title: A novel adjustment method for shearer traction speed through integration of T-S cloud inference network and improved PSO.
abstract: In order to efficiently and accurately adjust the shearer traction speed, a novel approach based on Takagi-Sugeno (T-S) cloud inference network (CIN) and improved particle swarm optimization (IPSO) is proposed. The T-S CIN is built through the combination of cloud model and T-S fuzzy neural network. Moreover, the IPSO algorithm employs parameter automation adjustment strategy and velocity resetting to significantly improve the performance of basic PSO algorithm in global search and fine-tuning of the solutions, and the flowchart of proposed approach is designed. Furthermore, some simulation examples are carried out and comparison results indicate that the proposed method is feasible, efficient, and is outperforming others. Finally, an industrial application example of coal mining face is demonstrated to specify the effect of proposed system.
authors.affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China.
authors.forename: Lei
authors.initials: L
authors.lastname: Si
authors.affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China.
authors.forename: Zhongbin
authors.initials: Z
authors.lastname: Wang
authors.affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China ; Xuyi Mine Equipment and Materials R&D Center, China University of Mining & Technology, Huai'an 211700, China.
authors.forename: Xinhua
authors.identifier: 0000-0002-8632-6532
authors.initials: X
authors.lastname: Liu
authors.affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China.
authors.forename: Yinwei
authors.initials: Y
authors.lastname: Yang
authors.affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China.
authors.forename: Lin
authors.identifier: 0000-0003-0866-7937
authors.initials: L
authors.lastname: Zhang
mesh_terms: D000465:Algorithms; D003198:Computer Simulation; D006801:Humans; D055595:Mechanical Phenomena; D008962:Models, Theoretical; D016571:Neural Networks, Computer; D014143:Traction