Artificial Neural Network Untuk Memprediksi Konsumsi Energi Listrik Pada PT.PLN (persero) UP3 Surabaya Selatan (Artificial Neural Network to Predict Electrical Energy Consumption at PT. PLN (Persero) UP3 South Surabaya)

Pangestu N.S.P, Manda (2022) Artificial Neural Network Untuk Memprediksi Konsumsi Energi Listrik Pada PT.PLN (persero) UP3 Surabaya Selatan (Artificial Neural Network to Predict Electrical Energy Consumption at PT. PLN (Persero) UP3 South Surabaya). Undergraduate thesis, Universitas 17 Agustus Surabaya.

	Text ABSTRAK..pdf Download (3MB)
	Text BAB 1.pdf Restricted to Repository staff only Download (128kB)
	Text BAB 2.pdf Restricted to Repository staff only Download (274kB)
	Text BAB 3.pdf Restricted to Repository staff only Download (148kB)
	Text BAB 4.pdf Restricted to Repository staff only Download (792kB)
	Text BAB 5.pdf Restricted to Repository staff only Download (122kB)
	Text LAMPIRAN.pdf Download (159kB)
	Text JURNAL.pdf Download (779kB)
	Text JURNAL TURNITIN.pdf Download (1MB)
	Other (Thumbnails conversion from text to thumbnail_preview) preview.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_small) small.jpg Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_preview) preview.jpg Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Thumbnails conversion from text to thumbnail_lightbox) lightbox.jpg Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Thumbnails conversion from text to thumbnail_medium) medium.jpg Download (0B)
	Other (Thumbnails conversion from text to thumbnail_small) small.jpg Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_medium) medium.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_small) small.jpg Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Thumbnails conversion from text to thumbnail_preview) preview.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_medium) medium.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_lightbox) lightbox.jpg Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_preview) preview.jpg Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Thumbnails conversion from text to thumbnail_lightbox) lightbox.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_medium) medium.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_small) small.jpg Restricted to Repository staff only Download (0B)
	Other (Thumbnails conversion from text to thumbnail_lightbox) lightbox.jpg Download (0B)
	Other (Thumbnails conversion from text to thumbnail_medium) medium.jpg Download (0B)
	Other (Thumbnails conversion from text to thumbnail_small) small.jpg Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Restricted to Repository staff only Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)
	Other (Generate index codes conversion from text to indexcodes) indexcodes.txt Download (0B)

Abstract

Seiring bertambahnya penduduk dan berbagai faktor yang mempengaruhi kebutuhan listrik tiap tahun yang selalu meningkat, agar penyediaan konsumsi energi listrik dapat terpenuhi maka dilakukan suatu prakiraan ( forecasting ). yang bertujuan untuk mengambil suatu kebijakan yang akan terjadi dimasa mendatang. Pada penelitian ini akan dilakukan peramalan konsumsi energi listrik pada wilayah surabaya pada tahun 2021 – 2026 dengan menggunakan artificial neural network yang menggunakan metode backpropagation. setelah melalui berbagai tahap pelatihan model arsitektur jaringan yang berulang – ulang maka didadaptkan jaringan arsitektur terbaik berupa 6 masukan yang terdiri dari ( jumlah penduduk, jumlah pelanggan berbagai sektor seperti sektor sosial, rumah tangga, industri pemerintah, bisnis dari tahun 2015-2020), dengan 3 neuron pada hidden layer, dan 1 neuron pada output layer yaitu konsumsi energi listrik dalam satuan Gwh tahun 2015 – 2020. Setelah dilakukan prediksi prakiraan kebutuhan konsumsi energi listrik didapatkan nilai MAPE sebesar 1,334% dengan nilai MSE 0,2063 yang merupakan prakiraan tersebut sangat akurat dikarenakan berkisar dibawah (<10%), Sehingga metode ini dapat digunakan untuk memprediksi kebutuhan konsumsi energi listrik dimasa mendatang.

Actions (login required)

View Item