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All Journal Jurnal Edukasi dan Penelitian Informatika (JEPIN) ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika Jurnal Ilmiah FIFO JMM (Jurnal Masyarakat Mandiri) JURNAL EDUCAZIONE : Jurnal Pendidikan, Pembelajaran dan Bimbingan dan konseling JMECS (Journal of Measurements, Electronics, Communications, and Systems) bit-Tech Jurnal Teknologi Dan Sistem Informasi Bisnis MUKADIMAH: Jurnal Pendidikan, Sejarah, dan Ilmu-ilmu Sosial Jurnal Manajemen Bisnis dan Kewirausahaan Jurnal Abdi Insani Almufi Jurnal Pengabdian kepada Masyarakat SinarFe7 eProceedings of Engineering Enrichment: Journal of Multidisciplinary Research and Development Jurnal Inovasi Pendidikan Jurnal Humaniora, Ekonomi Syariah dan Muamalah Jurnal Wacana Kinerja: Kajian Praktis-Akademis Kinerja dan Administrasi Pelayanan Publik JEES: Journal of Education and Educational Sciences
Rita Purnamasari
Universitas Telkom
Religion Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Social Sciences Other

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Journal : bit-Tech

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Designing a Real-Time TOXMAP Backend Based on FastAPI and Firebase for B3 Waste Lubis, Gading Aurelia Nabila; Purnamasari, Rita; Saleh, Khaerudin
bit-Tech Vol. 8 No. 1 (2025): bit-Tech
Publisher : Komunitas Dosen Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32877/bt.v8i1.2888

Abstract

Household waste classified as Hazardous and Toxic Waste (Bahan Berbahaya dan Beracun—B3) poses serious risks to health and the environment if not managed properly. Mismanagement can result in groundwater contamination, soil degradation, and long-term exposure to carcinogens. To address this issue, TOXMAP was developed as a mobile-based system that integrates real-time image classification with location-based disposal guidance. This paper discusses the development of the TOXMAP backend using a FastAPI server to process image input and classify waste using a pre-trained Support Vector Machine (SVM) model. Firebase supports user authentication, image storage, and retrieval of nearby dropbox locations. The Flutter-based frontend enables cross-platform access and supports real-time camera input. Load and integration tests show that the system responds in under one second with good classification accuracy and high user responsiveness. The system architecture effectively combines machine learning inference, cloud-based data handling, and mobile accessibility. FastAPI, Firebase, and SVM were selected to ensure lightweight, responsive, and accurate performance. Testing confirmed strong system stability and efficient computation during iterative use. The SVM model offers a balance between prediction accuracy and resource efficiency. By providing accurate classification and practical location guidance, the TOXMAP system enhances environmental awareness and promotes responsible disposal behavior. This architecture presents a scalable, lightweight, and accessible solution to support better household hazardous waste management and sustainable behavioral change.
Co-Authors Abdurrahman Rahim Thaha Aditia Tarigan Aditia, Tarigan Agung Adinegoro Aji Fajar Suryo Antoro Alfin, Muhammad Aliefiya Rachman Anam, Nasehun Anatasya Bella Anatasya Bella Andriyan Bayu Suksmono, Andriyan Bayu Angga Rus Dinar Annaria Anggi Putri Siagian Anton Wachidin Widjaja Ariando Ariando Awlia, Winda Bainuri, Aulia Novria Basudewa, Muhammad Imansyah Bimo Rian Tri Nugroho Citra Fairuz Ghina Dadan Nur Ramadan Darmawan, Galang Aditya Dewi Zakiawati Dimarta, Rafli Caesario Dimata, Rafli Caesario Edwin Rizki Handiarno Efri Suhartono Estananto Fahmi Oscandar Faisal Nur Achsani Fatur Rizki, Dwiki Feliana Putri Anindyta Efendi Felix Pidha Hilman Fenty Alia Firos Fathul Alam Fitriah Halimah Fityanul Akhyar Gading Aurelia Nabila Lubis Gaol, Satya Wira Fernanda Lumban Gelar Budiman Hannissa Sanggarini Hashfi Fadhillah Hasril Hasril INDRA PRATAMA PUTRA SALMON Indrarini Dyah Irawati Inung Wijayanto Irawan, Meisi Iwan Iwut Tritoasmoro Janah Eka Widiarni Jony Oktavian Haryanto Kamil, Muhammad Zulvikar Fadlillah KHAERUDIN SALEH Khaerudin Saleh Khairul Anas Kris Sujatmoko Ledya Novamizanti Lubis, Gading Aurelia Nabila M.Fauzi Ishak M.Fauzi Ishak Mahanani, Edo Lutfi Majid, Muhammad Adam Mangesti, Dewi Sri Mas Sarwoko Suraatmadja Mohamad Ramdhani Mua, Edward Christhoper Muhamad Reinaldi Kurniawan Muhammad Fikri Aufa Muhammad Hablul Barri Muhammad Obi Nugraha Murnisari Dardjan Murnisari Dardjan Murnisari Dardjan Mustikasari, Ira Nani Murniati Nugraha Nugraha Nugraha Nugraha Nur Arviah Sofyan Nur Ibrahim Nurwan Reza Fachrurrozi Parameswara, Prastama Agung Yusuf Pramuji, Mochammad Chandra Prasojo, M Heru Pratama , M Hidayatullah Pratiwi, Yullia Sartika Putri Purwanto Purwanto Putu Harry Gunawan R. Yunendah Nur Fu’adah Raditiana Patmasari Rahman, Muhammad Harits Rahman, Nurfadilah Ramadhana, Rexy Yusuf Ratnasari, Pungky Eka Ratri Dwi Atmaja Resandy, Refsi Reza Yudistira Rizki Amalia Ulfa Rizki, Chaerul Rustam Rustam Rustam Saputra, Efa Maydhona SAPUTRA, EFA MAYDHONA Sasmi Hidayatul Yulianing Tyas Satria Mandala Savitri Amalia Siti Lainatul Afifah Siti Zahrotul Fajriyah Soetedjo, Erlangga Rahmat SOFIA SAIDAH Suci Aulia Sugondo Hadiyoso Suryo Adhi Wibowo Syauqi, Nabil Ali Syifa Nurgaida Yutia Tarigan Aditia Taufik Yumna Tilawatila, Wawa Tora Fahrudin Wahid, Gloria Shekinah Florensia Wahidin Wahidin Wibawa, Made Hady Sadya Wibisono Sabdo Utomo Yonita Ersalina Leksono Yoren, Muhammad Ikhlashul Yudhi Afriyana Yudiansyah Yudiansyah Yulinda Eliskar Yunita Sri Wulandari, Kristina Yurika Ambar Lita Yurika Ambar Lita Yuti Malinda Yuti Malinda