TY - JOUR
T1 - Modular Production Line Optimization
T2 - The exPLOre Architecture
AU - Spinellis, Diomidis D.
AU - Papadopoulos, Chrissoleon T.
N1 - Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2001/1/1
Y1 - 2001/1/1
N2 - The general design problem in serial production lines concerns the allocation of resources such as the number of servers, their service rates, and buffers given production-specific constraints, associated costs, and revenue projections. We describe the design of exPLOre: a modular, object-oriented, production line optimization software architecture. An abstract optimization module can be instantiated using a variety of stochastic optimization methods such as simulated annealing and genetic algorithms. Its search space is constrained by a constraint checker while its search direction is guided by a cost analyser which combines the output of a throughput evaluator with the business model. The throughput evaluator can be instantiated using Markovian, generalised queueing network methods, a decomposition, or an expansion method algorithm.
AB - The general design problem in serial production lines concerns the allocation of resources such as the number of servers, their service rates, and buffers given production-specific constraints, associated costs, and revenue projections. We describe the design of exPLOre: a modular, object-oriented, production line optimization software architecture. An abstract optimization module can be instantiated using a variety of stochastic optimization methods such as simulated annealing and genetic algorithms. Its search space is constrained by a constraint checker while its search direction is guided by a cost analyser which combines the output of a throughput evaluator with the business model. The throughput evaluator can be instantiated using Markovian, generalised queueing network methods, a decomposition, or an expansion method algorithm.
KW - Analysis
KW - Evaluation
KW - Manufacturing systems
KW - Optimization
KW - Performance
KW - Production lines
KW - Stochastic modeling
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U2 - 10.1155/S1024123X00001460
DO - 10.1155/S1024123X00001460
M3 - Article
AN - SCOPUS:0346387176
VL - 6
SP - 527
EP - 541
JO - Mathematical Problems in Engineering
JF - Mathematical Problems in Engineering
SN - 1024-123X
IS - 6
ER -