熱點論文，Web of science數據庫引用次數：120次)
    [20]    Wang Jianzhou, Du Pei*, Lu Haiyan, Yang Wendong, Niu Tong. (2018). An improved grey model optimized by multi-objective ant lion optimization algorithm for annual electricity consumption forecasting. Applied Soft Computing. 2018, 72: 321–337. https://doi.org/10.1016/j.asoc.2018.07.022 (中科院SCI二區，TOP期刊，影響因子：8.7，JCR分區：Q1，Web of science數據庫引用次數：125次)
    [21]    Du Pei, Wang Jianzhou*, Guo Zhenhai, Yang Wendong. (2017). Research and application of a novel hybrid forecasting system based on multi-objective optimization for wind speed forecasting. Energy Conversion and Management. doi:10.1016/j.enconman.2017.07.065. (中科院SCI一區，TOP期刊，影響因子：10.3；JCR分區：Q1，ESI高被引論文和ESI熱點論文，Web of science數據庫引用次數：131次)
    [22]    Wang Jianzhou, Du Pei*, Niu Tong, Yang Wendong. (2017). A novel hybrid system based on a new proposed algorithm—Multi-Objective Whale Optimization Algorithm for wind speed forecasting. Applied Energy. https://doi.org/10.1016/j.apenergy.2017.10.031. (中科院SCI一區，TOP期刊，影響因子：11.2，JCR分區：Q1，ESI高被引論文和ESI熱點論文，Web of science數據庫引用次數：221次)
    [23]    Xu Yunzhen, Du Pei*, Wang Jianzhou. (2017). Research and application of a hybrid model based on dynamic fuzzy synthetic evaluation for establishing air quality forecasting and early warning system: A case study in China. Environmental Pollution. https://doi.org/10.1016/j.envpol.2017.01.043. (中科院SCI二區，TOP期刊，影響因子：8.9；JCR分區：Q1)
    課題：
    教育部人文社科一般項目，22YJCZH028，在研，主持
    陝西省軟科學一般項目，2022KRM093，在研，主持
    2022年西安交通大學基本科研業務費（人文社科類）專項科研項目（競争性），在研，主持
    2021年陝西省生态環境保護領域重大課題研究項目，2021HZ0954，結題，參與
    國家社會科學基金重大項目，17ZDA093，結題，參與
  • 本科生課程：《時間序列分析》《計量經濟學》《應用統計學》
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