Automatic Generation of Nonlinear Optimal Control Laws for Broom Balancing using Evolutionary Programming
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- @InProceedings{chellapilla:1998:agnoclbbEP,
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author = "Kumar Chellapilla",
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title = "Automatic Generation of Nonlinear Optimal Control Laws
for Broom Balancing using Evolutionary Programming",
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booktitle = "Proceedings of the 1998 IEEE World Congress on
Computational Intelligence",
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year = "1998",
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pages = "195--200",
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address = "Anchorage, Alaska, USA",
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month = "5-9 " # may,
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publisher = "IEEE Press",
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keywords = "genetic algorithms, genetic programming, 3D broom
balancing problem, automatic nonlinear optimal control
law generation, bang-bang force direction, bang-bang
type control laws, broom balancing, evolutionary
computation methods, evolutionary programming, inverted
pendulum problem, mutation operators, state variables,
time optimal nonlinear control strategy, unseen input
states, bang-bang control, nonlinear control systems,
optimal control, optimisation",
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ISBN = "0-7803-4869-9",
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file = "c034.pdf",
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DOI = "doi:10.1109/ICEC.1998.699500",
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size = "6 pages",
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abstract = "This paper explores the use of mutation operators with
evolutionary programming (EP) to automatically generate
time optimal 'bang-bang' type control laws for the
three dimensional broom balancing (inverted pendulum)
problem. EP produces a time optimal nonlinear control
strategy that takes the state variables as input and
determines the direction of the 'bang-bang' force to be
applied. Preliminary results indicate that the control
laws generated are capable of generalising over
previously unseen input states and compare well with
nonlinear control laws that were generated using other
evolutionary computation methods.",
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notes = "ICEC-98 Held In Conjunction With WCCI-98 --- 1998 IEEE
World Congress on Computational Intelligence.
Comparison with \cite{koza:book} results. Also known as
\cite{699500}",
- }
Genetic Programming entries for
Kumar Chellapilla
Citations