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A Novel Integrated Framework for Multi-objective Vehicle Fleet Sizing of Automated Material Handling System
Thesis

A Novel Integrated Framework for Multi-objective Vehicle Fleet Sizing of Automated Material Handling System

Chang, Ai-Lin
Masters, 國立清華大學, 工業工程與工程管理學系
2012

Abstract

自動化搬運系統 工廠自動化 模擬最佳化 資料包絡分析法 車數配置 Automated Material Handling System (AMHS) Factory Automation Simulation Optimization Data Envelopment Analysis (DEA) Vehicle Allocation
Automated Material Handling System (AMHS) plays a key role in factory automation. Vehicle feet sizing is one of the critical issues when designing an effective AMHS. However, due to complexity of AMHS design and uncertainty involved in the production process, e.g., random processing time, vehicle feet sizing is a challenging problem, especially when there are multi-objectives, e.g., minimized cycle times and maximized throughputs are simultaneously desired. In this paper, we propose a novel framework which integrates simulation optimization techniques and Data Envelopment Analysis (DEA) to facilitate the identifi cation of the optimal feet sizes of AMHS under multiple objectives. The trade-o s between diff erent objectives can also be demonstrated. A numerical study shows that the proposed framework can outperform the traditional approaches. In addition, an empirical study at the end verifies the effectiveness and the viability of the proposed framework in practical settings.

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