A semantics-based dispatching rule selection approach for job shop scheduling

H Zhang, U Roy - Journal of Intelligent Manufacturing, 2019 - Springer
Dispatching rules are commonly used for job shop scheduling in industries because they
are easy to implement, and they yield reasonable solutions within a very short computational …

A data mining based dispatching rules selection system for the job shop scheduling problem

MH Zahmani, B Atmani - Journal of Advanced Manufacturing …, 2019 - World Scientific
Identifying the best Dispatching Rule in order to minimize makespan in a Job Shop
Scheduling Problem is a complex task, since no Dispatching Rule is better than all others in …

Learning iterative dispatching rules for job shop scheduling with genetic programming

S Nguyen, M Zhang, M Johnston, KC Tan - The International Journal of …, 2013 - Springer
This study proposes a new type of dispatching rule for job shop scheduling problems. The
novelty of these dispatching rules is that they can iteratively improve the schedules by …

Multiple dispatching rules allocation in real time using data mining, genetic algorithms, and simulation

M Habib Zahmani, B Atmani - Journal of Scheduling, 2021 - Springer
In production planning and scheduling, data mining methods can be applied to transform the
scheduling data into useful knowledge that can be used to improve planning/scheduling by …

[PDF][PDF] Comparison of dispatching rules in job-shop scheduling problem using simulation: a case study

AK Kaban, Z Othman, DS Rohmah - International Journal of …, 2012 - researchgate.net
Industries nowadays must be able to quickly adapt with the customer and improve product
quality to survive in the competitive edge. Job shop scheduling is crucial in the …

Evolutionary search for difficult problem instances to support the design of job shop dispatching rules

J Branke, CW Pickardt - European Journal of Operational Research, 2011 - Elsevier
Dispatching rules are simple scheduling heuristics that are widely applied in industrial
practice. Their popularity can be attributed to their ability to flexibly react to shop floor …

A novel feature selection for evolving compact dispatching rules using genetic programming for dynamic job shop scheduling

S Shady, T Kaihara, N Fujii… - International Journal of …, 2022 - Taylor & Francis
Because of advances in computational power and machine learning algorithms, the
automated design of scheduling rules using Genetic Programming (GP) is successfully …

Dynamic selection of dispatching rules for job shop scheduling

V Subramaniam, GK Lee, GS Hong… - … planning & control, 2000 - Taylor & Francis
Although the academic contribution to job shop scheduling is abundant, its impact on
practice has been minimal. The most preferred approach to job shop scheduling in the …

Effective dispatching rules mining based on near-optimal schedules in intelligent job shop environment

L Zhang, Y Hu, C Wang, Q Tang, X Li - Journal of Manufacturing Systems, 2022 - Elsevier
In many intelligent job shop, a scheduling system has collected and stored huge amounts of
production data. Meanwhile, managers still believe that more scheduling knowledge should …

A hybrid genetic programming algorithm for automated design of dispatching rules

S Nguyen, Y Mei, B Xue, M Zhang - Evolutionary computation, 2019 - direct.mit.edu
Designing effective dispatching rules for production systems is a difficult and time-
consuming task if it is done manually. In the last decade, the growth of computing power …