（1） Tan, Lingye et al. "Assessment of Urban Environmental Quality by Socioeconomic and Environmental Variables Using Open‐Source Datasets." Transactions in GIS 28.7 (2024): 2526-2544. （2）Tan, Lingye, et al. "Multidimensional assessment of the spatiotemporal evolution, driving mechanisms, and future predictions of urban heat islands in Jinan, China." Scientific Reports 15.1 (2025): 11056. （3）Tan, Lingye, et al. "Scheduling and controlling production in an internet of things environment for industry 4.0: An analysis and systematic review of scientific metrological data." Sustainability 15.9 (2023): 7600. （4）Tan, Lingye, Robert Tiong LK, and Ziyang Zhang. "Analysis of land use/land cover changes and driving forces during the period 1992–2022: a case study of Jinan City, China." AQUA—Water Infrastructure, Ecosystems and Society 73.3 (2024): 584-607. （5）Zhang, Ziyang, Lingye Tan *, and Robert Lee Kong Tiong. "Ship-Fire Net: An improved YOLOv8 algorithm for ship fire detection." Sensors 24.3 (2024): 727. （6）Zhang, Ziyang, Lingye Tan *, and Robert Tiong. "Research on fire accident prediction and risk assessment algorithm based on data mining and machine learning." Advances in Continuous and Discrete Models 2024.1 (2024): 47. （7）Zhang, Ziyang, Lingye Tan *, and Robert LK Tiong. "Evacuation path optimization algorithm for grassland fires based on SAR imagery and intelligent optimization." Frontiers in Environmental Science 13 (2025): 1522933. （8）Zhang, Ziyang, Lingye Tan *, and Robert LK Tiong. "Fire emergency management of large shopping malls: IoT-based evacuee tracking and dynamic path optimization." Alexandria Engineering Journal 107 (2024): 652-664. （9）Zhang, Ziyang, Lingye Tan, Diego Martín, Leren Qian, Mohammad Khishe, and Pradeep Jangir. "A dual-adaptive stochastic reinforcement chimp optimization algorithm for fire detection and multidimensional problem solving." Scientific Reports 14, no. 1 (2024): 31226. （10）Zhang, Ziyang, Lingye Tan, and Tiong Lee Kong Robert. "An improved fire and smoke detection method based on YOLOv8n for smart factories." Sensors 24.15 (2024): 4786. （11）Tan, Lingye, and Ziyang Zhang. "Structural design of twin towers with vibration absorbers." 2020 6th International Conference on Mechanical Engineering and Automation Science (ICMEAS). IEEE, 2020. Ride-Hailing Service Prediction Based on Deep Learning （12）Tan, Lingye, Ziyang Zhang, and Weiwei Jiang. "Ride-Hailing Service Prediction Based on Deep Learning." International Journal of Machine Learning and Computing 12.1 (2022): 1-6. （13）Zhang, Ziyang, and Lingye Tan. "Design of electric vehicle substation." 2020 6th International Conference on Mechanical Engineering and Automation Science (ICMEAS). IEEE, 2020. （14）Zhang, Ziyang, Lingye Tan, and Weiwei Jiang. "Free-floating bike-sharing demand prediction with deep learning." International Journal of Machine Learning and Computing 12.2 (2022). | 
