Identifying the Pareto-Optimal Solutions for Multi-point Distance Minimization Problem in Manhattan Space

نویسندگان

  • Justin Xu
  • Kalyanmoy Deb
  • Abhinav Gaur
چکیده

Multi-point distance minimization problems (M-DMP) pose a number of theoretical challenges and simultaneously represent a number of practical applications, particularly in navigational and layout design problems. When the Euclidean distance measure is minimized for each target point, the resulting problem has a trivial solution, however such a consideration limits its application in practice. Since two-dimensional landscapes, floor spaces, or printed circuit boards are laid out in gridded structures for convenience, M-DMP problems are to be solved with Manhattan distance metric for their practical significance. Identification of Pareto-optimal solutions leading to trade-off minimal paths from multiple target points become a challenging task. In this paper, we suggest a systematic procedure for identifying Pareto-optimal solutions and provide a theoretical proof for validating our construction process. Thus, instead of devising generic multi-objective optimization algorithms for solving M-DMP problem under Manhattan space, which has been demonstrated to be a challenging task, this paper advocates the use of a computationally fast construction procedure. Further practicalities of the M-DMP problem are outlined and it is argued that future applications must involve a basic theoretical construction step similar to the procedure suggested here along with efficient algorithmic methods for handling those practicalities.

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

Approximate Pareto Optimal Solutions of Multi objective Optimal Control Problems by Evolutionary Algorithms

In this paper an approach based on evolutionary algorithms to find Pareto optimal pair of state and control for multi-objective optimal control problems (MOOCP)'s is introduced‎. ‎In this approach‎, ‎first a discretized form of the time-control space is considered and then‎, ‎a piecewise linear control and a piecewise linear trajectory are obtained from the discretized time-control space using ...

متن کامل

Pareto-optimal Solutions for Multi-objective Optimal Control Problems using Hybrid IWO/PSO Algorithm

Heuristic optimization provides a robust and efficient approach for extracting approximate solutions of multi-objective problems because of their capability to evolve a set of non-dominated solutions distributed along the Pareto frontier. The convergence rate and suitable diversity of solutions are of great importance for multi-objective evolutionary algorithms. The focu...

متن کامل

Using ?-Dominance for Hidden and Degenerated Pareto-Fronts

Scalable multi-objective test problems are known to be useful in testing and analyzing the abilities of algorithms. In this paper we focus on test problems with degenerated Paretofronts and provide an in-depth insight into the properties of some problems which show these characteristics. In some of the problems with degenerated fronts such as Distance Minimization Problem (DMP) with the Manhatt...

متن کامل

A hybrid DEA-based K-means and invasive weed optimization for facility location problem

In this paper, instead of the classical approach to the multi-criteria location selection problem, a new approach was presented based on selecting a portfolio of locations. First, the indices affecting the selection of maintenance stations were collected. The K-means model was used for clustering the maintenance stations. The optimal number of clusters was calculated through the Silhou...

متن کامل

Multi-Objective Tabu Search Algorithm to Minimize Weight and Improve Formability of Al3105-St14 Bi-Layer Sheet

Nowadays, with extending applications of bi-layer metallic sheets in different industrial sectors, accurate specification of each layer is very prominent to achieve desired properties. In order to predict behavior of sheets under different forming modes and determining rupture limit and necking, the concept of Forming Limit Diagram (FLD) is used. Optimization problem with objective functions an...

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 2015