Parameter Estimation over Wired Networks with Time-Delay and Packet Collision

Felipe Arancibia; Rodrigo Carvajal; Juan C. Agoero

doi:10.1109/CHILECON47746.2019.8987445

Parameter Estimation over Wired Networks with Time-Delay and Packet Collision

Felipe Arancibia, Rodrigo Carvajal, Juan C. Agoero

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

In this paper, we address a parameters estimation problem of a dynamic system using an Output Error model, in which the output signal is transmitted through wired networks. We consider that the wired network may cause unknown delays and collision packet in data. We use the Akaike information criterion to estimate the time delay caused by wired network. Furthermore, due to the packet loss caused by wired network, we use Expectation Maximization algorithm to estimate the dynamic system parameters. Finally, we test the proposed algorithm effectiveness with numerical examples and a sensitivity analysis.

Original language	English
Title of host publication	IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728131856
DOIs	https://doi.org/10.1109/CHILECON47746.2019.8987445
State	Published - Nov 2019
Externally published	Yes
Event	2019 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019 - Valparaiso, Chile Duration: 13 Nov 2019 → 27 Nov 2019

Publication series

Name	IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019

Conference

Conference	2019 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019
Country/Territory	Chile
City	Valparaiso
Period	13/11/19 → 27/11/19

Keywords

Expectation Maximization
Information criterion Akaike
Output Error
Packet Collision
Parameter estimation
Time-delay system

Access to Document

10.1109/CHILECON47746.2019.8987445

Cite this

Arancibia, F., Carvajal, R., & Agoero, J. C. (2019). Parameter Estimation over Wired Networks with Time-Delay and Packet Collision. In IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019 Article 8987445 (IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CHILECON47746.2019.8987445

Arancibia, Felipe ; Carvajal, Rodrigo ; Agoero, Juan C. / Parameter Estimation over Wired Networks with Time-Delay and Packet Collision. IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019. Institute of Electrical and Electronics Engineers Inc., 2019. (IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019).

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title = "Parameter Estimation over Wired Networks with Time-Delay and Packet Collision",

abstract = "In this paper, we address a parameters estimation problem of a dynamic system using an Output Error model, in which the output signal is transmitted through wired networks. We consider that the wired network may cause unknown delays and collision packet in data. We use the Akaike information criterion to estimate the time delay caused by wired network. Furthermore, due to the packet loss caused by wired network, we use Expectation Maximization algorithm to estimate the dynamic system parameters. Finally, we test the proposed algorithm effectiveness with numerical examples and a sensitivity analysis.",

keywords = "Expectation Maximization, Information criterion Akaike, Output Error, Packet Collision, Parameter estimation, Time-delay system",

author = "Felipe Arancibia and Rodrigo Carvajal and Agoero, {Juan C.}",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 2019 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019 ; Conference date: 13-11-2019 Through 27-11-2019",

year = "2019",

month = nov,

doi = "10.1109/CHILECON47746.2019.8987445",

language = "English",

series = "IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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Arancibia, F, Carvajal, R & Agoero, JC 2019, Parameter Estimation over Wired Networks with Time-Delay and Packet Collision. in IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019., 8987445, IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019, Institute of Electrical and Electronics Engineers Inc., 2019 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019, Valparaiso, Chile, 13/11/19. https://doi.org/10.1109/CHILECON47746.2019.8987445

Parameter Estimation over Wired Networks with Time-Delay and Packet Collision. / Arancibia, Felipe; Carvajal, Rodrigo; Agoero, Juan C.
IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019. Institute of Electrical and Electronics Engineers Inc., 2019. 8987445 (IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Parameter Estimation over Wired Networks with Time-Delay and Packet Collision

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AU - Carvajal, Rodrigo

AU - Agoero, Juan C.

PY - 2019/11

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N2 - In this paper, we address a parameters estimation problem of a dynamic system using an Output Error model, in which the output signal is transmitted through wired networks. We consider that the wired network may cause unknown delays and collision packet in data. We use the Akaike information criterion to estimate the time delay caused by wired network. Furthermore, due to the packet loss caused by wired network, we use Expectation Maximization algorithm to estimate the dynamic system parameters. Finally, we test the proposed algorithm effectiveness with numerical examples and a sensitivity analysis.

AB - In this paper, we address a parameters estimation problem of a dynamic system using an Output Error model, in which the output signal is transmitted through wired networks. We consider that the wired network may cause unknown delays and collision packet in data. We use the Akaike information criterion to estimate the time delay caused by wired network. Furthermore, due to the packet loss caused by wired network, we use Expectation Maximization algorithm to estimate the dynamic system parameters. Finally, we test the proposed algorithm effectiveness with numerical examples and a sensitivity analysis.

KW - Expectation Maximization

KW - Information criterion Akaike

KW - Output Error

KW - Packet Collision

KW - Parameter estimation

KW - Time-delay system

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M3 - Conference contribution

AN - SCOPUS:85081047002

T3 - IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019

BT - IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019

PB - Institute of Electrical and Electronics Engineers Inc.

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Arancibia F, Carvajal R, Agoero JC. Parameter Estimation over Wired Networks with Time-Delay and Packet Collision. In IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019. Institute of Electrical and Electronics Engineers Inc. 2019. 8987445. (IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2019). doi: 10.1109/CHILECON47746.2019.8987445

Parameter Estimation over Wired Networks with Time-Delay and Packet Collision

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Keywords

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