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                            元启发式                        
                
                                
                        
                            模拟退火                        
                
                                
                        
                            计算机科学                        
                
                                
                        
                            机器人                        
                
                                
                        
                            遗传算法                        
                
                                
                        
                            数学优化                        
                
                                
                        
                            工程类                        
                
                                
                        
                            人工智能                        
                
                                
                        
                            算法                        
                
                                
                        
                            数学                        
                
                                
                        
                            机器学习                        
                
                        
                    
                    
        
    
            
            标识
            
                                    DOI:10.1177/1063293x241311734
                                    
                                
                                 
         
        
                
            摘要
            
            Drilling holes on a Printed Circuit Board is a complicated task and it is usually ensured via a Computer Numerical Control (CNC) machine using a drilling robot arm. Commonly, to increase the performance of the CNC, the movement of its robot arm is minimized via the optimization of the holes drilling route. Hence, different metaheuristics are used to plan the shortest drilling route. In this purpose, we designed a novel metaheuristic namely Dhouib-Matrix-4 (DM4) and in this paper DM4 is enhanced with a Tabu list (T) and adapted to plan the shortest route for the drilling robot arm: the proposed method is entitled Dhouib-Matrix-4-Tabu (DM4-T). In fact, DM4-T combines two techniques in a multi-start structure: (i) An initial basic solution is generated using the novel Dhouib-Matrix-TSP1 heuristic (ii) this initial solution is intensified via the innovative Far-to-Near local search technique with the Tabu list. Experimental results indicate the performance and robustness of DM4-T to solve several instances up to 2152 holes. Indeed, DM4- T outperforms several existing metaheuristics in the literature such as Genetic Algorithm, Ants Colony Optimization, Integrated Genetic Simulated Annealing and Modified Shuffled Frog Leaping Algorithm.
         
            
 
                 
                
                    
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