2014.09—2017.12 四川大學 環境工程 工學博士

2011.09—2012.09 倫敦大學學院 (UCL) 人機交互與人因工程學 理學碩士

2007.09—2011.06 北京科技大學 工業工程 工學學士

2022.12—至今 beat365 beat365 助理研究員

2021.06—2022.09 中國科學院贛江創新研究院 副研究員

2020.11—2021.05 廣東工業大學 特聘副教授

2018.06—2020.07 北京師範大學 博士後 助理研究員

碳足迹産業技術創新聯盟 副秘書長

中國環境科學學會生态環境人工智能專業委員會 委員

供應鍊可持續性

生命周期評價

生成式AI專業應用

國家自然科學基金青年科學基金項目，基于高空間分辨率數據的我國大氣汞排放驅動因素及減排策略研究，2021.01—2023.12，24萬元，已結題，主持。

期刊論文

1. Xiong, R.; Fu, C.; Chang, H.; Li, N.; Qu, S.; Zhao, D.; Xu, C.^*; Qi. J.^*; Xu, M., Emission factors and driving forces of provincial-level CO₂ from electricity production and consumption in China from 2013 to 2020. Journal of Environmental Management 2025, 377, 124644

2. Guo, J.; Li, R.; Zhang, R.; Qi, J.; Li, N.; Xu, C.; Chiu, A. S. F.; Wang, Y.; Tanikawa, H.; Xu, M.^*, Shedding light on the shadows: Transparency challenge in background life cycle inventory data. Journal of Industrial Ecology 2025, 1-11

3. Qi, J.; Guo, J.; Wang, P.; Li, N.^*; Xu, M., Incorporating generative AI agents into socio-economic metabolism modelling: The next frontier. Resources, Conservation & Recycling 2024, 207, 107670

4. 齊劍川; 史文傑; 徐常青; 李楠; 徐明^*, 生成式人工智能在環境工程中的應用前瞻. 環境工程學報, 2024, 18(9), 2375-2380.

5. Tu, Q.^*; Guo, J.; Li, N.; Qi, J.; Xu, M., Mitigating grand challenges in life cycle inventory modeling through the applications of Large Language Models. Environmental Science & Technology 2024, 58 (44), 19595-19603

6. Tian, X.^*; Li, H.; Peng, F.; Wang, Y.; Xiong, K.; Zhao, R.; Liao, M.; Zhang, Y.; Zhang, B.; Xie, J.^*; Chang, H.; Sun, X.; Qi, J., China-specific unit process dataset for lithium-ion batteries. Resources, Conservation & Recycling 2024, 211, 107886.

7. Peng, J.; Gao, J.; Tong, X.^*; Guo, J.; Yang, H.; Qi, J.; Li, R.; Li, N.^*; Xu, M., Advanced Unstructured Data Processing for ESG Reports: A Methodology for Structured Transformation and Enhanced Analysis. arXiv preprint 2024, arXiv:2401.02992.

8. Yang, H.; Guo, J.; Qi, J.; Xie, J.; Zhang, S.; Yang, S.; Li, N.^*; Xu, M.^*, A Method for Parsing and Vectorization of Semi-structured Data used in Retrieval Augmented Generation. arXiv preprint 2024, arXiv:2405.03989.

9. Yang, S.; Zhang, L.; Guo, J.^*; Qi, J.^*; Li, N.; Cao, Y.; Chen, H.; Huang, Y.; Xu, M., Cement production life cycle inventory dataset for China. Resources, Conservation & Recycling 2023, 197, 107064.

10. Chen, C.; Li, N.; Qi, J.; Wei, J.; Chen, W.^*, Material flow analysis of dysprosium in the United States. Environmental Science & Technology 2023, 57(45), 17256-17265.

11. Dang, M.; Wang, Q.^*; Qi, J.; Liu, G.; Li, N.; Chen, W.^*, Green Design Evaluation of Electrical and Electronic Equipment Based on Knowledge Graph. ACS Sustainable Chemistry & Engineering 2023, 11(51), 18011-18020.

12. Guo, J.; Li, N.^*; Qi, J.; Yang, H.; Li, R.; Feng, Y.; Zhang, S.; Xu, M.^*, Empowering Working Memory for Large Language Model Agents. arXiv preprint 2023, arXiv:2312.17259.

13. Liu, S.; Qi, J.^*; Liang, S.; Wang, X.; Wu, X.; Xiao, C., Cascading costs of snow cover reduction trend in northern hemisphere. Science of the Total Environment 2022, 806(4), 150970.

14. Zhong, Q.; Li, H.; Liang, S.^*; Jetashree; Wu, X.; Qi, J.; Wang, S.^*, Changes of production and consumption structures in coastal regions lead to mercury emission control in China. Journal of Industrial Ecology 2022, 26, 1760-1770.

15. Chen, C.; Qi, J.; Li, N.^*; Ji, T.; Wang, H.^*; Huang, Y.; Guo, J.; Lu, X.; Han, R.; Wei, J.; Chen, W., China economy-wide material flow account database from 1990 to 2020. Scientific Data 2022, 9, 502.

