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Nowadays, DevOps pipelines of huge projects are getting more and more complex. Each job in the pipeline might need different requirements including specific hardware specifications and dependencies. To achieve minimal makespan, developers…

神经与进化计算 · 计算机科学 2021-06-10 Burak Tağtekin , Mahiye Uluyağmur Öztürk , Mert Kutay Sezer

Uncertainty in surgery durations continues to be difficult to account for in operating room scheduling. In particular, it remains complex to accurately incorporate uncertainty in surgical overtime constraints within mixed-integer linear…

最优化与控制 · 数学 2026-04-29 Cindy Pistorius , J. Theresia van Essen

We consider the single machine scheduling problem with job-dependent machine deterioration. In the problem, we are given a single machine with an initial non-negative maintenance level, and a set of jobs each with a non-preemptive…

数据结构与算法 · 计算机科学 2017-02-23 Wenchang Luo , Yao Xu , Weitian Tong , Guohui Lin

Employee rostering is a process of assigning available employees to open shifts. Automating it has ubiquitous practical benefits for nearly all industries, such as reducing manual workload and producing flexible, high-quality schedules. In…

人工智能 · 计算机科学 2021-11-23 Jangwon Park , Evangelos Vrettos

We consider the problem of efficiently scheduling the production of goods for a model steel manufacturing company. We propose a new approach for solving this classic problem, using techniques from the statistical physics of complex networks…

物理与社会 · 物理学 2012-06-14 Osamu Yamaguchi , Soumen Roy , Raissa M. D'Souza

This article presents the first mixed-integer linear programming (MILP)-based iterative algorithm to solve factorable mixed-integer nonlinear programs (MINLPs) with bounded, differentiable periodic functions to global optimality with an…

最优化与控制 · 数学 2025-10-01 Christopher Montez , Sujeevraja Sanjeevi , Kaarthik Sundar

This paper presents a comprehensive theoretical analysis of six distinct Mixed-Integer Programming (MIP) formulations for preventive Generator Maintenance Scheduling (GMS), a critical problem for ensuring the reliability and efficiency of…

最优化与控制 · 数学 2025-02-14 Tiago Andrade

The genetic algorithm is an optimization procedure motivated by biological evolution and is successfully applied to optimization problems in different areas. A statistical mechanics model for its dynamics is proposed based on the…

统计力学 · 物理学 2009-10-31 Stefan Bornholdt

The problem of automatic software generation is known as Machine Programming. In this work, we propose a framework based on genetic algorithms to solve this problem. Although genetic algorithms have been used successfully for many problems,…

神经与进化计算 · 计算机科学 2023-04-04 Shantanu Mandal , Todd A. Anderson , Javier S. Turek , Justin Gottschlich , Shengtian Zhou , Abdullah Muzahid

This paper addresses the optimization of human-robot collaborative work-cells before their physical deployment. Most of the times, such environments are designed based on the experience of the system integrators, often leading to…

机器人学 · 计算机科学 2025-03-05 Christian Cella , Matteo Bruce Robin , Marco Faroni , Andrea Maria Zanchettin , Paolo Rocco

Multiprocessors have emerged as a powerful computing means for running realtime applications, especially where a uniprocessor system would not be sufficient enough to execute all the tasks. The high performance and reliability of…

神经与进化计算 · 计算机科学 2010-01-13 Dr. G. Padmavathi , Mrs. S. R. Vijayalakshmi

Semi-autogenous grinding (SAG) mills play a pivotal role in the grinding circuit of mineral processing plants. Accurate prediction of SAG mill throughput as a crucial performance metric is of utmost importance. The potential of applying…

神经与进化计算 · 计算机科学 2024-01-30 Zahra Ghasemi , Mehdi Nesht , Chris Aldrich , John Karageorgos , Max Zanin , Frank Neumann , Lei Chen

In this work, we address a task allocation problem for human multi-robot settings. Given a set of tasks to perform, we formulate a general Mixed-Integer Linear Programming (MILP) problem aiming at minimizing the overall execution time while…

机器人学 · 计算机科学 2021-09-20 Martina Lippi , Alessandro Marino

Systems and machines undergo various failure modes that result in machine health degradation, so maintenance actions are required to restore them back to a state where they can perform their expected functions. Since maintenance tasks are…

机器学习 · 计算机科学 2023-07-11 Oluwaseyi Ogunfowora , Homayoun Najjaran

Tasks scheduling is the most challenging problem in the parallel computing. Hence, the inappropriate scheduling will reduce or even abort the utilization of the true potential of the parallelization. Genetic algorithm (GA) has been…

分布式、并行与集群计算 · 计算机科学 2012-09-25 Nourah Al-Angari , Abdullatif ALAbdullatif

Using a deep generative machine learning approach, we synthesise human activity participations and scheduling; i.e. the choices of what activities to participate in and when. Activity schedules are a core component of many applied…

机器学习 · 计算机科学 2025-10-03 Fred Shone , Tim Hillel

Onsite Job Scheduling is a specialized variant of Vehicle Routing Problem (VRP) with multiple depots. The objective of this problem is to execute jobs requested by customers, belonging to different geographic locations by a limited number…

最优化与控制 · 数学 2023-06-06 Avijit Basak , Subhas Acharya

Stability and protection of the electrical power systems are always of primary concern. Stability can be affected mostly by increase in the load demand. Power grids are overloaded in peak hours so more power generation units are required to…

神经与进化计算 · 计算机科学 2021-11-30 Farhat Iqbal , Shafiq ur Rehman , Khawar Iqbal

This article describes the methodology for formulating and solving optimal pump scheduling problems with variable-speed pumps (VSPs) as mixed integer linear programs (MILPs) using piece-linear approximations of the network components. The…

最优化与控制 · 数学 2023-09-12 Tomasz Janus , Bogumil Ulanicki , Kegong Diao

This paper presents a novel approach to the joint optimization of job scheduling and data allocation in grid computing environments. We formulate this joint optimization problem as a mixed integer quadratically constrained program. To…