Publications
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Journal Articles
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Zhang, Z., Zhao, L., Tera, I., Liu, G., 2024. Multi-objective optimization of heat exchanger network with disturbances based on graph theory and decoupling. Chemical Engineering Science 287, 119763.
https://doi.org/10.1016/j.ces.2024.119763 |
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Zhang, Z., et al., 2025. Surrogate-Assisted Optimization for Real-World Wet-Process Phosphoric Acid Production. Industrial & Engineering Chemistry Research, 64, 50, 24138–24155.
https://doi.org/10.1021/acs.iecr.5c03286 |
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Zhang, Z., et al. Machine Learning Powered Feasible Path Framework with Adaptive Sampling for Black-box Optimization. Preprint, Under Revision of AIChE J.
https://arxiv.org/abs/2509.21077 |
Conference
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Zhang, Z., et al., 2025. Spatial Branch-and-Bound Algorithm with Convex Neural Network Underestimators and Hyperplane Tree. 2025 AIChE Annual Meeting, Boston, USA. |
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Zhang, Z., et al., 2025. LLM-Driven Multi-Agent System for Surrogate Optimization Workflow. 2025 AIChE Annual Meeting, Boston, USA. |
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Zhang, Z., Song, X., Zeng, Y., Li, J., Wang, L., Xiao, X., 2024. Application of Algebraic Forms of Multilayer Perceptron in Process System Optimization. 2024 Process Systems Engineering Annual Meeting, Dalian, China. |
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Zhang, Z., Song, X., Zeng, Y., Li, J., Wang, L., Xiao, X., 2024. Global optimization method and application based on ReLU neural network approximation. 2024 Process Big Data Forum, Yulin, China. |
Theses
