Author

Jiying Liu

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Open access Aug 2026

Multi-Objective Optimization of a Hydrogen-Coupled Integrated Energy System with Cascade Waste-Heat Utilization for Low-Carbon Industrial Parks

Continuous carbon anode roasting in industrial parks requires a stable high-temperature heat supply and remains highly dependent on grid electricity and natural gas. However, existing energy-system studies rarely coordinate hydrogen production and storage, volumetric hydrogen blending, and temperature-graded waste-heat...

Hong-Yue Deng, Hui-Zhen Wan, Xu Li et al. · Energies · 0 citations

Open access Aug 2026

Heating Load Forecasting Using Multi-Scale Trend-Aware Features and a PSO-Optimized CNN-BiLSTM-Attention Model

Results indicate that trend-enhanced features and PSO improve forecasting performance and can support heating system operation scheduling.

Wei-Wei Li, Xin Yang, Kang Niu et al. · Applied Sciences · 0 citations