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chaotic vibrating particles system for resource-constrained project scheduling problem
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نویسنده
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kaveh a. ,vazirinia y.
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منبع
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scientia iranica - 2020 - دوره : 27 - شماره : 4-A - صفحه:1826 -1842
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چکیده
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Project scheduling in the resource-constrained situation is one of the key issues of project-oriented organizations. the aim of resource-constrained project scheduling problem (rcpsp) is to find a schedule with minimum makespan by considering precedence and resource constraints. rcpsp is a combinatorial optimization problem and belongs to the np-hard class of problems. the exact methods search the entire search space and are unable to solve a large-sized project network problem. thus, metaheuristics are used to solve this problem in a short computational time. due to the probabilistic nature of metaheuristics, it is a challenging problem to make a balance between exploitation and exploration phases. the literature review shows that embedding of chaos improves both the convergence speed and the local optima avoidance of metaheuristics. this paper presents a chaotic vibrating particles system (cvps) optimization algorithm for solving the rcpsp. vibrating particles system (vps) is a physics-inspired metaheuristic which mimics the free vibration of single-degree-of-freedom systems with viscous damping. the performance and applicability of the cvps are compared with the standard vps and five well-known algorithms on three benchmark instances of the rcpsps. experimental studies reveal that the proposed optimization method is a promising alternative to assist project managers in dealing with rcpsp.
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کلیدواژه
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resource-constrained project scheduling problem ,metaheuristic algorithms ,chaotic maps ,chaotic vibrating particles system ,chaos theory ,global optimization
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آدرس
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iran university of science and technology, centre of excellence for fundamental studies in structural engineering, iran, iran university of science and technology, centre of excellence for fundamental studies in structural engineering, iran
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پست الکترونیکی
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yasinvazirinia@gmail.com
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Authors
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