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All Journal Journal of Engineering and Management in Industrial System Jurnal Teknologi Informasi dan Ilmu Komputer Journal of Information Technology and Computer Science Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer JAST : Jurnal Aplikasi Sains dan Teknologi Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI)
Santoso, Nurudin
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Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Other

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Journal : Journal of Information Technology and Computer Science

 1 
Extreme Learning Machine Weights Optimization Using Genetic Algorithm In Electrical Load Forecasting Meilia, Vina; Setiawan, Budi Darma; Santoso, Nurudin
Journal of Information Technology and Computer Science Vol. 3 No. 1: June 2018
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1812.596 KB) | DOI: 10.25126/jitecs.20183154

Abstract

The growth of electrical consumers in Indonesia continues to increases every year, but it is not matched by the provision of adequate infrastructure that available. This causes the available electrical capacity can't fulfill the demand for electricity.  In this study, a smart computing system is build to solves the problem. Electrical load data per hour is being used as an input to do the electrical load forecasting with Extreme Learning Machine method. Extreme Learning Machine method uses random input weight within range -1 to 1. Before the electric load prediction process runs, genetic algorithms first optimizing the input weight.  According to the test results with weight optimization, MAPE average error rate is 0.799% while without weight optimization the rate rise to 1.1807%. Thus this study implies that Extreme Learning Machine (ELM) method with weight optimization using Genetics Algorithm (GA) can be used in electrical load forecasting problem and give better prediction result
Designing An Application of Software Project Management By Using Framework Scrum (SPM-Scrum) Santoso, Nurudin; Amalia, Faizatul
Journal of Information Technology and Computer Science Vol. 6 No. 1: April 2021
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (964.187 KB) | DOI: 10.25126/jitecs.202161297

Abstract

Most of failures of startup application in many countries reached 75%, while the startup failures in Indonesia reached 90%. These failures were caused by non-technical or management factors in managing startup. The RPL (Software Engineering) Laboratory of FILKOM of Brawijaya University has a roadmap to develop an application to guarantee the success of a management software project. The data analysis had been performed on FILKOM student’s thesis work which generally develops software that has main obstacle in the management. A study solution which was developed through scientific SDLC and PMLC combined with Scrum method becomes an application named SPM-SCRUM. The results of analysis carried out on several software development projects refer to the Iterative SDPM process. Furthermore, the strategy of Iterative SDPM combined with Scrum method produces a system architecture design that separates the Front End and Back End
Co-Authors Achmad Arwan Adam Hendra Brata Adani, Rafi Malik Agi Putra Kharisma, Agi Putra Ahmad Saifuddin, Ahmad Ahya, Anugrah Vito Al Hazmi, Moch. Fariz Alfidhinnuni, Mohammad Ilham Alfiyah, Berlita Zaidatul Ali Fauzi, M. ARI KURNIAWAN Ariadi Retno Tri Hayati Ririd Arief Andy Soebroto Arief Prasetyo Astuti, Ely Setyo Ayodya, Alif Banni Satria Andoko Bayu Priyambadha Budi Darma Setiawan Budidharma, Ikrar Destyana Ellingga Pratiwi Dwi Syahputra, Ade Arya Dwihar, Muhammad Naufal Habibie Edy Santoso Faizatul Amalia, Faizatul Farhan, Muhammad Ariq Farhansyah, Brahma Hanif Fathah, Zamachsyari Gumiwang, Aji Rangga Hadi Al Baihaqi, Muhammad Shovian Hafidzi, Muhammad Nauval Hakeem, Rayhan Herman Tolle Imam Cholissodin Imam Fahrur Rozi Indah Fitria, Indah Johan A. E. Noor Jonemaro, Eriq Muhammad Adams Kharisma, Agi khoirinnisa, septia Kusuma, Muhammad Cakra Pandu Lailiya, Rahma Meilia, Vina Mubarok, M. Farid Husni Mulya, Azka Isnandaru Fajrina Nazilla, Fahmy Ainun Nisar, Bahrum Nugraha, Muhammad Huda Nurul Hidayat Octavianti, Riza Dwi Putra Pandu Adikara Putra, Hendrawan Anantha Rafi, Ryan Muhammad Rahmad, Cahya Rahmania, Nisrina Riswan Septriayadi Sianturi Rizky, Reza Muhammad Rosa Andrie Asmara Saputro, Aditya Ikhwan Septian Pradana, Septian Shafira, Nabilla Elya Siti Romlah Suhendro, Seto Yogo Widyo Sujadmiko, Mohammad Hary Sulistyo, Rizky Tri Susanto, Hersandi Anjar Sutrisno, Sutrisno Tri Astoto Kurniawan, Tri Astoto Ulla Delfana Rosiani Vivien Fathuroya, Vivien Wardani, Adhiati Kusuma Wardani, Dhamar Santi Kusuma Yogastama, Reyhan Ardiya