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Hamzah
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Journal : Jurnal Buana Informatika

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Machine Learning for Environmental Health: Optimizing ConcaveLSTM for Air Quality Prediction Diqi, Mohammad; Hamzah; Ordiyasa, I Wayan; Wijaya, Nurhadi; Martin, Benedicto Reynaka Filio
Jurnal Buana Informatika Vol. 15 No. 01 (2024): Jurnal Buana Informatika, Volume 15, Nomor 01, April 2024
Publisher : Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24002/jbi.v15i1.8707

Abstract

This study investigates the optimization of the ConcaveLSTM model for air quality prediction, focusing on the interplay between input sequence lengths and the number of LSTM units to enhance forecasting accuracy. Through the evaluation of various model configurations against performance metrics such as RMSE, MAE, MAPE, and R-squared, an optimal setup featuring 50 input steps and 300 neurons was identified, demonstrating superior predictive capabilities. The findings underscore the critical role of model parameter tuning in capturing temporal dependencies within environmental data. Despite limitations related to dataset representativeness and environmental variability, the research provides a solid foundation for future advancements in predictive environmental modeling. Recommendations include expanding dataset diversity, exploring hybrid models, and implementing real-time data integration to improve model generalizability and applicability in real-world scenarios.
Co-Authors Abram Yoga Raharjo Abrar Tanjung Adi Sucipto, Adi Afandi, Alfa Astiana Ahmed, Idris Adewale Akbar Azis, Muhammad Alimuddin Amir, Irfan Ana Sriekaningsih Andi Sugirman, Andi Andi Tabrani Rasyid Anhar Anna Surgean Veterini Anoesyirwan Moeins Ardianti, Andi Arham, Sarifuddin Arie Marbandi Arif Ardiansyah Arlenny Aswar Basilus Rinaldi Basir, Noerdin Budi Santoso Budiyarti, Yuliani Chitra Cita Rosita Sigit Prakoeswa Damayanti Tinduh David Setiawan, David Didik Notosudjono Djafar, Wihdat Djoyo, Rachmawati Dwi Budi Santoso Dwi Ratnasari Edison Eighty Mardiyan K, Eighty eka yati, Sri Fachruddin, Farianto Fahira Fathinah, Azzah Fatmawati Fatmawati Firmansyah, M. Risal Fitrianti, Retno Ganding Sitepu Gunawan Gunawan Guspul, Ahmad Haris Djalante, Abdul Hartanto, Nono Hasmawati Helmi Amirudin Hendro Sasongko Herawati Herawaty Ian Vanath Alhakim Idrus Sahar Muhammad Ika Pratiwi Indra Putra, Edi Susrianto Indra Yanto Islahudin Jamaluddin Jumarni Jumriadi Jumriani Nawawi Kara, Aisyah Kerlin Maysatria Khairil Anwar Khalid Rijaluddin Kiki Novia Arenty Kamisa Kurniati Lambang Basri Said Lilis Lina Warlina Linda Sekar Sari Linda Sekar Utami M. Isnaini Maemonah, Maemonah Mahendra Amir, Ihza Maranatha, Daniel Mardiyantoro, Nahar Martin, Benedicto Reynaka Filio Mashud Mayreista, Dita Misliah Idrus Moeins, Anoesyirwan Mohammad Diqi Mohtar, M. Sobirin Muhammad Anis Muhammad Arsyam Muhammad Aziz Dzikrur Rohman Muhammad Iswandi Wahyu Muhammad Jufri Muhammad Rusli Muhdar Mustafa, Wahyuddin Nancy Yusnita Napitupulu, Richard R.P. Natsir, Mohammad Nirmalawati Nurul Akma Oman Unju Subandi Ordiyasa, I Wayan Putra Wanda, Putra Rahmat Nur Hidayat Rian, Rica Rio Febrianto Riski Clausthaldi, Fadhil Roosganda Elizabeth Rosmani salihin Samararatne, Dinesha Sastrawati, Nila Servasius Hartoyo Sevinatul Nazati Siddik, Hasbi Solikin Sri Jumini Sri Mardiyati Sri Wahyuni Ningsi Srinawati St. Chaerunnisa, Andi Suandar Baso Subijanto Marto Soedarmo Sujoto, Ujo Surahman Amin, Surahman Suryanti Suwondo, Adi Suyud El Syam, Robingun Syafei, Ilham Syafi'i, Ahmad Syamsul Asri Syufriandi Syaiful Tahir Maloko Tri Setyo Guntoro Ujo Sujoto Wawan Kusdiana Widia Astuti Widiyanto, Petrus Wijaya, Nurhadi Wijaya, Subur Yandri Yandri Yanuar Fitri, Yanuar Yulias Yusron Shidqi, Muhammad Zakirah, Zakirah Zulfahri, Zulfahri Zulkarnain, Zulkarnain