杜沛

系别：管理科学与工程系

职称：讲师

联系方式：renshengdp@126.com

科学研究：主要研究方向：大数据挖掘分析、统计建模、机器学习、智能算法、预测理论与方法的研究及其在能源、环境、经济与食品安全管理等领域的应用。

部分研究成果（*为通讯作者）：
[1]Du Pei, Ji Mingyang, Du Juntao*, Wang Jianzhou. A novel mixed-frequency deep learning forecasting model for natural resource prices: A case study of copper futures price. Geoscience Frontiers, 2026, 17, 102159. https://doi.org/10.1016/j.gsf.2025.102159. (国产期刊，中科院SCI一区，TOP期刊，影响因子：12.7，JCR分区：Q1)
[2]Wu Han, Gao Xiaozhi, Li Zhong, Heng Jiani, Du Pei*. Audiovisual-cognition-inspired network with explainability for oil price forecasting. Applied Soft Computing, 2026, 186, 114093. https://doi.org/10.1016/j.asoc.2025.114093. (中科院SCI一区，TOP期刊，影响因子：7.8，JCR分区：Q1)
[3]Du Pei, Zhang Xuankai (2021级大数据管理与应用专业本科生), Du Juntao*, Wang Jianzhou. Multivariate natural gas price forecasting model with feature selection, machine learning and chernobyl disaster optimizer. Petroleum Science, 2025, 22, 4823-4837. https://doi.org/10.1016/j.petsci.2025.09.034. (国产期刊，中科院SCI一区，TOP期刊，影响因子：6.4，JCR分区：Q1)
[4]Du Pei, Gui Fangrui (2021级大数据管理与应用专业本科生), Shan Lijie, Xing Qianyi*, Wang Jianzhou. Probabilistic forecasting of non-ferrous metal prices based on outlier treatment algorithms, quantile regression based deep learning and two-phase multi-objective optimization. Engineering Applications of Artificial Intelligence, 2025, 161, 112277. https://doi.org/10.1016/j.engappai.2025.112277. (中科院SCI一区，TOP期刊，影响因子：8.0，JCR分区：Q1)
[5]Zhou Mingyu (2022级大数据管理与应用专业本科生), Du Pei*. Multivariate events enhanced pre-trained large language model for carbon price forecasting. Energy, 2025, 336, 138377. https://doi.org/10.1016/j.energy.2025.138377. (中科院SCI一区，TOP期刊，影响因子：9.4，JCR分区：Q1)
[6]Du Pei, Ye Yuxin (2023级大数据管理与应用专业本科生), Wu Han*, Wang Jianzhou. Study on deterministic and interval forecasting of electricity load based on multi-objective whale optimization algorithm and transformer model. Expert Systems with Applications, 2025, 268, 126361. https://doi.org/10.1016/j.eswa.2024.126361. (中科院SCI一区，TOP期刊，影响因子：7.5，JCR分区：Q1, ESI 高被引论文，Web of Science 引用次数：40)
[7]Ji Mingyang, Du Juntao, Du Pei*, Niu Tong, Wang Jianzhou. A novel probabilistic carbon price prediction model: Integrating the transformer framework with mixed-frequency modeling at different quartiles. Applied Energy, 2025, 391, 125951. https://doi.org/10.1016/j.apenergy.2025.125951. (中科院SCI一区，TOP期刊，影响因子：11，JCR分区：Q1，Web of Science引用次数：18)
[8]Du Pei, Yang Dongchuan*, Li Yanzhao, Wang Jianzhou. An innovative interpretable combined learning model for wind speed forecasting. Applied Energy, 2024, 358, 122553. https://doi.org/10.1016/j.apenergy.2023.122553. (中科院SCI一区，TOP期刊，影响因子：11，JCR分区：Q1，ESI 高被引论文，Web of Science引用次数：40)
[9]Wu Han, Du Pei*. Dual-stream transformer-attention fusion network for short-term carbon price prediction. Energy, 2024, 311, 133374. https://doi.org/10.1016/j.energy.2024.133374 (中科院SCI一区，TOP期刊, 影响因子：9.4，JCR分区：Q1, Web of Science引用次数：19)
[10]Zhang Xuankai (2021级大数据管理与应用专业本科生), Zong Ying (2021级大数据管理与应用专业本科生), Du Pei*, Wang Shubin, Wang Jianzhou. Framework for multivariate carbon price forecasting: A novel hybrid model. Journal of Environmental Management, 2024, 369, 122275. https://doi.org/10.1016/j.jenvman.2024.122275 (中科院SCI二区，TOP期刊，ABS3, 影响因子：8.4，JCR分区：Q1, Web of Science引用次数：35)
[11]Ye Liang (2020级工业工程专业本科生), Du Pei*, Wang Shubin. Industrial carbon emission forecasting considering externa factors based on linear and machine learning models. Journal of Cleaner Production, 2024, 434, 140010. https://doi.org/10.1016/j.jclepro.2023.140010 (中科院SCI一区，TOP期刊，影响因子：10，JCR分区：Q1，Web of Science引用次数：60)
[12]Wu Han, Du Pei*. Dual-stream transformer-attention fusion network for short-term carbon price prediction. Energy, 2024, 311, 133374. https://doi.org/10.1016/j.energy.2024.133374. (中科院SCI一区，TOP期刊，影响因子：9.4，JCR分区：Q1，Web of Science引用次数：20)
[13]Yan Xu, Tong Lin, Pei Du*, Jianzhou Wang. An innovative interval grey model for construction waste forecasting. Applied Mathematical Modelling, 2024, 126, 22-51. https://doi.org/10.1016/j.apm.2023.10.013. (中科院SCI二区，TOP期刊，影响因子：5.0，JCR分区：Q1，Web of Science引用次数：23)
[14]Du Pei, Guo Ju’e, Sun Shaolong, Wang Shouyang, Wu Jing*. A novel two-stage seasonal grey model for residential electricity consumption forecasting. Energy, 2022, 258, 124664. https://doi.org/10.1016/j.energy.2022.124664. (中科院SCI一区，TOP期刊，影响因子：9.0，JCR分区：Q1，Web of Science引用次数：46)
[15]Du Pei, Wang Jianzhou*, Niu Tong, Yang Wendong. 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, 2021, 233, 107487. https://doi.org/10.1016/j.knosys.2021.107487. (中科院SCI一区，TOP期刊，影响因子：8.1，JCR分区：Q1，Web of Science引用次数：12)

课题：
2025年江苏省自然科学基金青年项目，在研，20万，主持
教育部人文社科基金青年项目，在研，8万，主持
2024年中央高校基本科研业务费专项资金资助项目，在研，4万，主持
2022陕西省软科学一般项目，结题，3万，主持
2022年西安交通大学基本科研业务费（人文社科类）专项科研项目（竞争性），结题，5万，主持
2021年陕西省生态环境保护领域重大课题研究项目，2021HZ0954，结题，3万，参与
国家社会科学基金重大项目，17ZDA093，结题，60万，参与

主讲课程：本科生课程：《时间序列分析》《统计学》《应用统计学》《计量经济学》《人工智能导论》