A Novel Generalized Metaheuristic Framework for Dynamic Capacitated Arc Routing Problems
نویسندگان
چکیده
The capacitated arc routing problem (CARP) is a challenging combinatorial optimization abstracted from many real-world applications, such as waste collection, road gritting, and mail delivery. However, few studies considered dynamic changes during the vehicles’ service, which can cause original schedule infeasible or obsolete. existing are limited by scenarios considered, overly complicated algorithms that unable to benefit wealth of contributions provided CARP literature. In this article, we first provide mathematical formulation (DCARP) design simulation system able consider events while solution already partially executed. We then propose novel framework static so they could be used handle DCARP instances. very flexible. response event, it use either simple restart strategy sequence transfer benefits past experience. Empirical have been conducted on wide range instances evaluate our proposed framework. results show significantly improves over state-of-the-art algorithms.
منابع مشابه
A hybrid metaheuristic approach for the capacitated arc routing problem
The capacitated arc routing problem (CARP) is a difficult combinatorial optimization problem that has been intensively studied in the last decades. We present a hybrid metaheuristic approach (HMA) to solve this problem which incorporates an effective local refinement procedure, coupling a randomized tabu thresholding procedure with an infeasible descent procedure, into the memetic framework. Ot...
متن کاملA novel heuristic algorithm for capacitated vehicle routing problem
The vehicle routing problem with the capacity constraints was considered in this paper. It is quite difficult to achieve an optimal solution with traditional optimization methods by reason of the high computational complexity for large-scale problems. Consequently, new heuristic or metaheuristic approaches have been developed to solve this problem. In this paper, we constructed a new heuristic ...
متن کاملApproximation Algorithms for Mixed, Windy, and Capacitated Arc Routing Problems
We show that any α(n)-approximation algorithm for the n-vertex metric asymmetric Traveling Salesperson problem yields O(α(C))-approximation algorithms for various mixed, windy, and capacitated arc routing problems. Herein, C is the number of weakly-connected components in the subgraph induced by the positive-demand arcs, a number that can be expected to be small in applications. In conjunction ...
متن کاملEvolutionary Algorithms for Capacitated Arc Routing problems with Time Windows
The Capacitated Arc Routing Problem (CARP) involves vehicles routing, serving a set of arcs in a network. This NP hard problem is extended to take into account time windows, entailing a new and hard theoretical model in arc routing called the CARPTW (CARP with time windows). The CARPTW is useful for modeling urban waste collection or winter gritting. This paper presents this new model and a mem...
متن کاملEvolutionary Computation for Dynamic Capacitated Arc Routing Problem
In this chapter, a new dynamic capacitated arc routing problem (CARP) is defined and investigated. Compared with the static CARP and other dynamic CARP investigated by the existing researches, the new dynamic CARP is more general and closer to reality, and thus is more worthwhile to be solved. Due to the stochastic factors included in the dynamic CARP, the objective is not to obtain the optimal...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Evolutionary Computation
سال: 2022
ISSN: ['1941-0026', '1089-778X']
DOI: https://doi.org/10.1109/tevc.2022.3147509