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Using an enhanced Self-Organizing Map method, we provided suboptimal solutions to the Traveling Salesman Problem. Besides, we employed hyperparameter tuning to identify the most critical features in the algorithm. All improvements in the…

神经与进化计算 · 计算机科学 2022-01-20 Joao P. A. Dantas , Andre N. Costa , Marcos R. O. A. Maximo , Takashi Yoneyama

The Frank-Wolfe (FW) method is a popular algorithm for solving large-scale convex optimization problems appearing in structured statistical learning. However, the traditional Frank-Wolfe method can only be applied when the feasible region…

最优化与控制 · 数学 2021-10-11 Haoyue Wang , Haihao Lu , Rahul Mazumder

We present an algorithm to approximate the solutions to variational problems where set of admissible functions consists of convex functions. The main motivator behind this numerical method is estimating solutions to Adverse Selection…

最优化与控制 · 数学 2008-03-07 Ivar Ekeland , Santiago Moreno

We formalize and study the multi-goal task assignment and path finding (MG-TAPF) problem from theoretical and algorithmic perspectives. The MG-TAPF problem is to compute an assignment of tasks to agents, where each task consists of a…

人工智能 · 计算机科学 2022-08-03 Xinyi Zhong , Jiaoyang Li , Sven Koenig , Hang Ma

This paper presents a novel and efficient heuristic framework for approximating the solutions to the multiple traveling salesmen problem (m-TSP) and other variants on the TSP. The approach adopted in this paper is an extension of the…

最优化与控制 · 数学 2016-04-15 Mayank Baranwal , Brian Roehl , Srinivasa M. Salapaka

Let $x_1 < \dots < x_n$ and $y_1 < \dots < y_n$, $n \in \mathbb N$, be real numbers. We show by an example that the assignment problem $$ \max_{\sigma \in S_n} F_\sigma(x,y) := \frac12 \sum_{i,k=1}^n |x_i - x_k|^\alpha \, |y_{\sigma(i)} -…

数值分析 · 数学 2022-05-19 Robert Beinert , Cosmas Heiss , Gabriele Steidl

In this article, we present a novel formulation for the load-dependent traveling salesman problem (LD-TSP), in which travel cost (or energy expended) depends on the vehicle's current load. This problem is relevant for package delivery and…

We propose a new genetic algorithm with optimal recombination for the asymmetric instances of travelling salesman problem. The algorithm incorporates several new features that contribute to its effectiveness: (i) Optimal recombination…

神经与进化计算 · 计算机科学 2017-12-20 A. V. Eremeev , Yu. V. Kovalenko

We consider the problem of constructing optimal decision trees: given a collection of tests which can disambiguate between a set of $m$ possible diseases, each test having a cost, and the a-priori likelihood of the patient having any…

数据结构与算法 · 计算机科学 2017-04-24 Anupam Gupta , Viswanath Nagarajan , R. Ravi

The Generalized Traveling Salesman Problem (GTSP) is one of the NP-hard combinatorial optimization problems. A variant of GTSP is E-GTSP where E, meaning equality, has the constraint: exactly one node from a cluster of a graph partition is…

人工智能 · 计算机科学 2021-03-16 Camelia-M. Pintea

In this paper, we study the Maximum Profit Pick-up Problem with Time Windows and Capacity Constraint (MP-PPTWC). Our main results are 3 polynomial time algorithms, all having constant approximation factors. The first algorithm has an…

数据结构与算法 · 计算机科学 2016-12-06 Bogdan Armaselu , Ovidiu Daescu

This article proposes the first known algorithm that achieves a constant-factor approximation of the minimum length tour for a Dubins' vehicle through $n$ points on the plane. By Dubins' vehicle, we mean a vehicle constrained to move at…

机器人学 · 计算机科学 2007-05-23 Ketan Savla , Emilio Frazzoli , Francesco Bullo

We develop an asymptotic approximation and bounds for the traveling salesman problem with time slots, i.e. when the time windows of points to visit are a partition of a given time horizon. Although this problem is relevant in several…

最优化与控制 · 数学 2023-03-27 Omar Rifki , Thierry Garaix

We give a polynomial time, $(1+\epsilon)$-approximation algorithm for the traveling repairman problem (TRP) in the Euclidean plane and on weighted trees. This improves on the known quasi-polynomial time approximation schemes for these…

数据结构与算法 · 计算机科学 2014-09-22 René Sitters

Traveling salesman problems (TSP) are one of the well-known combinatorial optimization problems that many groups tackle to solve. This problem appears in many types of combinational optimization, such as scheduling, route optimization, and…

量子物理 · 物理学 2025-09-30 Hikaru Wakaura

Many real-world optimization problems have multiple interacting components. Each of these can be NP-hard and they can be in conflict with each other, i.e., the optimal solution for one component does not necessarily represent an optimal…

神经与进化计算 · 计算机科学 2021-09-13 Jonatas B. C. Chagas , Markus Wagner

The Steiner Traveling Salesman Problem (STSP) is a variant of the Traveling Salesman Problem (TSP) that is particularly suitable when dealing with sparse networks, such as road networks. The standard integer programming formulation of the…

最优化与控制 · 数学 2012-03-20 Adam N. Letchford , Saeideh D. Nasiri , Dirk Oliver Theis

Efficient utilization of cooperating robots in the assembly of aircraft structures relies on balancing the workload of the robots and ensuring collision-free scheduling. We cast this problem as that of allocating a large number of…

机器人学 · 计算机科学 2019-06-27 Veniamin Tereshchuk , John Stewart , Nikolay Bykov , Samuel Pedigo , Santosh Devasia , Ashis G. Banerjee

We study some variants of the $k$-\textsc{Watchman Routes} problem, the cooperative version of the classic \textsc{Watchman Routes} problem in a simple polygon. The watchmen may be required to see the whole polygon, or some pre-determined…

计算几何 · 计算机科学 2024-09-02 Joseph S. B. Mitchell , Linh Nguyen

Discrete version of state transition algorithm is proposed in order to solve the traveling salesman problem. Three special operators for discrete optimization problem named swap, shift and symmetry transformations are presented. Convergence…

最优化与控制 · 数学 2013-02-12 Yang Chunhua , Tang Xiaolin , Zhou Xiaojun , Gui Weihua