Comparison of a Heuristic Dynamic Programming and a Dual Heuristic Programming Based Adaptive Critics Neurocontroller for a Turbogenerator

Ganesh K. Venayagamoorthy; Donald C. Wunsch; Ronald G. Harley

doi:10.1109/IJCNN.2000.861309

Comparison of a Heuristic Dynamic Programming and a Dual Heuristic Programming Based Adaptive Critics Neurocontroller for a Turbogenerator

Ganesh K. Venayagamoorthy
, Donald C. Wunsch
, Ronald G. Harley

Missouri University of Science and Technology

Research output: Contribution to journal › Article › peer-review

Abstract

This paper presents the design of a neurocontroller for a turbogenerator that augments/replaces the conventional automatic voltage regulator and the turbine governor. The neurocontroller uses a novel technique based on the adaptive critic designs with emphasis on heuristic dynamic programming (HDP) and dual heuristic programming (DHP). Results are presented to show that the DHP based neurocontroller is robust and performs better than the HDP based neurocontroller, as well as the conventional controller, especially when the system conditions and configuration changes.

Original language	American English
Journal	Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000. IJCNN 2000
DOIs	https://doi.org/10.1109/IJCNN.2000.861309
State	Published - Jan 1 2000

Keywords

Adaptive Critics
Backpropagation
Dual Heuristic Programming
Dynamic Programming
Heuristic Dynamic Programming
Heuristic Programming
Machine Control
Neural Nets
Neurocontroller
Neurocontrollers
Turbogenerator
Turbogenerators
Voltage Control

Disciplines

Electrical and Computer Engineering

Access to Document

10.1109/IJCNN.2000.861309License: Unspecified

Comparison of a Heuristic Dynamic Programming and a Dual HeuristiFinal published version, 535 KBLicense: Unspecified

Cite this

Comparison of a Heuristic Dynamic Programming and a Dual Heuristic Programming Based Adaptive Critics Neurocontroller for a Turbogenerator. / Venayagamoorthy, Ganesh K.; Wunsch, Donald C.; Harley, Ronald G.
In: Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000. IJCNN 2000, 01.01.2000.

Research output: Contribution to journal › Article › peer-review

@article{fdfdc4e8ded44e47aa16b27f0cb77cfa,

title = "Comparison of a Heuristic Dynamic Programming and a Dual Heuristic Programming Based Adaptive Critics Neurocontroller for a Turbogenerator",

abstract = " This paper presents the design of a neurocontroller for a turbogenerator that augments/replaces the conventional automatic voltage regulator and the turbine governor. The neurocontroller uses a novel technique based on the adaptive critic designs with emphasis on heuristic dynamic programming (HDP) and dual heuristic programming (DHP). Results are presented to show that the DHP based neurocontroller is robust and performs better than the HDP based neurocontroller, as well as the conventional controller, especially when the system conditions and configuration changes.",

keywords = "Adaptive Critics, Backpropagation, Dual Heuristic Programming, Dynamic Programming, Heuristic Dynamic Programming, Heuristic Programming, Machine Control, Neural Nets, Neurocontroller, Neurocontrollers, Turbogenerator, Turbogenerators, Voltage Control",

author = "Venayagamoorthy, \{Ganesh K.\} and Wunsch, \{Donald C.\} and Harley, \{Ronald G.\}",

year = "2000",

month = jan,

day = "1",

doi = "10.1109/IJCNN.2000.861309",

language = "American English",

journal = "Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000. IJCNN 2000",

}

TY - JOUR

T1 - Comparison of a Heuristic Dynamic Programming and a Dual Heuristic Programming Based Adaptive Critics Neurocontroller for a Turbogenerator

AU - Venayagamoorthy, Ganesh K.

AU - Wunsch, Donald C.

AU - Harley, Ronald G.

PY - 2000/1/1

Y1 - 2000/1/1

N2 - This paper presents the design of a neurocontroller for a turbogenerator that augments/replaces the conventional automatic voltage regulator and the turbine governor. The neurocontroller uses a novel technique based on the adaptive critic designs with emphasis on heuristic dynamic programming (HDP) and dual heuristic programming (DHP). Results are presented to show that the DHP based neurocontroller is robust and performs better than the HDP based neurocontroller, as well as the conventional controller, especially when the system conditions and configuration changes.

AB - This paper presents the design of a neurocontroller for a turbogenerator that augments/replaces the conventional automatic voltage regulator and the turbine governor. The neurocontroller uses a novel technique based on the adaptive critic designs with emphasis on heuristic dynamic programming (HDP) and dual heuristic programming (DHP). Results are presented to show that the DHP based neurocontroller is robust and performs better than the HDP based neurocontroller, as well as the conventional controller, especially when the system conditions and configuration changes.

KW - Adaptive Critics

KW - Backpropagation

KW - Dual Heuristic Programming

KW - Dynamic Programming

KW - Heuristic Dynamic Programming

KW - Heuristic Programming

KW - Machine Control

KW - Neural Nets

KW - Neurocontroller

KW - Neurocontrollers

KW - Turbogenerator

KW - Turbogenerators

KW - Voltage Control

UR - https://scholarsmine.mst.edu/ele_comeng_facwork/1497

U2 - 10.1109/IJCNN.2000.861309

DO - 10.1109/IJCNN.2000.861309

M3 - Article

JO - Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000. IJCNN 2000

JF - Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000. IJCNN 2000

ER -

Comparison of a Heuristic Dynamic Programming and a Dual Heuristic Programming Based Adaptive Critics Neurocontroller for a Turbogenerator

Abstract

Keywords

Disciplines

Access to Document

Other files and links

Fingerprint

Cite this