Smart-Meter based on current transient signal signature and constructive backpropagation method

Mat Syaiin; M. F. Adiatmoko; Isa Rachman; L. Subiyanto; Koko Hutoro; Ontoseno Penangsang; Adi Soeprijanto

doi:10.1109/ICITACEE.2014.7065731

Smart-Meter based on current transient signal signature and constructive backpropagation method

Mat Syaiin
, M. F. Adiatmoko
, Isa Rachman
, L. Subiyanto
, Koko Hutoro
, Ontoseno Penangsang
, Adi Soeprijanto

Shipbuilding Institute of Polytechnic Surabaya

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

31 Citations (Scopus)

Abstract

Increasing of electric power consumption and electricity price are making customers more sensitive in addressing the issues. Therefore, the accuracy of the recording device power consumption (kWh-meter) becomes an absolute necessity to reduce potential conflicts that may arise. This paper proposed prototype of smart-meter which combines transient peak value and steady state values to identify an activity of electrical appliances. These values are used as the identity of electrical appliances that will be taught to Constructive Backpropagation Neural Network (CBP-NN) to record power consumption in detail, including type appliance and time use. The proposed method has very simple structure, it only uses two input (transient peak value and steady state values) and single hidden layer with five neuron. The number of output is equal to the number of appliance. So that, the proposed method implement in microsprocessor system or in standalone product.

Original language	English
Title of host publication	2014 1st International Conference on Information Technology, Computer, and Electrical Engineering
Subtitle of host publication	Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings
Editors	Mochammad Facta, R. Rizal Isnanto, Munawar Agus Riyadi, Dania Eridani
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	144-149
Number of pages	6
ISBN (Electronic)	9781479964314
DOIs	https://doi.org/10.1109/ICITACEE.2014.7065731
Publication status	Published - 23 Mar 2015
Externally published	Yes
Event	2014 1st International Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE 2014 - Semarang, Indonesia Duration: 8 Nov 2014 → 9 Nov 2014

Publication series

Name	2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings

Conference

Conference	2014 1st International Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE 2014
Country/Territory	Indonesia
City	Semarang
Period	8/11/14 → 9/11/14

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

Analog to digital converter
Constructive Back Propagation
Neural Network
sinyal transient (peak value dan steady state value)
smart meter

Access to Document

10.1109/ICITACEE.2014.7065731

Cite this

Syaiin, M., Adiatmoko, M. F., Rachman, I., Subiyanto, L., Hutoro, K., Penangsang, O., & Soeprijanto, A. (2015). Smart-Meter based on current transient signal signature and constructive backpropagation method. In M. Facta, R. R. Isnanto, M. A. Riyadi, & D. Eridani (Eds.), 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings (pp. 144-149). Article 7065731 (2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICITACEE.2014.7065731

Syaiin, Mat ; Adiatmoko, M. F. ; Rachman, Isa et al. / Smart-Meter based on current transient signal signature and constructive backpropagation method. 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings. editor / Mochammad Facta ; R. Rizal Isnanto ; Munawar Agus Riyadi ; Dania Eridani. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 144-149 (2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings).

@inproceedings{c50b8f62d0a740178d08c2d96d55ba3c,

title = "Smart-Meter based on current transient signal signature and constructive backpropagation method",

abstract = "Increasing of electric power consumption and electricity price are making customers more sensitive in addressing the issues. Therefore, the accuracy of the recording device power consumption (kWh-meter) becomes an absolute necessity to reduce potential conflicts that may arise. This paper proposed prototype of smart-meter which combines transient peak value and steady state values to identify an activity of electrical appliances. These values are used as the identity of electrical appliances that will be taught to Constructive Backpropagation Neural Network (CBP-NN) to record power consumption in detail, including type appliance and time use. The proposed method has very simple structure, it only uses two input (transient peak value and steady state values) and single hidden layer with five neuron. The number of output is equal to the number of appliance. So that, the proposed method implement in microsprocessor system or in standalone product.",

keywords = "Analog to digital converter, Constructive Back Propagation, Neural Network, sinyal transient (peak value dan steady state value), smart meter",

author = "Mat Syaiin and Adiatmoko, \{M. F.\} and Isa Rachman and L. Subiyanto and Koko Hutoro and Ontoseno Penangsang and Adi Soeprijanto",

note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE 2014 ; Conference date: 08-11-2014 Through 09-11-2014",

