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All Journal AKSIOMA: Jurnal Program Studi Pendidikan Matematika Indonesian Journal of Artificial Intelligence and Data Mining JOURNAL OF SCIENCE AND SOCIAL RESEARCH JISIP: Jurnal Ilmu Sosial dan Pendidikan Atfaluna: Journal of Islamic Early Childhood Education International Journal for Educational and Vocational Studies JPMI (Jurnal Pembelajaran Matematika Inovatif) Jurnal Penelitian Pembelajaran Matematika Sekolah J-Kesmas: Jurnal Kesehatan Masyarakat (Indonesian Journal of Public Health) JURNAL PEMBELAJARAN DAN MATEMATIKA SIGMA (JPMS) Jurnal Vokasi INTEGRITAS : Jurnal Pengabdian Likhitaprajna: Jurnal Ilmiah Fakultas Keguruan Ilmu Pendidikan Universitas Wisnuwardhana Malang Jurnal Ilmiah Kanderang Tingang DIFFRACTION: Journal for Physics Education and Applied Physics Community Development Journal: Jurnal Pengabdian Masyarakat Indonesian Journal of Global Health research Asimetris: Pendidikan Matematika dan Sains Jurnal Mandala Pengabdian Masyarakat SCIENCE : Jurnal Inovasi Pendidikan Matematika dan IPA Jurnal Pengabdian Masyarakat Nusantara Formosa Journal of Science and Technology (FJST) Jurnal Pendidikan Matematika Malikussaleh Jurnal VNUS (Vocational Nursing Science) Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) The Journal of Nursing and Midwifery Sciences Electronic Journal of Education, Social Economics and Technology International Journal of Trends in Mathematics Education Research (IJTMER) Indonesian Journal of Education and Development Research Triwikrama: Jurnal Ilmu Sosial Jurnal Malikussaleh Mengabdi Indonesian Journal of Innovation Science and Knowledge SWARNA: Jurnal Pengabdian Kepada Masyarakat Jurnal Solusi Masyarakat Dikara Applied Information Technology and Computer Science (AICOMS) Diversity Guidance and Counseling Journal
Nuraina, Nuraina
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Journal : JOURNAL OF SCIENCE AND SOCIAL RESEARCH

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PREDIKSI POLUSI UDARA BERDASARKAN TINGKAT CURAH HUJAN MENGGUNAKAN MODEL LSTM, BILSTM DAN PROPHET Nuraina, Nuraina; Panjaitan, Erwin Setiawan; Nurjanah, Sofiana
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 8, No 4 (2025): November 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jssr.v8i4.5764

