Dynamic Operation Optimization of Complex Industries Based on a Data-Driven Strategy

H Tian, C Zhao, J Xie, K Li - Processes, 2024 - mdpi.com
As industrial practices continue to evolve, complex process industries often exhibit
characteristics such as multivariate correlation, dynamism, and nonlinearity, making …

Multi-objective optimization enabling CFRP energy-efficient milling based on deep reinforcement learning

M Zhang, H Zhang, W Yan, L Zhang, Z Jiang - Applied Intelligence, 2024 - Springer
The expanding application of Carbon Fiber Reinforced Polymer (CFRP) in industries is
drawing increasing attention to energy efficiency improvement and cost reducing during the …

Prediction of Strip Width in Finishing-Mill Group Based on PCA-PSO-LightGBM

J Wang, R Yao, J Wang, J Li - 2023 6th International …, 2023 - ieeexplore.ieee.org
Aiming to improve the strip free width hitting rate in finishing rolling, this paper proposes a
Light Gradient Boosting Machine (LightGBM) prediction algorithm based on particle Swarm …