16. Chang, W.; Zhong, Q.; Liang, S.^*; Qi, J.; Jetashree, A high spatial resolution dataset for anthropogenic atmospheric mercury emissions in China during 1998-2014. Scientific Data 2022, 9(1), 604.

17. Chen, C.; Jiang, Z.; Li, N.^*; Wang, H.; Wang, P.; Zhang, Z.; Zhang, C.; Ma, F.; Huang, Y.; Lu, X.; Wei, J.; Qi, J.; Chen, W.^*, Advancing UN Comtrade for physical trade flow analysis: Review of data quality issues and solutions. Resources, Conservation and Recycling 2022, 186, 106526.

18. Jiang, Z.; Chen, C.; Li, N.^*; Wang, H.; Wang, P.; Zhang, C.; Ma, F.; Zhang, Z.; Huang, Y.; Qi, J.; Chen, W.^*, Advancing UN Comtrade for physical trade flow analysis: Addressing the issue of outliers. Resources, Conservation and Recycling 2022, 186, 106524.

19. Zhang, Z.; Jiang, Z.; Chen, C.; Zhang, X.; Wang, H.^*; Li, N.; Wang, P.; Zhang, C.; Ma, F.; Huang, Y.; Qi, J.; Chen, W.^*, Advancing UN Comtrade for physical trade flow analysis: Addressing the issue of missing values. Resources, Conservation and Recycling 2022, 186, 106525.

20. Huang, Y.; Han, R.; Qi, J.; Duan, H.; Chen, C.; Lu, X.; Li, N.^*, Health risks of industrial wastewater heavy metals based on improved grey water footprint model. Journal of Cleaner Production 2022, 377, 134472.

21. Zhang, Q.^#; Qi, J.^#; Cheng, B.; Yu, C.; Liang, S.; Wiedmann, T.; Liu, Y.; Zhong, Q., Planetary boundaries for forests and their national exceedance. Environmental Science & Technology 2021, 55, 15423-15434.

22. Liang, S.^*; Chang, W.; Zhou, H.; Qi, J.^*; Li, Y.; Feng, C.; Wang, S., Global economic structure transition boosts atmospheric mercury emissions in China. Earth’s Future 2021, 9, e2021EF002076.

23. Yang, X.; Liang, S.^*; Qi, J.; Feng, C.; Qu, S.; Xu, M., Identifying sectoral impacts on global scarce water uses from multiple perspectives. Journal of Industrial Ecology 2021, 25(6), 1503-1517.

24. Li, H.; Liang, S.^*; Liang, Y.; Li, K.; Qi, J.; Yang, X.; Feng, C.; Cai, Y.; Yang, Z.^*, Multi-pollutant based grey water footprint of Chinese regions. Resources, Conservation and Recycling 2021, 164, 105202.

25. Li, K.; Feng, C.; Liang, Y.; Qi, J.; Li, Y.; Li, H.; Liang, S.; Yang, Z., Critical transmission sectors for provincial food-water nexus in China. Journal of Cleaner Production 2021, 279, 123886.

26. Wu, X.; Yang, X.^*; Qi, J.; Feng, C.; Liang, S., Effects of economic structural transition on PM2.5-Related Human Health Impacts in China. Journal of Cleaner Production 2021, 298, 126793.

27. Li, K.; Liang, S.^*; Liang, Y.; Feng, C.; Qi, J.; Xu, L.; Yang, Z., Mapping spatial supply chain paths for embodied water flows driven by food demand in China. Science of the Total Environment 2021, 786, 147480.

28. Wen, W.; Feng, C.^*; Zhou, H.; Zhang, L.; Wu, X.; Qi, J.; Yang, X.; Liang, Y., Critical provincial transmission sectors for carbon dioxide emissions in China. Renewable and Sustainable Energy Reviews 2021, 149, 111415.

29. Liang, Y.; Liang, S.^*; Li, K.; Qi, J.; Feng, C.; Xu, L.; Yang, Z., Socioeconomic determinants for the changing food-related scarce water uses in Chinese regions. Journal of Cleaner Production 2021, 316, 128190.

30. 吳曉慧; 徐麗笑; 齊劍川; 梁賽^*; 王書肖, 中國大氣汞排放變化的社會經濟影響因素. 中國環境科學 2021, 41(4), 1959-1969.

31. Lin, C.^#; Qi, J.^#; Liang, S.^*; Feng, C.; Wiedmann, T.; Liao, Y.; Yang, X.; Li, Y.; Mi, Z.; Yang, Z., Saving less in China facilitates global CO2 mitigation. Nature Communications 2020, 11, 1358.

32. Zhang, Q.; Li, Y.; Yu, C.^*; Qi, J.^*; Yang, C.^*; Cheng, B.^*; Liang, S., Global timber harvest footprints of nations and virtual timber trade flows. Journal of Cleaner Production 2020, 250, 119503.

