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Journal : Bulletin of Electrical Engineering and Informatics

Comparison of Solar Radiation Intensity Forecasting Using ANFIS and Multiple Linear Regression Methods Hadi Suyono; Rini Nur Hasanah; R. A. Setyawan; Panca Mudjirahardjo; Anthony Wijoyo; Ismail Musirin
Bulletin of Electrical Engineering and Informatics Vol 7, No 2: June 2018
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (659.58 KB) | DOI: 10.11591/eei.v7i2.1178

Abstract

Solar radiation forecasting is important in solar energy power plants (SEPPs) development. The electrical energy generated from the sunlight depends on the weather and climate conditions in the area where the SEPPs are installed. The condition of solar irradiation will indirectly affect the electrical grid system into which the SEPPs are injected, i.e. the amount and direction of the power flow, voltage, frequency, and also the dynamic state of the system. Therefore, the prediction of solar radiation condition is very crucial to identify its impact into the system. There are many methods in determining the prediction of solar radiation, either by mathematical approach or by heuristic approach such as artificial intelligent method. This paper analyzes the comparison of two methods, Adaptive Neuro Fuzzy Inference (ANFIS) method, which belongs into the heuristic methods, and Multiple Linear Regression (MLP) method, which uses a mathematical approach. The performance of both methods is measured using the root mean square error (RMSE) and the mean absolute error (MAE) values. The data of the Swiss Basel city from Meteoblue are used to test the performance of the two methods being compared. The data are divided into four cases, being classified as the training data and the data used as predictions. The solar radiation prediction using the ANFIS method indicates the results which are closer to the real measurement results, being compared to the the use MLP method. The average values of RMSE and MAE achieved are 123.27 W/m2 and 90.91 W/m2 using the ANFIS method, being compared to 138.70 W/m2 and 101.56 W/m2 respectively using the MLP method. The ANFIS method gives better prediction performance of 12.51% for RMSE and 11.71% for MAE with respect to the use of the MLP method.
Co-Authors Abdi Pandu Kusuma Abdurrasyid Jahdan ABDURROHIM, MOHAMMAD SALMAN Achmad Basuki Achmad Yahya Chasanuddin Adi, Hari Purnomo Aditya Bagus Setyawan Aditya Dwi Putranto Adityara, Farrel Billy Ahmad Fajar Robiyanto Ahsein Jomaa Alshibani Ainul Hayat Akbar, Alif Aulia Al Fawwaz, Muhammad Ghozi Alief Aulia Pradika Wijaya Alief Nasruddin Allaam, Hisyam Ghozi Alsabah, Mus Ali Altajim, Fauzan Aiman Amir Fahmi Ananda, Andhika Dwi Andreyanto, Tegar Setyo Andrian Dwiputro Andy Surya Adi Angkasa, Aulia Anik Nur Handayani Ansyaruddin Rahmatdiansyah Anthony Wijoyo Ardiansyah, Muhammad Doni Ardiansyah, Rendy Ardiansyah, Rizky Ariefianto, Rizki Mendung Arif Resnu Putra Aripriharta - Ariq Kusuma Wardana Arizky Erwinsyah H. Armeyelia, Bulan Assariy, Muhammad Faiz Astuti, Khairina Noor Avrizal Riva Belan Ayob, Shahrin Md. Azmi, Azralmukmin Banu Hermawan Yuditya Basuki Winarno Basuki Winarno, Basuki Bernadus Blasio Arsoni Berry Bustan Bastian Bimo Ardiansyah Bobby Pratama Budiono Mismail Censa Widianing Mulya Baskara Chandra Wiharya Chandra, Aulia Adi Cita Rahiim Tama Claudio Bryllian Adam Z. Corina Martineac Danang Dwi Andaru Dandhi Tri Laksono David Suban Koten Derry Putranugraha Devanda Antonius Y. R. Dhofir, Mochammad Dicky Indratama Didik Rahadi Santoso Dimas Diar Aidi Ditza Pasca Irwangsa Dodit Suprianto Duta Narendratama Dzikrullah, Hafeeza Rinn Edypoerwa, Mugni Labib Edypoerwa, Mugni Labib Eka Maulana Eko Kuncoro Erwan Aryanto Erya Septy Dwi Wardhani Fadhil Ilma Fairuz Milkiy Kuswa Faiz Yusky Ahlian Fariz Aulia Rifqi Fauzi, Zulfa Anang Fianto, Aulia Ramadhan Fitra Rahmat Indyanto Frediawan Yuniar Galuh Prawestri Citra Handani Gatut Yulisusianto Goegoes Dwi Nusantoro Gwo-Jiun Horng Gymnastiar, Muhammad Ilham Habibah, Nisrina Rania Habriansyah Basta Nugraha Hadi Suyono Hadi Suyono Hadi Suyono Hadi Suyono Hadi Suyono Handani, Galuh Prawestri Citra Handari, Yosi Dwi Handoyono, Tito Tri Harfin Pratama Hari Santoso Hari Santoso Haris Altamira