TY - JOUR
T1 - CrowdIM
T2 - Crowd-Inspired Intelligent Manufacturing Space Design
AU - Guo, Bin
AU - Liu, Jiaqi
AU - Liu, Sicong
AU - Wang, Jiayao
AU - Li, Mengyuan
AU - Wang, Chen
AU - Yu, Zhiwen
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2022/10/1
Y1 - 2022/10/1
N2 - Crowd-inspired intelligent manufacturing space (CrowdIM) aims to leverage the aggregated power of heterogeneous human-machine-things (HMT) agents for improving the efficiency of intelligent manufacturing. A significant scientific problem in CrowdIM is how to improve individual skills and crowd intelligence through cooperation, complementation, competition, and confrontation among HMT agents. The emergence mechanism of biological crowd intelligence provides an inspiration to address this challenge. This article explores the mapping mechanisms between natural crowd intelligence and CrowdIM, from the aspects, such as collective dynamics, self-adaptive mechanism, crowd intelligence optimization, graph structure mapping model, evolutionary game dynamics, multiagent learning, and so on. We further propose a general model of CrowdIM and expound it through a typical case study.
AB - Crowd-inspired intelligent manufacturing space (CrowdIM) aims to leverage the aggregated power of heterogeneous human-machine-things (HMT) agents for improving the efficiency of intelligent manufacturing. A significant scientific problem in CrowdIM is how to improve individual skills and crowd intelligence through cooperation, complementation, competition, and confrontation among HMT agents. The emergence mechanism of biological crowd intelligence provides an inspiration to address this challenge. This article explores the mapping mechanisms between natural crowd intelligence and CrowdIM, from the aspects, such as collective dynamics, self-adaptive mechanism, crowd intelligence optimization, graph structure mapping model, evolutionary game dynamics, multiagent learning, and so on. We further propose a general model of CrowdIM and expound it through a typical case study.
KW - Crowd intelligence
KW - human-machine-things (HMT)
KW - intelligent manufacturing (IM)
KW - multiagent learning
KW - self-adaption
UR - http://www.scopus.com/inward/record.url?scp=85128310725&partnerID=8YFLogxK
U2 - 10.1109/JIOT.2022.3165523
DO - 10.1109/JIOT.2022.3165523
M3 - 文章
AN - SCOPUS:85128310725
SN - 2327-4662
VL - 9
SP - 19387
EP - 19397
JO - IEEE Internet of Things Journal
JF - IEEE Internet of Things Journal
IS - 19
ER -