Dual learning based Pareto evolutionary algorithm for a kind of multi-objective task assignment problem

• Published in: Expert systems with applications Vol. 276; p. 127006
• Main Authors: Li, Zuocheng, Du, Qinglong, Qian, Bin, Hu, Rong, Xu, Meiling
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.06.2025
• Subjects: Machine learning; Pareto optimization; Shift-based density estimation; Task assignment; Pareto optimization; Shift-based density estimation; Task assignment; Machine learning
• ISSN: 0957-4174
• DOI: 10.1016/j.eswa.2025.127006

The task assignment problem (TAP) involves assigning a set of tasks to a set of agents subject to the processing capacity of each agent. The objective is to minimize the total assignment cost and total communication cost. This paper focuses on a special kind of multi-objective TAP (MOTAP). MOTAP dif...