研究生: |
楊聖智 Yang Sheng Chih |
---|---|
論文名稱: |
運用基因演算法於控制電梯群體系統 Using Genetic Algorithms to control Elevator Group System |
指導教授: |
鄭永斌
Cheng, Yung-Pin |
學位類別: |
碩士 Master |
系所名稱: |
資訊教育研究所 Graduate Institute of Information and Computer Education |
論文出版年: | 2002 |
畢業學年度: | 91 |
語文別: | 中文 |
論文頁數: | 80 |
中文關鍵詞: | 電梯群控系統 、電梯 、基因計算 、基因演算法 |
英文關鍵詞: | Elevator Group Control System, Elevator, Genetic Computing, Genetic Algorithms |
論文種類: | 學術論文 |
相關次數: | 點閱:1388 下載:139 |
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電梯群控系統(Elevator Group Control System,以下簡稱EGCS)所面對的問題是如何在連續、即時的動態環境中,作出聰明的電梯指派。相同的一組乘客搭乘順序與時間,會因為系統排程(Scheduling)、並行運行(Concurrency)等因素,而會有不一樣的結果(如等待時間、搭乘時間及擁擠度)。而且電梯控制系統更必須在即時與動態的環境中,不停地做出聰明的派車決定。另外派車決定的前後順序也會彼此互相影響。
由於在EGCS所考慮的變數及狀況相當複雜,本研究選擇使用基因演算法(Genetic Algorithms)-一種多點推測的搜尋方法,可找出逼近函數的最佳解,來做派車決定。我們利用JAVA語言多執行緒(Multi-threading)的功能,實作了的電梯模擬系統。然後用基因演算法來決定適當之派車。經由實驗,我們比較了使用最短路徑做為派車的EGCS,以及使用基因演算法派車的EGCS,後者展現了較佳的效能。
The problem of Elevator Group Control System (EGCS) is how to schedule elevators smartly and continuously in a dynamic and real-time environment. Because it is a concurrent system, slightly differences in system scheduling can produce different results. For example, same test cases may yield different results in average riding time, average waiting time, or crowdedness of passengers. Such phenomenon poses great challenge to EGCS.
Because there are too many factors must take into consideration by EGCS, we use Genetic algorithm to control the elevators of EGCS, which has been known as an effective approach to find near-optimal solutions. We implement an elevator simulation system using Java’s multi-threading constructs. On which, we experiment two methods: (1) using Genetic algorithm to schedule the elevators. (2) using shortest distance to schedule the elevators. We compare the results and conclude that the approach using Genetic algorithm yields better results.
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