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Flexible job shop scheduling problem under Industry 5.0: A survey on human reintegration, environmental consideration and resilience improvement
Abstract The Job Shop Scheduling Problem (JSSP) has been widely studied in recent
decades. Various approaches have been proposed to support scheduling decisions …
decades. Various approaches have been proposed to support scheduling decisions …
A survey of job shop scheduling problem: The types and models
H **ong, S Shi, D Ren, J Hu - Computers & Operations Research, 2022 - Elsevier
Job shop scheduling problem (JSSP) is a thriving area of scheduling research, which has
been concerned and studied widely by scholars in engineering and academic fields. This …
been concerned and studied widely by scholars in engineering and academic fields. This …
Dynamic scheduling for flexible job shop with new job insertions by deep reinforcement learning
S Luo - Applied Soft Computing, 2020 - Elsevier
In modern manufacturing industry, dynamic scheduling methods are urgently needed with
the sharp increase of uncertainty and complexity in production process. To this end, this …
the sharp increase of uncertainty and complexity in production process. To this end, this …
Real-time production scheduling in the Industry-4.0 context: Addressing uncertainties in job arrivals and machine breakdowns
The utilization of real-time information in production scheduling decisions becomes possible
with the help of new developments in Information Technology and Industrial Informatics …
with the help of new developments in Information Technology and Industrial Informatics …
Multi-objective reinforcement learning framework for dynamic flexible job shop scheduling problem with uncertain events
H Wang, J Cheng, C Liu, Y Zhang, S Hu, L Chen - Applied Soft Computing, 2022 - Elsevier
The economic benefits for manufacturing companies will be influenced by how it handles
potential dynamic events and performs multi-objective real-time scheduling for existing …
potential dynamic events and performs multi-objective real-time scheduling for existing …
Deep reinforcement learning for dynamic flexible job shop scheduling with random job arrival
J Chang, D Yu, Y Hu, W He, H Yu - Processes, 2022 - mdpi.com
The production process of a smart factory is complex and dynamic. As the core of
manufacturing management, the research into the flexible job shop scheduling problem …
manufacturing management, the research into the flexible job shop scheduling problem …
Digital twin-based job shop anomaly detection and dynamic scheduling
Scheduling scheme is one of the critical factors affecting the production efficiency. In the
actual production, anomalies will lead to scheduling deviation and influence scheme …
actual production, anomalies will lead to scheduling deviation and influence scheme …
Real-time integrated production-scheduling and maintenance-planning in a flexible job shop with machine deterioration and condition-based maintenance
The introduction of modern technologies in manufacturing is contributing to the emergence
of smart (and data-driven) manufacturing systems, known as Industry 4.0. The benefits of …
of smart (and data-driven) manufacturing systems, known as Industry 4.0. The benefits of …
An imperialist competitive algorithm with feedback for energy-efficient flexible job shop scheduling with transportation and sequence-dependent setup times
M Li, D Lei - Engineering Applications of Artificial Intelligence, 2021 - Elsevier
Flexible job shop scheduling problems have been extensively investigated in the past
decade; however, transportation, sequence-dependent setup times (SDST) and energy …
decade; however, transportation, sequence-dependent setup times (SDST) and energy …
An effective two-stage algorithm based on convolutional neural network for the bi-objective flexible job shop scheduling problem with machine breakdown
G Zhang, X Lu, X Liu, L Zhang, S Wei… - Expert Systems with …, 2022 - Elsevier
In the actual manufacturing process, the environment of the job shop is complex. There will
be many kinds of uncertainties such as random job arrivals, machine breakdowns, order …
be many kinds of uncertainties such as random job arrivals, machine breakdowns, order …