Abstract

Abstract: The city of Jakarta, as the center of Indonesia's economic life and growth, continues to experience an astonishing population surge, reaching 11,248,839 people by 2024. However, this growth is inseparable from negative consequences, such as increased activity and modernization, which significantly affect air quality. Air pollution, as a direct impact of these changes, has exceeded national air quality standards, endangering human, animal, and plant health. Understanding the relationship between air pollution and weather conditions is crucial in determining future control measures. In this study, we used the LSTM, BiLSTM, and Prophet models on air pollution data. The results show that the single BiLSTM model and the BiLSTM-Prophet hybrid model provide the best performance, with accuracy levels reaching 99.32% and 99.31%, respectively. These findings provide a solid basis for forecasting and controlling potential future air pollution levels, as well as identifying key factors contributing to air quality in the capital city. . Keyword: Air Pollution, LSTM, BiLSTM, Prophet, Rainfall Abstrak: Kota Jakarta, sebagai pusat kehidupan dan pertumbuhan ekonomi Indonesia, terus mengalami lonjakan penduduk yang menakjubkan, mencapai 11.248.839 orang pada tahun 2024. Namun, pertumbuhan ini tidak terlepas dari konsekuensi negatif, seperti peningkatan aktivitas dan modernisasi, yang secara signifikan mempengaruhi kualitas udara. Polusi udara, sebagai dampak langsung dari perubahan ini, telah melampaui standar kualitas udara nasional, membahayakan kesehatan manusia, hewan, dan tumbuhan. Memahami hubungan antara polusi udara dan kondisi cuaca sangat penting dalam menentukan langkah-langkah pengendalian di masa depan. Dalam penelitian ini, kami menggunakan model LSTM, BiLSTM, dan Prophet pada data polusi udara. Hasil penelitian menunjukkan bahwa model tunggal BiLSTM dan model hybrid BiLSTM-Prophet memberikan kinerja terbaik, dengan tingkat akurasi masing-masing mencapai 99,32% dan 99,31%. Temuan ini memberikan dasar yang kuat untuk memperkirakan dan mengendalikan potensi tingkat polusi udara di masa depan, serta mengidentifikasi faktor-faktor kunci yang berkontribusi terhadap kualitas udara di ibu kota. Kata kunci: Polusi udara, LSTM, BiLSTM, Prophet, Curah hujan
Co-Authors Agustin, Meri Aklimawati Aklimawati, Aklimawati Al Fadhilah, Shafira Almakarim, Muhammad Fauzan Alvina, Sirry Andari, Lala Anil Husna, Jaza Anis, Ilyani Asyari, Annisa Awaliyah, Saiyah Ayu Purnamawati, Santi Dalimunthe, Raudah Zaimah Dalimunthe Dewi Dewantara, Dewi Dewi Maritalia Djajaningrat, Panglima Edi Syahputra Edy Surya Elvi, Fitria Eri Saputra Ernida, Yulia Evi Damayanti, Evi Fahriza, Mela Fajriana, Fajriana Fakhrah Fakhrah, Fakhrah Faradhillah, Faradhillah Febrianti, Fadila Fitri Ayu Ningtiyas, Fitri Ayu Haryono, Wasis Haves Qausar Hayati, Rahmi Hayatun Nufus Herizal Herizal Hidayatsyah Hidayatsyah Ikawati, Any Ilyani, Anis Imanda, Riska Iqbal, Khoirul Iqbal Isfayani, Erna Isjoni Isjoni Izza, Dzaky Fahiqul Joy Nasten Sinaga Jumadi Jumadi Kelvin Kelvin Khairunnisa, Ratu Makhdah Kinanti, Wandira Krisna Rendi Awalludin Liananiar, Liananiar Listiana, Yeni Malia, Anna Manurung, Fatimah Marhami, Marhami Marli, Nofrita Mastuang Mastuang Mega Fatimah Rosana Muhammad Dalimunthe Muhammad Luthfi Muliana, Muliana Muliana, Muliana Muliana, Sadriaton Mulianti, Deni Mursalin . Muslih Fathurrahman Mutia Fonna Mutia, Cut Winni nanang nanang Nazirah, Filzah Novia Novia Nur Elisyah Nur Fadhilah Nurhayati Nurhayati Nurjanah, Sofiana Nurjannah Nurjannah Nurul Afni Sinaga Octavia, Richa Oktaviani, Vera Pane, Nurul Hajizah Panjaitan, Erwin Setiawan Pasaribu, Jaza Anil Husna Perani Rosyani Purnamawati, Santi Ayu R, Rohantizani Rahayu, Zahara Rahmatillah, Rahmatillah Rahmi Hayati Rahmi, Ainun Ramadhana, Syafirly Ramadhani, Ayu Indah Ratna Unaida, Ratna Raudhati, Sri Rifaatul Mahmuzah Rohantizani, Rohantizani Ronapadua Musyirna Rahmah Nasution Sahara dan Emma Susanti Sabrina, Dea Naura Sarah, Kamai Sari, Dwhy Dinda Sinaga, Frans Mikael Siraj Siraj SITI MARYAM Sondang Manurung Sopiyan Apandi SP, Novianti Helena Suhaila, Rizka Suryani Hawa, Muzaifa Syamsul Bahri Syaputri, Rezy Tambunan, Herrywati tina, agustina wulandari berutu Tina, Pisah Utari, Khaliza Winarto, Bambang WIWI, YENITA Wulan, Nimas Wulandari Wulandari Yasmin, Aina Yuliantoro, Yuliantoro Yundari, Yundari Yusra, Yusra Yuswita, Yuswita z, rohantizani