Scope for industrial applications of production scheduling models and solution methods

I Harjunkoski, CT Maravelias, P Bongers… - Computers & Chemical …, 2014 - Elsevier
This paper gives a review on existing scheduling methodologies developed for process
industries. Above all, the aim of the paper is to focus on the industrial aspects of scheduling …

Scheduling under uncertainty: Survey and research directions

T Chaari, S Chaabane, N Aissani… - … on advanced logistics …, 2014 - ieeexplore.ieee.org
In real-world scheduling problems, several kinds of hard-to-predict risk must be considered.
Scheduling under uncertainty allows these kinds of risks to be taken into account. This paper …

Dynamic scheduling for flexible job shop using a deep reinforcement learning approach

Y Gui, D Tang, H Zhu, Y Zhang, Z Zhang - Computers & Industrial …, 2023 - Elsevier
Due to the influence of dynamic changes in the manufacturing environment, a single
dispatching rule (SDR) cannot consistently attain better results than other rules for dynamic …

A reinforcement learning approach to parameter estimation in dynamic job shop scheduling

J Shahrabi, MA Adibi, M Mahootchi - Computers & Industrial Engineering, 2017 - Elsevier
In this paper, reinforcement learning (RL) with a Q-factor algorithm is used to enhance
performance of the scheduling method proposed for dynamic job shop scheduling (DJSS) …

Multi-objective scheduling of dynamic job shop using variable neighborhood search

MA Adibi, M Zandieh, M Amiri - Expert Systems with Applications, 2010 - Elsevier
A scheduling method based on variable neighborhood search (VNS) is introduced in this
paper to address dynamic job shop scheduling problem that considers random job arrivals …

Rapid modeling and discovery of priority dispatching rules: An autonomous learning approach

CD Geiger, R Uzsoy, H Aytuğ - Journal of Scheduling, 2006 - Springer
Priority-dispatching rules have been studied for many decades, and they form the backbone
of much industrial scheduling practice. Developing new dispatching rules for a given …

A hybrid genetic algorithm and tabu search for a multi-objective dynamic job shop scheduling problem

L Zhang, L Gao, X Li - International Journal of Production Research, 2013 - Taylor & Francis
In most real manufacturing environments, schedules are usually inevitable with the
presence of various unexpected disruptions. In this paper, a rescheduling method based on …

Using multi-agent architecture in FMS for dynamic scheduling

K Kouiss, H Pierreval, N Mebarki - Journal of intelligent Manufacturing, 1997 - Springer
The proposed scheduling strategy is based on a multi-agent architecture. Each agent of this
architecture is dedicated to a work centre (ie a set of resources of the manufacturing system); …

Methods and systems for scheduling complex work orders for a workforce of mobile service technicians

S Jacobs - US Patent 7,346,531, 2008 - Google Patents
Provided herein are data structures, processes and systems to facilitate scheduling of
complex work orders to a mobile workforce. Complex work orders are comprised of several …

Efficient dispatching rules for dynamic job shop scheduling

PDD Dominic, S Kaliyamoorthy, MS Kumar - The International Journal of …, 2004 - Springer
This study attempts to provide efficient dispatching rules for dynamic job shop scheduling by
combining different dispatching rules. A dispatching rule is used to select the next job to be …