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Deriving a good variable selection strategy in branch-and-bound is essential for the efficiency of modern mixed-integer programming (MIP) solvers. With MIP branching data collected during the previous solution process, learning to branch…

机器学习 · 计算机科学 2022-07-29 Zeren Huang , Wenhao Chen , Weinan Zhang , Chuhan Shi , Furui Liu , Hui-Ling Zhen , Mingxuan Yuan , Jianye Hao , Yong Yu , Jun Wang

Complex manipulation tasks require careful integration of symbolic reasoning and motion planning. This problem, commonly referred to as Task and Motion Planning (TAMP), is even more challenging if the workspace is non-static, e.g. due to…

机器人学 · 计算机科学 2021-08-31 Nicola Castaman , Enrico Pagello , Emanuele Menegatti , Alberto Pretto

Single instruction, multiple data (SIMD) is a popular design style of in-memory computing (IMC) architectures, which enables memory arrays to perform logic operations to achieve low energy consumption and high parallelism. To implement a…

新兴技术 · 计算机科学 2024-12-04 Xingyue Qian , Chen Nie , Zhezhi He , Weikang Qian

The efficient allocation of human resources is a critical concern in software development and other industries. This paper introduces a rigorous mathematical methodology for task assignment, employing Mixed Integer Linear Programming (MILP)…

最优化与控制 · 数学 2025-12-16 Lokendra Kumar , Neelesh S. Upadhye , Kannan Piedy

As the demand of real time computing increases day by day, there is a major paradigm shift in processing platform of real time system from single core to multi-core platform which provides advantages like higher throughput, linear power…

分布式、并行与集群计算 · 计算机科学 2021-12-30 Girish Talmale , Urmila Shrawankar

We present the Flight and Maintenance Planning (FMP) problem in its military variant and applied to long term planning. The problem has been previously studied for short- and medium-term horizons only. We compare its similarities and…

人工智能 · 计算机科学 2020-01-28 Franco Peschiera , Olga Battaïa , Alain Haït , Nicolas Dupin

There hardly exists a general solver that is efficient for scheduling problems due to their diversity and complexity. In this study, we develop a two-stage framework, in which reinforcement learning (RL) and traditional operations research…

人工智能 · 计算机科学 2021-03-11 Yongming He , Guohua Wu , Yingwu Chen , Witold Pedrycz

Intraday surgical scheduling is a multi-objective decision problem under uncertainty-balancing elective throughput, urgent and emergency demand, delays, sequence-dependent setups, and overtime. We formulate the problem as a cooperative…

机器学习 · 计算机科学 2025-12-05 Kailiang Liu , Ying Chen , Ralf Borndörfer , Thorsten Koch

Mixed integer convex and nonlinear programs, MICP and MINLP, are expressive but require long solving times. Recent work that combines learning methods on solver heuristics has shown potential to overcome this issue allowing for applications…

机器人学 · 计算机科学 2021-10-05 Xuan Lin , Gabriel I. Fernandez , Dennis W. Hong

One of the important problems for datacenter resource management is to place virtual machines (VMs) to physical machines (PMs) such that certain cost, profit or performance objective is optimized, subject to various constraints. In this…

分布式、并行与集群计算 · 计算机科学 2019-03-07 Xiaoying Zheng , Ye Xia

This paper addresses a realistic home health care and home care (HHC\&HC) problem which has become increasingly complex in the face of demographic aging and post-COVID-19 disruptions. The HHC\&HC sector, as the essential component of modern…

最优化与控制 · 数学 2024-02-13 Qiao Pan , Zhaofang Mao

This study introduces a mixed-integer linear programming (MILP) model, effectively co-optimizing patrolling, damage assessment, fault isolation, repair, and load re-energization processes. The model is designed to solve a vital operational…

系统与控制 · 电气工程与系统科学 2024-01-12 Ali Jalilian , Babak Taheri , Daniel K. Molzahn

Mixed-integer rounding (MIR) cutting planes (cuts) are effective at improving the strength of a linear relaxation for mixed-integer linear programming (MIP) problems. The cuts in this family are derived by aggregating constraints then…

最优化与控制 · 数学 2024-12-16 Oscar Guaje , Arnaud Deza , Aleksandr M. Kazachkov , Elias B. Khalil

Collision-tolerant trajectory planning is the consideration that collisions, if they are planned appropriately, enable more effective path planning for robots capable of handling them. A mixed integer programming (MIP) optimization…

机器人学 · 计算机科学 2016-11-24 Mark L. Mote , Juan-Pablo Afman , Eric Feron

We consider the problem of optimally designing a system for repeated use under uncertainty. We develop a modeling framework that integrates design and operational phases, which are represented by a mixed-integer program and discounted-cost…

最优化与控制 · 数学 2024-03-25 Seth Brown , Saumya Sinha , Andrew J Schaefer

We consider an NP-hard selective and periodic inventory routing problem (SPIRP) in a waste vegetable oil collection environment. This SPIRP arises in the context of reverse logistics where a biodiesel company has daily requirements of oil…

最优化与控制 · 数学 2021-02-22 Leopoldo E. Cárdenas-Barrón , Rafael A. Melo

This paper deals with operational models for integrated shift and task scheduling problem. Staff scheduling problem is a special case of this with staff requirements as given input to the problem. Both problems become hard to solve when the…

最优化与控制 · 数学 2022-08-17 G S R Murthy , T R Lalita

One-way car-sharing systems are transportation systems that allow customers to rent cars at stations scattered around the city, use them for a short journey, and return them at any station. The maximum customers' satisfaction problem…

人工智能 · 计算机科学 2020-08-18 Welverton R. Silva , Rafael C. S. Schouery

In this paper, we consider the network slicing problem which attempts to map multiple customized virtual network requests (also called services) to a common shared network infrastructure and allocate network resources to meet diverse…

信息论 · 计算机科学 2022-03-01 Wei-Kun Chen , Ya-Feng Liu , Yu-Hong Dai , Zhi-Quan Luo

We propose a mixed-integer linear program (MILP) for multi-agent motion planning that embeds Polytopic Action-based Motion Planning (PAAMP) into a sequence-then-solve pipeline. Region sequences confine each agent to adjacent convex…

机器人学 · 计算机科学 2026-03-19 Akshay Jaitly , Jack Cline , Siavash Farzan
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