教师介绍 | ||||
| 教师姓名 | 李丹丹 | ||
职务职称 | 讲师 中级 | |||
研究方向 | 深度学习模型、时空数据处理 | |||
招生方向 | 软件工程 | 人工智能 |
| |
联系电话 | 17607191423 | |||
ddli@sspu.edu.cn | ||||
办公地址 | 上海浦东新区金海路2360号28#906 | |||
个人简介 | ||||
本硕博分别毕业于武汉大学国际软件学院、测绘遥感信息工程国家重点实验室、同济大学计算机科学与技术学院。当前主要研究方向为基于深度学习模型的时空数据处理。发表论文10余篇，担任IEEE Transactions on Smart Gird, IEEE Transactions on Artificial Intelligence, Earth's Future, Ocean Modelling, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing等多本SCI期刊审稿人。
| ||||
主要论文、专利及著作情况 | ||||
[1]. Dandan Li，Jiaxing Xia, Jiangfeng Li, Changjiang Xiao, Vladimir Stankovic,Lina Stankovic, and Qingjiang Shi. A Temporal-Spatial Graph Network with a Learnable Adjacency Matrix for Residential Appliance-level Electricity Consumption. IEEE Transactions on Artificial Intelligence. (2025) 6:989-1002. [2]. Dandan Li, Jiangfeng Li, Xin Zeng, Vladimir Stankovic, Lina Stankovic,Changjiang Xiao, and Qingjiang Shi. “Transfer learning for non-intrusive load monitoring of multi-objects in smart building.”Applied Energy. (2023) 329, 120223. [3]. Dandan Li,Changjiang Xiao, Xin Zeng, and Qingjiang Shi. “Short-mid term electricity consumption prediction using non-intrusive attention-augmented deep learning model.”Energy Reports.(2022) 8: 10570-10581. [4]. Dandan Li, Jiangfeng Li, Xin Zeng, Vladimir Stankovic, Lina Stankovic, and Qingjiang Shi.“Non-Intrusive Load Monitoring for Multi-objects in Smart Building”.2021 International Balkan Conference on Communications and Networking (BalkanCom). [5]. Dandan Li, Nengcheng Chen, Changjiang Xiao,and Jianya Gong. “An RFID and sensor web-enabled smart electric power equipment inspection system.”2017 25th International Conference on Geoinformatics. IEEE, 2017. [6]. Changjiang Xiao, Xiaohua Tong, Dandan Li, Xiaojian Chen, Qiquan Yang, Xiong Xv, Hui Lin, and Min Huang. “Prediction of long lead monthly three-dimensional ocean temperature using time series gridded Argo data and a deep learning method.”International Journal of Applied Earth Observation and Geoinformation. (2022) 112: 102971. [7]. Li, Yolanda Na, Kenneth S. Law, Bingjie Yu, Lin Wang, and Dandan Li. Different impacts of hedonic and utilitarian personal Internet usage behaviour on well‐being and work engagement: A daily examination. Journal of Occupational and Organizational Psychology (2024) 3:1011-1036. [8]. Yolanda N. Li, Jin Yao, Dandan Li, and Kenneth S Law. Personal Internet Usage Behavior: Its Taxonomy and Episodic Impacts on Employee Outcomes. Academy of Management Proceedings. Vol. 2022. No. 1. Briarcliff Manor, NY 10510: Academy of Management, 2022. [9]. Duan, Yulin, Dandan Li, and Chongke Bi. Deep Learning Based Pest Identification on Mobile. International Conference on Smart Grid and Internet of Things. Springer, Cham, 2019. [10].Changjiang Xiao, Nengcheng Chen, Dandan Li, You Lv, and Jianya Gong. “SCRMS: An RFID and sensor web-enabled smart cultural relics management system.”Sensors 17, no. 1 (2016): 60.
专利： [1].李丹丹,史清江，周福佳. 基于拓扑结构和时间卷积网络的电力负荷预测方法[P].上海市：ZL 202011470979.0.（授权国家发明专利） [2].周富强,李丹丹,耿东博,曾歆,史清江. 一种时间敏感网络数据流量预测方法、系统及存储介质[P]. 上海市：ZL 202210164803.5.（授权国家发明专利）
| ||||
主要科研项目 | ||||
1.（参与）国家重点研发计划: 基于物联网和大数据的智能建筑管理关键技术研究（2017YFE0119300，2019.01-2021.12）。
| ||||
荣誉及获奖 | ||||
获2025年地理信息科技进步一等奖（3/13）
| ||||