33. Li, J.^#; Zhou, S.^#; Wei W.^#; Qi J.; Li Y.; Chen B.; Zhang N.; Guan D.; Qian H.; Wu X., China's retrofitting measures in coal-fired power plants bring significant mercury-related health benefits. One Earth 2020, 3(6), 777-787.

34. Li, Y.^#; Chen, L.^#; Liang, S.^*; Qi, J.; Zhou, H.; Feng, C.; Yang, X.; Wu, X.; Mi, Z.; Yang, Z., Spatially Explicit Global Hotspots Driving China’s Mercury Related Health Impacts. Environmental Science & Technology 2020, 54 (22), 14547-14557.

35. Liang, S.; Yang, X.; Qi, J.; Wang, Y.^*; Xie, W.; Muttarak, R.; Guan, D., CO2 Emissions Embodied in International Migration from 1995 to 2015. Environmental Science & Technology 2020, 54 (19), 12530-12538.

36. Wang, H.; Wang, G.; Qi, J.; Schandl, H.; Li, Y.; Feng, C.; Yang, X.; Wang, Y.; Wang, X.; Liang, S.^*, Scarcity-weighted fossil fuel footprint of China at the provincial level. Applied Energy 2020, 258: 114081.

37. Liang, Y.; Liang, S.^*; Xu, L.; Feng, C.; Qi, J.; Yang, X.; Li, Y.; Li, K.; Li, H.; Yang, Z.^*, Socioeconomic drivers of water withdrawals driven by provincial energy demand in China. Journal of Cleaner Production 2020, 258, 120971.

38. Liang, Y.; Li, Y.; Liang, S.^*; Feng, C.; Xu, L.; Qi, J.; Yang, X.; Wang, Y.; Zhang, C.; Li, K.; Li, H.; Yang, Z.^*, Quantifying direct and indirect spatial food-energy-water (FEW) nexus in China. Environmental Science & Technology 2020, 54(16), 9791-9803.

39. Chen, L.; Liang, S.; Zhang, H.; Cai, X.; Chen, Y.; Liu, M.; Lin, H.; Li, Y.; Qi, J.; Tong, Y.; Zhang, W.; Wang, X^*.; Shu, J^*, Rapid increase in cement-related mercury emissions and deposition in China during 2005-2015. Environmental Science & Technology 2020, 54(22), 14204-14214.

40. Qi, J.#; Wang, Y.#; Liang, S.^*; Li, Y.; Li, Y.; Feng, C.; Xu, L.; Wang, S.; Chen, L.; Wang, D., Primary suppliers driving atmospheric mercury emissions through global supply chains. One Earth 2019, 1(2), 254-266.

41. Chen, L.; Liang, S.^*; Liu, M.; Yi, Y.; Mi, Z.^*; Zhang, Y.; Li, Y.; Qi, J.; Meng, J.; Tang, X., Trans-provincial health impacts of atmospheric mercury emissions in China. Nature Communications 2019, 10 (1), 1484.

42. Huang, Y.; Zhou, B.^*; Li, N.; Li, Y.; Han, R.; Qi, J.; Lu, X.; Li, S.; Feng, C.; Liang, S.^*, Spatial-temporal analysis of selected industrial aquatic heavy metal pollution in China. Journal of Cleaner Production 2019, 238, 117944.

43. 梁賽; 李雨萌; 齊劍川; 馮翠洋, 基于全産業鍊視角實施生态資産管理. 中國環境管理 2019, 3, 36-39.

44. Qi, J.; Lfi, N.; Yang, P.^*; Lai, B., Input-output model based ecological risk assessment for ecological risk management of watersheds: a case study in the Taihu Lake watershed, China. Water Policy 2017, 19(3), 556-573.

45. Li, N.; Zhang, T.^*; Qi, J.; Huang, Y., Using Multiple Tools to Analyze Resource Exchange in China. Sustainability 2015, 7(9), 12372-12385.

46. 韓茹茹; 周北海^*; 李楠; 齊劍川; 黃遠奕. 基于系統水平的湖泊流域生态風險評估. 環境科學研究 2015, 28(7), 1122-1129.

專利

1. 基于大型語言模型的專業領域信息交互方法、裝置及裝備. beat365. 中國 ZL 2023 1 1439977.9

軟件著作權

1. 天工生命周期評價（LCA）數據處理與分析平台: 中國. beat365. (登記号: 2024SR0059577)

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5. 稀土流量與存量核算與分析平台: 中國. 中國科學院贛江創新研究院. (登記号: 2022SR0647400)

6. 稀土未來供需預測與分析平台: 中國. 中國科學院贛江創新研究院. (登記号: 2022SR0647388)

7. 稀土專利知識圖譜三元組數據管理系統: 中國. 中國科學院贛江創新研究院. (登記号: 2022SR0647359)

8. 流域水生态風險評價數據管理系統: 中國. 四川大學. (登記号: 2017SR024728).

9. 流域水生态風險評價系統: 中國. 四川大學. (登記号: 2016SR390156).