Title :
ASP: An Adaptive Setup Planning Approach for Dynamic Machine Assignments
Author :
Lihui Wang ; Ningxu Cai ; Hsi-Yung Feng ; Ji Ma
Author_Institution :
Centre for Intell. Autom., Univ. of Skovde, Skovde, Sweden
Abstract :
This paper presents a decision-making approach towards adaptive setup planning that considers both the availability and capability of machines on a shop floor. It loosely integrates scheduling functions at the setup planning stage, and utilizes a two-step decision-making strategy for generating machine-neutral and machine-specific setup plans at each stage. The objective of the research is to enable adaptive setup planning for dynamic job shop machining operations. Particularly, this paper covers basic concepts and algorithms for one-time generic setup planning, and run-time final setup merging for dynamic machine assignments. The decision-making algorithms validation is further demonstrated through a case study. Note to Practitioners-With increased product diversification, companies must be able to profitably produce in small quantities and make frequent product changeovers. This leads to dynamic job shop operations that require a growing number of setups in a machine shop. Moreover, today´s customer-driven market and just-in-time production demand for rapid and adaptive decision making capability to deal with dynamic changes in the job shop environment. Within the context, how to come up with effective and efficient setup plans where machine availability and capability change over time is crucial for engineers. The adaptive setup planning approach presented in this paper is expected to largely enhance the dynamism of fluctuating job shop operations through adaptive yet rapid decision makings.
Keywords :
capacity planning (manufacturing); decision making; job shop scheduling; just-in-time; machining; optimisation; production equipment; adaptive setup planning; customer-driven market; dynamic job shop machining operation; dynamic machine assignment; job shop operation; just-in-time production; machine availability; machine capability; machine-neutral setup plan; machine-specific setup plan; product changeover; product diversification; scheduling function; setup merging; shop floor; two-step decision-making strategy; Application specific processors; Decision making; Job shop scheduling; Machine shops; Machining; Merging; Process planning; Processor scheduling; Runtime; Strategic planning; Adaptability; job shop operation; machining; multiobjective optimization; setup planning; uncertainty;
Journal_Title :
Automation Science and Engineering, IEEE Transactions on
DOI :
10.1109/TASE.2008.2011919