Parallel Variable Neighbourhood Search for the Car Sequencing Problem

نویسندگان

  • Markus Knausz
  • Matthias Prandtstetter
چکیده

Variable Neighborhood Search (VNS) is a relatively new metaheuristic for solving hard combinatorial optimisation problems. One such optimisation problem is the Car Sequencing Problem (CarSP), where a sequence of cars along the assembly line with minimum production costs has to be found. Although VNS is a successful metaheuristic, it takes a long time until a suitable solution is found for real-world instances of CarSP. Two approaches should be investigated in more detail: Firstly, the efficiency of neighborhoods, i.e. the relation of computation time and the solution improvement, should be used for identifying efficient neighborhood orderings on the fly. Secondly, the high potential of parallelisation techniques should be exploited. Within this thesis both approaches are combined. Computational tests showed that a substantial reduction of the computation time is possible. Further, the tests revealed that no “perfect” neighborhood ordering can be identified which implies that such a parallel self-adaptive approach is valuable and necessary for obtaining good solution qualities.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Simulated Annealing Algorithm within the Variable Neighbourhood Search Framework to Solve the Capacitated Facility Location-Allocation Problem

In this study, we discuss the capacitated facility location-allocation problem with uncertain parameters in which the uncertainty is characterized by given finite numbers of scenarios. In this model, the objective function minimizes the total expected costs of transportation and opening facilities subject to the robustness constraint. To tackle the problem efficiently and effectively, an effici...

متن کامل

Parallel Jobs Scheduling with a Specific Due Date: Asemi-definite Relaxation-based Algorithm

This paper considers a different version of the parallel machines scheduling problem in which the parallel jobs simultaneously requirea pre-specifiedjob-dependent number of machines when being processed.This relaxation departs from one of the classic scheduling assumptions. While the analytical conditions can be easily statedfor some simple models, a graph model approach is required when confli...

متن کامل

Mathematical Model and Algorithm for sequencing operations in the machine building industry

In this paper, the problem of sequencing machines in the final assembly line with regard to the supply of parts has been investigated. For this reason, a basic integer linear programming model has been developed and based on this, the problem-solving algorithm is developed in accordance with the reaction-based approach based on the renewal of the sequence of operations. Also, due to the Np-hard...

متن کامل

A Variable Neighbourhood Search for Component Pick-and- Place Sequencing in Printed Circuit Board Assembly

This work presents a heuristic for component pick-and-place sequencing to improve the throughput of a multi-head surface mount device placement machine for assembling printed circuit board. We present a Variable Neighbourhood Monte Carlo Search (VNMS), which employs variable neighbourhood search with an Exponential Monte Carlo acceptance criterion. VNMS is a descent-ascent heuristic that operat...

متن کامل

A Variable Neighbourhood Monte Carlo Search for Component Placement Sequencing of Multi-Head Placement Machine

This work considers the optimisation of component placement sequencing to improve the efficiency of theoretical multi-head surface mount device placement machines in printed circuit board assembly. We develop a Variable Neighbourhood Monte Carlo Search (VNMS), which employs a variable neighbourhood search technique with an Exponential Monte Carlo acceptance criterion. VNMS is a descent-ascent h...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2008