[2] TECNALIA, Basque Res Technol Alliance BRTA, Zaragoza 50018, Spain
[3] Univ Zaragoza, Escuela Ingn & Arquitectura, Dept Ingn Diseno & Fabricac, Campus Rio Ebro,Maria de Luna 3, Zaragoza 50018, Spain
来源:
APPLIED SCIENCES-BASEL
|
2024年
/
14卷
/
05期
关键词:
real-time planning;
production scheduling;
Internet of Things;
AMR;
cyber-physical systems;
smart manufacturing;
ANT COLONY;
ALGORITHM;
OPTIMIZATION;
D O I:
10.3390/app14051890
中图分类号:
O6 [化学];
学科分类号:
0703 ;
摘要:
In real-time production planning, there are exceptional events that can cause problems and deviations in the production schedule. These circumstances can be solved with real-time production planning, which is able to quickly reschedule the operations at each work centre. Mobile autonomous robots are a key element in this real-time planning and are a fundamental link between production centres. Work centres in Industry 4.0 environments can use current technology, i.e., a biomimetic strategy that emulates echolocation, with the aim of establishing bidirectional communication with other work centres through the application of agile algorithms. Taking advantage of these communication capabilities, the basic idea is to distribute the execution of the algorithm among different work centres that interact like a parasympathetic system that makes automatic movements to reorder the production schedule. The aim is to use algorithms with an optimal solution based on the simplicity of the task distribution, trying to avoid heuristic algorithms or heavy computations. This paper presents the following result: the development of an Industrial Sonar algorithm which allows real-time scheduling and obtains the optimal solution at all times. The objective of this is to reduce the makespan, reduce energy costs and carbon footprint, and reduce the waiting and transport times for autonomous mobile robots using the Internet of Things, cloud computing and machine learning technologies to emulate echolocation.
机构:
Islamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, IranIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
Hosseinabadi, Ali Asghar Rahmani
Siar, Hajar
论文数: 0引用数: 0
h-index: 0
机构:
Semnan Univ, Dept Elect & Comp Engn, Semnan, IranIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
Siar, Hajar
Shamshirband, Shahaboddin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Comp Syst & Technol, Fac Comp Sci & Informat Technol, Kuala Lumpur 50603, MalaysiaIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
Shamshirband, Shahaboddin
Shojafar, Mohammad
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma La Sapienza, Dept Informat Engn Elect & Telecommun DIET, I-00184 Rome, ItalyIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
机构:
Islamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, IranIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
Hosseinabadi, Ali Asghar Rahmani
Siar, Hajar
论文数: 0引用数: 0
h-index: 0
机构:
Semnan Univ, Dept Elect & Comp Engn, Semnan, IranIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
Siar, Hajar
Shamshirband, Shahaboddin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Comp Syst & Technol, Fac Comp Sci & Informat Technol, Kuala Lumpur 50603, MalaysiaIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran
Shamshirband, Shahaboddin
Shojafar, Mohammad
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma La Sapienza, Dept Informat Engn Elect & Telecommun DIET, I-00184 Rome, ItalyIslamic Azad Univ, Young Res Club, Behshahr Branch, Behshahr, Iran