Harry Soekotjo Dachlan Hatorangan, Orlando Hazlie Mokhlis Hendrik Kenedy Tupan Heru Purnomo Hery Aprianto Hery Purnomo Hidayat, Ryan Mevi Hikam, Aldi Lutfil Himam, Fanisha Laila Himawan, Achmad Faisal I Nyoman Gde Wardana Ihza Aulia Rahman Ilham Ramadhan Maulana Imam Prakoso Indah Permata Sari Safti Indra Setyawan Irfan Aditya Primanto Irvan, Muh. Zulvi Islam, Muhammad Gul E. Ismail Musirin Ismail Musirin Ivan Pascal Al Ghafiky Izzul Islam Putra Nusantara Jacob Jonas Rikumahu Jeki Saputra Johanis Tupalessy Khairudin Syah Khoirul Herman Pambudi Khusnul Hidayat Koko Sasmito Kristo Radion Purba Kurniawan, Muh Alif Deby Lalu Riza Aliyan Lalu Riza Aliyan Latif, Nabila Fauziah Lestariyanto, Arthur Rahmad Lilik J. Awalin Lintang Gadis Ratu Rachellya Liza Putri Dafroni Lunde Ardhenta Luthfan Akbar Azizan Firdaos M Fauzan Edy Purnomo M. Arie Hendro Tri Hartomo M. Azis Muslim M. Aziz Muslim M. Aziz Muslim M. Aziz Muslim M. Dhia Ul Falah Mahfudz Shidiq Mamdouh Abdel-Akher Mardotillah, Nanda Azizah Markus D. Letik Maulana, Eka Maynaki, Erlangga Rizky Moch Dhofir Moch Dhofir Moch. Dhofir Moch. Dhofir Moch. Dhofir Mochammad Muchlis Triwahyudi Moh. Farid Rahman Mohamad Najib Priyo Prakoso Mohamed Zellagui Mohammad Salman Abdurrohim Mokhammad Hasyim Asy’ari Mu'ammar Faris L. Muchammad Ali Mudjirahardjo, Panca Muhamad Hazim Lokman Muhammad Amienullah Nisful Habibie MUHAMMAD ASYROF Muhammad Aziz Muslim Muhammad Aziz Muslim Muhammad Fadillah Kurniawan Muhammad Fauzan Edy Purnomo Muhammad Ghilmanuddin S. Muhammad Rahmatullah Al-Qaedi Muhammad Ridho Ansyari Muhammad Rifqi Nur Sabilillah Muhammad Rizky Wira Utomo Muhammad Sholikhin Muhammad Syarifuddin Anshor Muhammad Syukri Abdul Jalil Muharrama Ahsani Taqwim Mukti Friyan Aditama Musa Khairul Umam Musirin, Ismail Bin Muslimin Muslimin Mutia Tsari n/a Hariyono n/a Nurussa'adah n/a Soeprapto n/a Wijono n/a Wijono Nadhea Primasetya Nanang Sulistiyanto Nico Gautama Ginting Nisrina Rania Habibah Norzanah Rosmin Nur Rahma Dona Nur Sabilillah, Muhammad Rifqi Nur Vidya Ramadhani Nurhakiki, Mauludiya Annisa Nurizza Salsa Alafia Nurussa'adah, n/a Nurussa’adah, n/a Nurwati, Tri Onny Setyawati Paramita Dwi Putri Pranyata Pausta Yugianus Pegy Lestari Pieter S. Tatipikalawan Prabowo, Muhamad Romadhani Pradipta, Doni Prasetyanto, Andi Wahyu Purnomo Budi S. Purnomo, Purnomo Putera, R. P. Ravie O. Mucheyz Putra, Ade Mahendra Darma Putra, Hari Widagdo Putra, I Made Alit Antara Putri P., Paramita Dwi R. A. Setyawan Rachman Shandy Pratama Rahardjo, Muhammad Farid Rakhmad Ramadhan Ramadhan Khansa Akbari Ramadhani Kurniawan Subroto Raymond Abdul Aziz Ash Shidiq WR Rendy Ardiansyah Resi Dwi Jayanti Kartika Sari Ridhwan Athaya P. Ridlwan, Asfarur Rifka Agustina Kusuma Pratiwi Rifki, Mohammad Ya’kub Rizal Riko Nur Akbar Risnugroho, Brian Rizki Mendung Ariefianto Rizki Mendung Ariefianto Rizki Tirta Nugraha Rizki, Fahrina Novia Rizky Adhiputra Wallad Rizky Ardiansyah Rizqi Taufiqurrahman Rizqi Wahyu Rahmariadi Rizqiyatullah, Muhammad Rafli Rosihan Arby Harahap Rudi Hariyanto Rusli, Mochammad Saiful Izwan Suliman Salim, Mohammad Agus Santoso, Asfari Hariz Saputra, Didit Sugeng Septi Uliyani Septian Kevin Aditama Setiawan, Aditya Bagus Sharifah Azma Syed Mustafa Shidqi, Fahruddin Shufinah, Syahla Siagian, Alfandri Sidik Nurcahyo Sigi Syah Wibowo Sintha Dwiferma Br Sinurat Siswandi, Wawan Soeprapto - Soeprapto Soeprapto Sofiatus Solihah Soleman Sesa Soleman Sesa, Soleman Subroto, Ramadhani Kurniawan Suci Imani Putri Suparman Suparman Surya Adi Purwanto SUTEJA, RAI PRAMESTI Suyono, Hadi Syarif, Habib Tajuddin, Mohammad Faridun Naim Taufik Taufik Taufik Taufik Taufik Taufik Teguh Utomo Teguh Utomo teub elektro teub Tole Sutikno Tri Nurwati Tri Nurwati Tri Wahyu Prabowo Tumpak Samosir Ullin Dwi Fajri A. Unggul Wibawa Unggul Wibawa Victor Andrean Vita Kusumasari Wahyu Nur Firdausy Wardani, Alya Kusuma Wardhana, Anak Agung Sagung Gede Paramitha Waru Djuriatno Waru Djuriatno Welly Hagata Kembaren Widyananda, Eka Putra Widyananda., Putra Wijaya, Rizki Adi Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono Wijono, n/a Wijono, n/a Wildan Alfi Syahri Wiwied Putra Perdana Yosep Agus Pranoto Yosi Dwi Handari ZAINUL ABIDIN Zainul Abidin Zainuri, Akhmad Zamrud Kurnia Prasetyo Zuhdi, Fadhil Ariq