TY - JOUR
T1 - A probabilistic neural-fuzzy learning system for stochastic modeling
AU - Li, Han-Xiong
AU - Liu, Zhi
PY - 2008
Y1 - 2008
N2 - A probabilistic fuzzy neural network (PFNN) with a hybrid learning mechanism is proposed to handle complex stochastic uncertainties. Fuzzy logic systems (FLSs) are well known for vagueness processing. Embedded with the probabilistic method, an FLS will possess the capability to capture stochastic uncertainties. Further enhanced with the neural learning, it will be able to work under time-varying stochastic environment. Integrated with a statistical process control (SPC) based monitoring method, the PFNN can maintain the robust modeling performance. Finally, the successful simulation demonstrates the modeling effectiveness of the proposed PFNN under the time-varying stochastic conditions. © 2008 IEEE.
AB - A probabilistic fuzzy neural network (PFNN) with a hybrid learning mechanism is proposed to handle complex stochastic uncertainties. Fuzzy logic systems (FLSs) are well known for vagueness processing. Embedded with the probabilistic method, an FLS will possess the capability to capture stochastic uncertainties. Further enhanced with the neural learning, it will be able to work under time-varying stochastic environment. Integrated with a statistical process control (SPC) based monitoring method, the PFNN can maintain the robust modeling performance. Finally, the successful simulation demonstrates the modeling effectiveness of the proposed PFNN under the time-varying stochastic conditions. © 2008 IEEE.
KW - Intelligent learning
KW - Probabilistic fuzzy logic system (PFLS)
KW - Probabilistic fuzzy neural networks (PFNNs)
KW - Statistical process control (SPC)
KW - Stochastic modeling
UR - http://www.scopus.com/inward/record.url?scp=50549095617&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-50549095617&origin=recordpage
U2 - 10.1109/TFUZZ.2008.917302
DO - 10.1109/TFUZZ.2008.917302
M3 - RGC 21 - Publication in refereed journal
SN - 1063-6706
VL - 16
SP - 898
EP - 908
JO - IEEE Transactions on Fuzzy Systems
JF - IEEE Transactions on Fuzzy Systems
IS - 4
ER -