Otomatisasi Pengoperasian Alat Elektronik Berdasarkan Hasil Prediksi Algoritma Long Short Term Memory
How to cite (IJASEIT) :
Excessive use of household electricity is one of the causes of the largest amount of national electricity consumption coming from households. One way to reduce the amount of household electricity consumption is to automate the operation of electronic devices. This research proposes utilizing Long Short Term Memory (LSTM) algorithm to predict the habit of operating an electronic device. The prediction is then applied to automate the operation of that by exploiting the time series data from the usage. A series of experiments are conducted to capture the data of operating a manual lamp. Then, an LSTM model is built by training the data. The experiment results show the prediction accuracy of 99,28% and Root Mean Square Error of 0,091. Furthermore, the LSTM model is used to automatically operate a lamp in a month. The electricity cost from the automation is 36,38% lower than the manual.
[2] PLN, Statistik PLN 2018. Jakarta: Sekretariat Perusahaan PT PLN, 2019.
[3] H. Lin, "Implementing Smart Homes with Open Source Solutions", International Journal of Smart Home, vol. 7, no. 4, 2013.
[4] M. Abd El-Latif Mowad, A. Fathy and A. Hafez, "Smart Home Automated Control System Using Android Application and Microcontroller", International Journal of Scientific & Engineering Research, pp. 935-939, 2014.
[5] R. Adhikari and R. Agrawal, "An Introductory Study on Time Series Modeling and Forecasting", arXiv.org, 2013. Tersedia: http://arxiv.org/abs/1302.6613. [Diakses: 15 Juli 2020].
[6] S. Hochreiter and J. Schmidhuber, "LONG SHORT-TERM MEMORY", Neural Computation, vol. 9, no. 8, pp. 1735-1780, 1997.
[7] Y. Jain and S. Bhandare, "Min Max Normalization Based Data Perturbation Method for Privacy Protection", 2011, vol. 2, pp. 45-49, 2011.
[8] J. Brownlee, Deep Learning for Time Series Forecasting. 2020. Tersedia: https://machinelearningmastery.com/deep-learning-for-time-series-forecasting/. [Diakses: 02 Juni 2020].
[9] A. Akbar, "Biar Gak Kebobolan, Gini Nih Langkah Komplit Menghitung Tarif Listrik di Rumah", Lifepal Media, 2020. Tersedia: https://lifepal.co.id/media/begini-lho-cara-menghitung-tarif-listrik-benar/. [Diakses: 03- Jun- 2020].
[10] A. Pribadi, "Tarif Listrik Triwulan I 2020 Tetap", ESDM, 2020. Tersedia: https://www.esdm.go.id/id/media-center/arsip-berita/tarif-listrik-triwulan-i-2020-tetap. [Diakses: 05 Juni 2020].
Please find the rights and licenses in the Journal of Information Technology and Computer Engineering (JITCE).
1. License
The non-commercial use of the article will be governed by the Creative Commons Attribution license as currently displayed on Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
2. Author(s)’ Warranties
The author(s) warrants that the article is original, written by stated author(s), has not been published before, contains no unlawful statements, does not infringe the rights of others, is subject to copyright that is vested exclusively in the author and free of any third party rights, and that any necessary permissions to quote from other sources have been obtained by the author(s).
3. User Rights
JITCE adopts the spirit of open access and open science, which disseminates articles published as free as possible under the Creative Commons license. JITCE permits users to copy, distribute, display, and perform the work for non-commercial purposes only. Users will also need to attribute authors and JITCE on distributing works in the journal.
4. Rights of Authors
Authors retain the following rights:
- Copyright, and other proprietary rights relating to the article, such as patent rights,
- the right to use the substance of the article in future own works, including lectures and books,
- the right to reproduce the article for own purposes,
- the right to self-archive the article.
- the right to enter into separate, additional contractual arrangements for the non-exclusive distribution of the article's published version (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal (Journal of Information Technology and Computer Engineering).
5. Co-Authorship
If the article was jointly prepared by other authors; upon submitting the article, the author is agreed on this form and warrants that he/she has been authorized by all co-authors on their behalf, and agrees to inform his/her co-authors. JITCE will be freed on any disputes that will occur regarding this issue.
7. Royalties
By submitting the articles, the authors agreed that no fees are payable from JITCE.
8. Miscellaneous
JITCE will publish the article (or have it published) in the journal if the article’s editorial process is successfully completed and JITCE or its sublicensee has become obligated to have the article published. JITCE may adjust the article to a style of punctuation, spelling, capitalization, referencing and usage that it deems appropriate. The author acknowledges that the article may be published so that it will be publicly accessible and such access will be free of charge for the readers.