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Journal : journal of intelligent systems technology and informatics

Feature Importance Analysis for Predicting Residential Building Energy Consumption Using Random Forest Tiara; Rahayu, Sri Nur
Journal of Intelligent Systems Technology and Informatics Vol 2 No 1 (2026): JISTICS, March 2026
Publisher : Aliansi Peneliti Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.64878/jistics.v2i1.99

Abstract

Using the Random Forest algorithm within the CRISP-DM framework, this study investigates residential building energy consumption and identifies key factors influencing electricity demand. The dataset, obtained from Kaggle, includes environmental, operational, and temporal variables, such as temperature, humidity, occupancy, HVAC usage, lighting activity, renewable energy utilization, and hour_of_day. Data preprocessing and categorical encoding were applied prior to model training, followed by hyperparameter optimization using RandomizedSearchCV. The optimized Random Forest model achieved a Mean Absolute Error (MAE) of 4.349, a Root Mean Square Error (RMSE) of 5.499, and a Coefficient of Determination (R²) of 0.510, indicating moderate predictive performance. While the model effectively captures general consumption patterns, part of the variability remains unexplained due to the absence of explicit temporal dependencies and detailed behavioral factors. Model interpretability was examined using Feature Importance, SHAP, and Partial Dependence Plots (PDP), revealing that temperature and HVAC usage are the most influential predictors of residential energy consumption. Overall, the proposed approach provides interpretable insights into residential energy use patterns and supports data-driven strategies to improve energy efficiency in residential buildings.
Co-Authors Ade Marlia Adria Fathan Mahmuda Adriani Airis Febriyanti Sugandi Akhmad Dzakwan, Akhmad Akiko Ivana Ali, Nuraliah Am Azbas Taurusman Andi Nurhasanah Andri Yulianto Andri Yulianto, Andri Angga Kusumah Anggraini, Sari Anis Wulandari, Anis Anjani, Hayaullah Aprayuda, Riyadi Apri Budianto, Apri Aprialdi , Muhammad Ardiani, Yeni Asriah Nurdini M. Astuti, Lussy Atikah Aunnurahman Ayu Ayuningtyas, Rada Aziz, Nur Jannah Abdi Azra Bahiya Bistari Bogireddy, Chandra Cania, Putri Dhea Ayunanda Diana, Mustika Diardana Prima Sintasari Dina Salsa Agisni elka Endri Junaidi, Endri Eriansyah, Fadillah Erwan Sastrawan Erwansyah, Luqi Fandy Bestario Harlan Febrianti Nur Gunawan Feti Fahmimroah Firdayanti Fitri Siagian, Yesica Habibi, Mohammad Hamdani Hariadi, Rudi Harini Vita Puteri Hasta Sulistyaningrum Hebriyani, Hesty Helsa Aprilia H Mamud Herawati, Henny Hikmah Ayu Wardani Hugo Dimas Ohsyahiba Ika Ayu Mentari ILHAM Imara, Inang Sri Imran Imran Inka Nusamuda Pratama intan Isdin Islamiah, Nurul Jamal, A. Noorshafira Safitri Jefri Rieski Triyanto Jenny Novita Sari Jeriyah, Ainul Jubaedah, Lilis KHOIRUN NISA LINDA GRACE LOUPATTY Long, Yuliana M Rizky Ismail M Samunawardin M. Risal, M. M. Rudini M.K. Ummah BK Malahayati Marzuki Mayasari, Riska Meiliyani Br Ginting Miftakhuddin Mohammad Imron Monika Muammar Muh. Nabil Mulni Muh. Syihab Ikbal Muhammad Asyroful Mujib Muhammad Iqbal Munawarah Muslimin, M Iksan Mutiara Nazla Marsha Lauda Jauhar Neldi, Mondra Ni Wayan Wiwin Asthiningsih Nini Andriani Novianty, Jeslyn Novinovrita Nunung S. Jamin Nur Fithriyanti Imamah Nurhafidhah Nurhalizah, Desy Nurul anisa Ofrial, Siti Anugrah Mulya Putri Pramudia, Bagas Pratiwi, Rezki Aulia Pudjo Suharso Putra Perkasa, Nanda Putri , Selma Riana PUTRI WAHYUNI Putri, Selmi Rahayu, Putri Dwi Rahayu, Sri Nur Rahmania, Siti Rahmawan, Ridwan Rangga Reni Tri Subekti Retna Ngesti Sedyati Retna Ngesti Sedyati, Retna Ngesti Rian Risendy Rifa’atussalwa Hayati Riska Amalya Nasution Rizky Nur Cahyono, Yusuf Roza Yusfiandayani Rusdiyono Sakti, Fajar Tri Saliman Saliman Salma Isnaeni Saputra, Dalli Yulio SARI, MITA Sasana Putra, Sasana Satriya Nugraha Septia, Hidayatul Dwi Setyaningtyas, Angelina Dyah Arum Siladja, Muljanto Sinek Mehuli Br PA Siswahyudianto Slamat Fitriyadi Sri Kantun Sri Maryuni, Sri Sri Mulyani Sri Wahyuningsi Laiya Sudirman Sulistyarini, Sulistyarini Suliyanto Surya Perdana Syafitri, Ayu Tampubolon, Owen Martinus Tandi Kadang Tomo Djudin Trikandi, Sonya Trisha Luvvent Viedya Wildan Vina Kholisa Dinuka Widiya Zahrah Wilia, Grasya Putri Winanda Wahana Warga Dalam Winda Ayu Y. Touvan Juni Samodra Yanasita Mafluha Yoga Pratama, Virgiawan Yuliana, Gatot Yulianita Sarazwati, Raja zahra salsabila Zulaikha, Fatma