A Two-Stage Approach to Path Planning and Collision Avoidance of Multibridge Machining Systems

Jun Li, Xianghu Meng, Meng Chu Zhou, Xianzhong Dai

Research output: Contribution to journalArticlepeer-review

14 Scopus citations

Abstract

Owing to large production capacity and high efficiency, multibridge machining systems (MBMSs) have gained increasing attention in industry. Their multiple bridge machines work concurrently in their serially arranged and partially overlapping workspaces. To solve totally the job scheduling and collision resolution problems of MBMS, our prior work proposes a serial-colored traveling salesman problem (S-CTSP)-based method. Each salesman in S-CTSP visits his exclusive cities and some cities shared with his neighbor(s). To endow MBMS with fault-tolerance ability, this paper presents a two-stage method for both static path planning and dynamic collision avoidance of multiple machines. At the first stage, the path planning problem abstracted as an S-CTSP is solved by a population-based incremental learning (PBIL) algorithm. The PBIL introduces a local search operation, two types of possibility vectors, and a selection strategy of exclusive and shared cities. The second stage uses a Petri net supervisor to dynamically avoid any emerging collision when performing the scheduled work. This work also provides a novel priority net structure to prevent mutual waiting of two neighboring machines ready to enter their overlapping workspace. Then, we apply the presented method to a large tribridge waterjet cutting case to show its performance.

Original languageEnglish (US)
Article number7435349
Pages (from-to)1039-1049
Number of pages11
JournalIEEE Transactions on Systems, Man, and Cybernetics: Systems
Volume47
Issue number7
DOIs
StatePublished - Jul 2017

All Science Journal Classification (ASJC) codes

  • Software
  • Control and Systems Engineering
  • Human-Computer Interaction
  • Computer Science Applications
  • Electrical and Electronic Engineering

Keywords

  • Collision avoidance
  • Petri nets
  • colored traveling salesman problem
  • discrete event system
  • modeling and analysis
  • multibridge machining systems
  • multiple traveling salesman problem
  • path planning
  • population-based incremental learning

Fingerprint Dive into the research topics of 'A Two-Stage Approach to Path Planning and Collision Avoidance of Multibridge Machining Systems'. Together they form a unique fingerprint.

Cite this