Article Per Year (5 Year)
p-Index From 2021 - 2026
4.338
P-Index
This Author published in this journals
All Journal Agrikultura Teknotan: Jurnal Industri Teknologi Pertanian JTEV (Jurnal Teknik Elektro dan Vokasional TEKMAPRO Journal of Industrial Engineering and Management Jurnal Keteknikan Pertanian Tropis dan Biosistem Journal of Mathematical and Fundamental Sciences Journal of Science and Applicative Technology Jurnal Teknik Pertanian Lampung (Journal of Agricultural Engineering) JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) Abdimasku : Jurnal Pengabdian Masyarakat INVENTORY : Industrial Vocational E-Journal On Agroindustry Journal of Soft Computing Exploration Jurnal Multidisiplin Madani (MUDIMA) METAL : Jurnal Sistem Mekanik dan Termal Applied Research in Science and Technology Jurnal Pengabdian Masyarakat Bhinneka Sultra Journal of Mechanical Engineering (SJME) TeknoKreatif: Jurnal Pengabdian kepada Masyarakat Journal of Sciencce Technology and Visual Culture Sultra Journal of Mechanical Engineering
Mufidah, Zunanik
Biosystem Engineering, Department Of Production And Industry Technology, Institut Teknologi Sumatera
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Astronomy Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Public Health Social Sciences Other

Published : 31 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Soft Computing Exploration

 1 
Improved human image density detection with comparison of YOLOv8 depth level architecture and drop-out implementation Yulita, Winda; Ramadhani, Uri Arta; Mufidah, Zunanik; Atmajaya, Gde KM; Bagaskara, Radhinka; Kesuma, Rahman Indra; Aprilianda, Mohamad Meazza
Journal of Soft Computing Exploration Vol. 6 No. 1 (2025): March 2025
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v6i1.556

Abstract

Energy inefficiency due to Air Conditioners (AC) running in empty rooms contribute to unnecessary energy consumption and increased CO₂ emissions. This study explores how different depth levels of the YOLOv8 architecture and dropout regularization can enhance human density detection for smarter AC control systems. By evaluating model accuracy through Mean Average Precision (mAP50-95), we provide quantitative insights into how these modifications improve detection performance. Our dataset consists of 1363 images taken in an office environment at ITERA under varying lighting conditions and different human presence densities. The results show that the YOLOv8m model performs best, achieving an mAP50-95 score of 0.814 in training and 0.813 in validation, outperforming other YOLOv8 variants. Furthermore, applying dropout regularization improves model generalization, increasing mAP50-95 from 0.552 to 0.6 and effectively reducing overfitting. This study highlights the balance between architectural depth and dropout regularization in YOLOv8, demonstrating its effectiveness in energy-efficient smart buildings. The findings support the potential of deep learning-based human density detection in improving energy conservation strategies, making it a valuable solution for intelligent automation systems.
Co-Authors Abdul Rachman Jordy Adhayuga, Farhan Agung Adi Mas Sulton Adi Wirawan Adi Wirawan Afit Miranto Afriansyah, Aidil Agung Cahyono Agus Haryanto Agus Haryanto Ahmad Suaif Alfajrin, Achmad Chalid Afif Alvin Fatikhunnada Alvin Fatikhunnada, Alvin Amelia, Okta Amril Hakim Tiguna Andika Setiawan, Andika Anggraini, Bella Dewi Annisa Herliana Annisa Nur Ichniarsyah Aprilianda, Mohamad Meazza Arham, La Ode Arif Dwi Santoso Arkham Zahri Rakhman Astuti, Resti Dwi Atmajaya, Gde KM Attamimi, Tahani Farhat Ayu Sholeha Bagaskara, Radhinka Bagus Hermanto Budi Priyonggo Chalid, Achmad AA Dewangga, Dualim Atma Diptaningsari, Danarsi Duwi Hariyanto Duwi Hariyanto Dwi Cahyani Dwi Rahayu Dwi Rahayu Edriani, Tiara Shofi Edy Soewono Fajar Paundra Fil'aini, Raizummi Fil’aini, Raizummi Gres Maretta, Gres Gumaran, Setyadi Handoyo Handoyo Hariyanto, Duwi Harmiansyah Intan Avionita intan kusuma wardani Japar Sodik Jekvy Hendra Jordy, Abdul Rachman Joyce Rebeka Gultom Juanto, Benedictus Khoirun Naimah Kisna Pertiwi Kisna Pertiwi Kisna Pertiwi, Kisna Lathifa Putri Afisna M. Azhar Mustafid Madi Madi Madi Madi Mahardika, Melbi Mareli Telaumbanua Mareli Telaumbanua Marpaung, David Septian Sumanto Mawardi, Rahadian Meidaliyantisya, Meidaliyantisya Mohamad Nur Yahya Muh. Kusmali Muhammad Hafidz Muhammad Hafidz, Muhammad Muhammad Syaukani Naufal Taufiq Ridwan Ni Wayan Arya Utari Nike Dwi Grevika Dranatantiyas Nike Dwi Grevika Drantantiyas Nila Wardani, Nila Nova Anika Nurfaisal Asrafi Pangihutan, Ruben Paundra, Fajar Radhinka Bagaskara Rahman Indra Kesuma Rahman Indra Kesuma Raizummi Fil'aini Raizummi Fil’aini Ramadhani, Uri Arta Renaldi, Rifki Rifky Fauzi Risky Wiradinata Rizka, Nela Rudi Setiawan Rudi Setiawan SABAR Sabar Sabar Sabar Saefudin Saefudin Salsabila, Alya Sastra Kusuma Wijaya Simanungkalit, Marifa Sri Haryani Sri Mursidah Styaningrum, Amalia Sujatmiko Sujatmiko Suratun Nafisah Telaumbanua, Marelli Tiguna, Amril Hakim Tri Novita Sari Tri Novita Sari, Tri Novita Ummah, Narjisul Ummah, Narjisul URI ARTA RAMADHANI Utami, Riani Utriweni Mukhaiyar Valentino, Fandy Willy Rachman Winda Yulita Winda Yulita Yulita, Winda