An Optimized Type-2 Self-Organizing Fuzzy Logic Controller Applied in Anesthesia for Propofol Dosing to Regulate BIS
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{Wei:2020:FUZZ,
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author = "Zi-Xiao Wei and Faiyaz Doctor and Yan-Xin Liu and
Shou-Zen Fan and Jiann-Shing Shieh",
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journal = "IEEE Transactions on Fuzzy Systems",
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title = "An Optimized Type-2 Self-Organizing Fuzzy Logic
Controller Applied in Anesthesia for Propofol Dosing to
Regulate BIS",
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year = "2020",
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volume = "28",
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number = "6",
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pages = "1062--1072",
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abstract = "During general anesthesia, anesthesiologists who
provide anesthetic dosage traditionally play a
fundamental role to regulate bispectral index (BIS).
However, in this article, an optimized type-2
self-organizing fuzzy logic controller (SOFLC) is
designed for a target controlled infusion pump related
to propofol dosing guided by BIS, to realize automatic
control of general anesthesia. The type-2 SOFLC
combines a type-2 fuzzy logic controller with a
self-organizing mechanism to facilitate online training
while able to contend with operational uncertainties. A
novel data-driven surrogate model and genetic
programming-based strategy is introduced for optimizing
the type-2 SOFLC parameters offline to handle
interpatient variability. A pharmacological model is
built for simulation in which different optimization
strategies are tested and compared. Simulation results
are presented to demonstrate the applicability of our
approach and show that the proposed optimization
strategy can achieve better control performance in
terms of steady-state error and robustness.",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1109/TFUZZ.2020.2969384",
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ISSN = "1941-0034",
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month = jun,
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notes = "Also known as \cite{8970336}",
- }
Genetic Programming entries for
Zi-Xiao Wei
Faiyaz Doctor
Yan-Xin Liu
Shou-Zen Fan
Jiann-Shing Shieh
Citations