TY - JOUR
T1 - Artificial neural network based framework for cyber nano manufacturing
AU - Almakaeel, Huraish
AU - Albalawi, Ahmed
AU - Desai, Salil
PY - 2018/1/1
Y1 - 2018/1/1
N2 - Nanomanufacturing plays an important role for high performance products in several applications. The challenge for fabricating products with nanomaterials is the inability to interconnect and interface with nano/micro manufacturing equipment. This paper presents a framework for cyber nanomanufacturing. Input part designs of nano/micro scale components are evaluated with an artificial neural network (ANN) based smart agent to predict optimal nanomanufacturing processes. An internet-of-things (IoT) based cyber-interface simulator is implemented to simulate real-time machine availability. Further, an application program interface (API) is developed to integrate the ANN smart agent and IoT simulator outcomes to predict dynamic machine allocations in real-time.
AB - Nanomanufacturing plays an important role for high performance products in several applications. The challenge for fabricating products with nanomaterials is the inability to interconnect and interface with nano/micro manufacturing equipment. This paper presents a framework for cyber nanomanufacturing. Input part designs of nano/micro scale components are evaluated with an artificial neural network (ANN) based smart agent to predict optimal nanomanufacturing processes. An internet-of-things (IoT) based cyber-interface simulator is implemented to simulate real-time machine availability. Further, an application program interface (API) is developed to integrate the ANN smart agent and IoT simulator outcomes to predict dynamic machine allocations in real-time.
KW - Artificial neural network
KW - Cyber-physical systems
KW - Internet-of-things nanomanufacturing
KW - Smart agent
UR - https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85042371124&origin=inward
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U2 - 10.1016/j.mfglet.2017.12.013
DO - 10.1016/j.mfglet.2017.12.013
M3 - Article
SN - 2213-8463
VL - 15
SP - 151
EP - 154
JO - Manufacturing Letters
JF - Manufacturing Letters
IS - Part B
ER -