year = "2015",

month = mar,

day = "23",

doi = "10.1109/ICITACEE.2014.7065731",

language = "English",

series = "2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings",

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

pages = "144--149",

editor = "Mochammad Facta and Isnanto, \{R. Rizal\} and Riyadi, \{Munawar Agus\} and Dania Eridani",

booktitle = "2014 1st International Conference on Information Technology, Computer, and Electrical Engineering",

address = "United States",

}

Syaiin, M, Adiatmoko, MF, Rachman, I, Subiyanto, L, Hutoro, K, Penangsang, O & Soeprijanto, A 2015, Smart-Meter based on current transient signal signature and constructive backpropagation method. in M Facta, RR Isnanto, MA Riyadi & D Eridani (eds), 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings., 7065731, 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 144-149, 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE 2014, Semarang, Indonesia, 8/11/14. https://doi.org/10.1109/ICITACEE.2014.7065731

Smart-Meter based on current transient signal signature and constructive backpropagation method. / Syaiin, Mat; Adiatmoko, M. F.; Rachman, Isa et al.
2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings. ed. / Mochammad Facta; R. Rizal Isnanto; Munawar Agus Riyadi; Dania Eridani. Institute of Electrical and Electronics Engineers Inc., 2015. p. 144-149 7065731 (2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings).

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

TY - GEN

T1 - Smart-Meter based on current transient signal signature and constructive backpropagation method

AU - Syaiin, Mat

AU - Adiatmoko, M. F.

AU - Rachman, Isa

AU - Subiyanto, L.

AU - Hutoro, Koko

AU - Penangsang, Ontoseno

AU - Soeprijanto, Adi

PY - 2015/3/23

Y1 - 2015/3/23

N2 - Increasing of electric power consumption and electricity price are making customers more sensitive in addressing the issues. Therefore, the accuracy of the recording device power consumption (kWh-meter) becomes an absolute necessity to reduce potential conflicts that may arise. This paper proposed prototype of smart-meter which combines transient peak value and steady state values to identify an activity of electrical appliances. These values are used as the identity of electrical appliances that will be taught to Constructive Backpropagation Neural Network (CBP-NN) to record power consumption in detail, including type appliance and time use. The proposed method has very simple structure, it only uses two input (transient peak value and steady state values) and single hidden layer with five neuron. The number of output is equal to the number of appliance. So that, the proposed method implement in microsprocessor system or in standalone product.

AB - Increasing of electric power consumption and electricity price are making customers more sensitive in addressing the issues. Therefore, the accuracy of the recording device power consumption (kWh-meter) becomes an absolute necessity to reduce potential conflicts that may arise. This paper proposed prototype of smart-meter which combines transient peak value and steady state values to identify an activity of electrical appliances. These values are used as the identity of electrical appliances that will be taught to Constructive Backpropagation Neural Network (CBP-NN) to record power consumption in detail, including type appliance and time use. The proposed method has very simple structure, it only uses two input (transient peak value and steady state values) and single hidden layer with five neuron. The number of output is equal to the number of appliance. So that, the proposed method implement in microsprocessor system or in standalone product.

KW - Analog to digital converter

KW - Constructive Back Propagation

KW - Neural Network

KW - sinyal transient (peak value dan steady state value)

KW - smart meter

UR - https://www.scopus.com/pages/publications/84927940623

U2 - 10.1109/ICITACEE.2014.7065731

DO - 10.1109/ICITACEE.2014.7065731

M3 - Conference contribution

AN - SCOPUS:84927940623

T3 - 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings

SP - 144

EP - 149

BT - 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering

A2 - Facta, Mochammad

A2 - Isnanto, R. Rizal

A2 - Riyadi, Munawar Agus

A2 - Eridani, Dania

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE 2014

Y2 - 8 November 2014 through 9 November 2014

ER -

Syaiin M, Adiatmoko MF, Rachman I, Subiyanto L, Hutoro K, Penangsang O et al. Smart-Meter based on current transient signal signature and constructive backpropagation method. In Facta M, Isnanto RR, Riyadi MA, Eridani D, editors, 2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2015. p. 144-149. 7065731. (2014 1st International Conference on Information Technology, Computer, and Electrical Engineering: Green Technology and Its Applications for a Better Future, ICITACEE 2014 - Proceedings). doi: 10.1109/ICITACEE.2014.7065731

Smart-Meter based on current transient signal signature and constructive backpropagation method

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

Other files and links

Fingerprint

Cite this