TY - JOUR
T1 - Agent-based manufacturing
T2 - review and expert evaluation
AU - Pulikottil, Terrin
AU - Estrada-Jimenez, Luis A.
AU - Ur Rehman, Hamood
AU - Mo, Fan
AU - Nikghadam-Hojjati, Sanaz
AU - Barata, José
N1 - Funding Information:
info:eu-repo/grantAgreement/EC/H2020/814078/EU#
Publisher Copyright:
© 2023, Crown.
PY - 2023/7
Y1 - 2023/7
N2 - The advent of smart manufacturing and the exposure to a new generation of technological enablers have revolutionized the way manufacturing process is carried out. Cyber-Physical Production Systems (CPPS) are introduced as main actors of this manufacturing shift. They are characterized for having high levels of communication, integration and computational capabilities that led them to a certain level of autonomy. Despite the high expectations and vision of CPPS, it still remains an exploratory topic. Multi-Agent Systems (MAS) have been widely used by software engineers to solve traditional computing problems, e.g., banking transactions. Because of their high levels of distribution and autonomous capabilities, MAS have been considered by the research community as a good solution to design and implement CPPS. This work first introduces a collection of requirements and characteristics of smart manufacturing. A comprehensive review of various research applications is presented to understand the current state of the art and the application of agent technology in manufacturing. Considering the smart manufacturing requirements and current research application, a SWOT analysis was formulated which identifies pros and cons of the implementation of agents in industry. The SWOT analysis was further validated by an industrial expert evaluation and the main findings and discussion of the results are presented.
AB - The advent of smart manufacturing and the exposure to a new generation of technological enablers have revolutionized the way manufacturing process is carried out. Cyber-Physical Production Systems (CPPS) are introduced as main actors of this manufacturing shift. They are characterized for having high levels of communication, integration and computational capabilities that led them to a certain level of autonomy. Despite the high expectations and vision of CPPS, it still remains an exploratory topic. Multi-Agent Systems (MAS) have been widely used by software engineers to solve traditional computing problems, e.g., banking transactions. Because of their high levels of distribution and autonomous capabilities, MAS have been considered by the research community as a good solution to design and implement CPPS. This work first introduces a collection of requirements and characteristics of smart manufacturing. A comprehensive review of various research applications is presented to understand the current state of the art and the application of agent technology in manufacturing. Considering the smart manufacturing requirements and current research application, a SWOT analysis was formulated which identifies pros and cons of the implementation of agents in industry. The SWOT analysis was further validated by an industrial expert evaluation and the main findings and discussion of the results are presented.
KW - Agent technologies
KW - Artificial intelligence
KW - Intelligent manufacturing
KW - Multi-agent system
KW - Smart manufacturing
UR - http://www.scopus.com/inward/record.url?scp=85161267875&partnerID=8YFLogxK
U2 - 10.1007/s00170-023-11517-8
DO - 10.1007/s00170-023-11517-8
M3 - Review article
AN - SCOPUS:85161267875
SN - 0268-3768
VL - 127
SP - 2151
EP - 2180
JO - International Journal Of Advanced Manufacturing Technology
JF - International Journal Of Advanced Manufacturing Technology
IS - 5-6
ER -