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基于Memetic算法的多車型CARP問題優(yōu)化研究

發(fā)布時間:2019-05-23 15:01
【摘要】:限量弧路由問題(Capacitated Arc Routing Problem,CARP)在現(xiàn)實生活中有著廣泛的應(yīng)用,對緩解能源危機,提高生產(chǎn)效率,創(chuàng)建節(jié)約型社會有著重大的意義。然而,許多實際問題是無法用基本CARP模型解決的,因此結(jié)合實際情況,增加約束條件形成的擴展CARP模型越來越受到人們的重視。目前有許多的擴展CARP模型被提出,如多中心CARP模型,多車型CARP模型(Heterogeneous Vehicle Capacitated Arc Routing Problem,HVCARP),多周期CARP模型,不確定CARP模型等等;鞠蘖炕÷酚蓡栴}模型的研究已經(jīng)日漸成熟,但是擴展CARP模型相關(guān)的研究成果并不是很多。本論文就常見擴展CARP模型中的多車型CARP模型做了深入的研究。針對多車型CARP模型(HVCARP)提出了一種有效的Memetic算法MAEVSGR(Memetic Algorithm Exchanging Vehicles among Same Group Routes)。首先將多車型CARP模型(HVCARP)的路徑費用分為可變費用和固定費用,通過車輛懲罰系數(shù)緊密聯(lián)系車型和路徑之間的關(guān)系,形成了特有的多車型CARP費用計算公式。針對多車型CARP的特點,本論文提出了一種針對車型的同檔路徑交換車輛算子,該算子根據(jù)路徑負(fù)載以及車隊情況,調(diào)整服務(wù)車型,以實現(xiàn)服務(wù)費用的最優(yōu)化;然后以其為局部搜索算子,設(shè)計了用于求解多車型CARP的Memetic算法;然后,以CARP標(biāo)準(zhǔn)測試集的修改算例進行實驗驗證,大量的實驗結(jié)果表明了本文所提基于同檔路徑交換車輛算子Memetic算法的有效性。針對不確定CARP模型,本論文先描述了基本不確定CARP模型的定義方法。然后介紹了幾種常見的不確定評價標(biāo)準(zhǔn)。最后結(jié)合多車型CARP模型提出了不確定多車型CARP模型。
[Abstract]:The limited-arc routing problem (CARP) has a wide application in real life. It is of great significance to alleviate the energy crisis, improve the production efficiency and create an economical society. However, many practical problems can not be solved by the basic CARP model, so the extended CARP model, which is formed by adding the constraint conditions, is more and more important to people. There are many extended CARP models, such as the multi-center CARP model, the multi-model CARP model, the multi-cycle CARP model, the CARP model and so on. The research on the basic limit arc routing problem model is becoming more and more mature, but the research results related to the extension of the CARP model are not much. This paper makes an in-depth study of the multi-model CARP model in the common extended CARP model. A valid Memetic algorithm MAEVSGR is proposed for the multi-model CARP model (HVCARP). First, the route cost of the multi-model CARP model (HVCARP) is divided into the variable cost and the fixed cost, and the relationship between the vehicle model and the route is closely connected through the vehicle penalty coefficient, and the specific multi-model CARP cost calculation formula is formed. In view of the characteristics of the multi-model CARP, this paper presents a vehicle operator with the same gear path for the model, which is based on the path load and the vehicle fleet, and the service model is adjusted so as to realize the optimization of the service cost; and then it is a local search operator. In this paper, a Memetic algorithm for solving the multi-model CARP is designed, and the experimental verification is carried out with the modified example of the CARP standard test set. In order not to determine the CARP model, the definition method of the CARP model is described in this paper. Several common uncertain evaluation criteria are then presented. Finally, a multi-model CARP model is proposed in combination with the multi-model CARP model.
【學(xué)位授予單位】:安慶師范大學(xué)
【學(xué)位級別】:碩士
【學(xué)位授予年份】:2017
【分類號】:U491

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