TEKNIK MACHINE LEARNING UNTUK ANALISA KLASIFIKASI KUALITAS UDARA: A REVIEW

  • Haris Alfian Fakultas Ilmu Komputer, Universitas Muhammadiyah Riau
  • Sri Wahyuni Fakultas Ilmu Komputer, Universitas Muhammadiyah Riau
  • Aqil Revalino Fakultas Ilmu Komputer, Universitas Muhammadiyah Riau
  • M. Fitter Mirano Fakultas Ilmu Komputer, Universitas Muhammadiyah Riau
  • Elsa Rahmayana Fakultas Ilmu Komputer, Universitas Muhammadiyah Riau
  • Harun Mukhtar Fakultas Ilmu Komputer, Universitas Muhammadiyah Riau
Keywords: Machine Learning, Air Classification, Air Pulution, Air Quality, Data Classification

Abstract

Air quality has a significant impact on human health and the environment, making its monitoring and classification extremely important. This review explores the application of machine learning techniques in analyzing and classifying air quality. Various methods such as decision trees, support vector machines, neural networks, and ensemble learning are evaluated to assess their effectiveness in processing complex and multidimensional air sensor data. This study also discusses challenges in data collection and preprocessing, selection of relevant features, and interpretation of classification results. Furthermore, this review identifies recent trends and future research opportunities in the use of machine learning to improve the accuracy and efficiency of air quality monitoring systems. The analysis results show that machine learning techniques have great potential to enhance our understanding of air quality dynamics and support better decision-making in environmental management

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References

Adityo Nugroho, Ibnu Asror, and Yanuar Firdaus Arie Wibowo. 2023. “Klasifikasi Tingkat Kualitas Udara DKI Jakarta Berdasarkan Open Government Data Menggunakan Algoritma Random Forest.” e-Proceeding of Engineering 10(2): 1824.

Al-Eidi, Shorouq, Fathi Amsaad, Omar Darwish, Yahya Tashtoush, Ali Alqahtani, and Niveshitha Niveshitha. 2023. “Comparative Analysis Study for Air Quality Prediction in Smart Cities Using Regression Techniques.” IEEE Access 11(September): 115140–49. doi:10.1109/ACCESS.2023.3323447.

Amiroh, Khodijah, Oktavia Ayu Permata, and Farah Zakiyah Rahmanti. 2019. “Analisis Kualitas Udara Untuk Monitoring Kesehatan Lingkungan Rumah Sakit.” InfoTekJar (Jurnal Nasional Informatika dan Teknologi Jaringan) 4(1): 29–36. doi:10.30743/infotekjar.v4i1.1549.

Arkadia, Arvi, Bayu Hananto, and Desta Sandya Prasvita. 2022. “Optimasi Long Short Term Memory Dengan Adam Menggunakan Data Udara Kota DKI Jakarta.” Seminar Nasional Mahasiswa Ilmu Komputer dan Aplikasinya (SENAMIKA): 92–101.

Bagye, Wire. 2020. “Klasifikasi Kualitas Udara Dengan Metode Support Vector.” JIRE (Jurnal Informatika & Rekayasa Elektronika) 3(2): 187–99.

Chowanda, Andry, Rhio Sutoyo, Meiliana, and Sansiri Tanachutiwat. 2021. “Exploring TextBased Emotions Recognition Machine Learning Techniques on Social Media Conversation.” Procedia Computer Science 179(2019): 821–28. doi:10.1016/j.procs.2021.01.099.

Evitania, Claudyana Gabrillia. 2023. “Implementation of the K-Nearest Neighbor Algorithm to Predict Air Pollution.” 1(1): 45–54.

Fadil Danu Rahman, Mulki Indana Zulfa Mulki, and Acep Taryana. 2024. “Clustering Dan Klasifikasi Data Cuaca Cilacap Dengan Menggunakan Metode K-Means Dan Random Forest.” Jurnal SINTA: Sistem Informasi dan Teknologi Komputasi 1(2): 90–97. doi:10.61124/sinta.v1i2.15.

Farhadi, Farzaneh, Roberto Palacin, and Phil Blythe. 2023. “Machine Learning for Transport Policy Interventions on Air Quality.” IEEE Access 11(May): 43759–77. doi:10.1109/ACCESS.2023.3272662.

Hidayatullah, Benny Khalid, Meta Kallista, Casi Setianingsih, Prodi S1, and Teknik Komputer. 2022. “Prediksi Indeks Standar Pencemar Udara Menggunakan Metode Support Vector Regression Berbasis Web (Studi Kasus Pada Kota Jakarta) Prediction of Air Pollutant Standard Index Using the Web-Based Long Short-Term Memory Method (Case Study in the Jakarta Capita.” e - Proceeding of Engineering 9(3): 1247–55. https://data.jakarta.go.id/.

Ibnus Pasedja, Diemas, and dan Mohammad Yanuar Hariyawan. 2021. “Sistem Monitoring Kualitas Udara Berbasis Nodemcu Esp8266 Dengan Metode Fuzzy Logic (Software).” Abec 9: 1050–62. www.bmkg.go.id.

Imam, Mohsin, Sufiyan Adam, Soumyabrata Dev, and Nashreen Nesa. 2024. “Air Quality Monitoring Using Statistical Learning Models for Sustainable Environment.” Intelligent Systems with Applications 22(January): 200333. doi:10.1016/j.iswa.2024.200333.

Iskandaryan, Ditsuhi, Francisco Ramos, and Sergio Trilles. 2023. “Graph Neural Network for Air Quality Prediction: A Case Study in Madrid.” IEEE Access 11(December 2022): 2729–42. doi:10.1109/ACCESS.2023.3234214.

Kartikasari, Diah. 2020. “Analisis Faktor-Faktor Yang Mempengaruhi Level Polusi Udara Dengan Metode Regresi Logistik Biner.” MATHunesa: Jurnal Ilmiah Matematika 8(1): 55–59. doi:10.26740/mathunesa.v8n1.p55-59.

Karyadi, Yadi. 2022. “Prediksi Kualitas Udara Dengan Metoda LSTM, Bidirectional LSTM, Dan GRU.” JATISI (Jurnal Teknik Informatika dan Sistem Informasi) 9(1): 671–84. doi:10.35957/jatisi.v9i1.1588.

Khumaidi, Ali, Ridwan Raafi’udin, and Indra Permana Solihin. 2020. “Pengujian Algoritma Long Short-Term Memory Untuk Prediksi Kualitas Udara Dan Suhu Kota Bandung.” Jurnal Telematika 15(1): 13–18.

Khusna, Nida Faoziatun, Syifa Aulia, Shinta Amaria, Alfidha Rahmah, Safril Ahmadi Sanmas, and Fatkhurokhman Fauzi. 2023. “Peramalan Kualitas Udara Di Semarang Menggunakan Metode Autoregressive Integrated Moving Average (ARIMA) Forecasting Air Quality in Semarang Using the Autoregressive Integrated Moving Average (ARIMA) Method.” Prosiding Seminar Nasional UNIMUS: 426–35.

Kirono, Abdul Aziiz Hendrie, Ibnu Asror, and Yanuar Firdaus Arie Wibowo. 2022. “Klasifikasi Tingkat Kualitas Udara Dki Jakarta Menggunakan Algoritma Naïve Bayes.” e-Proceeding of Engineering 9(3): 1962.

Liu, Chunhao, Guangyuan Pan, Dongming Song, and Hao Wei. 2023. “Air Quality Index Forecasting via Genetic Algorithm-Based Improved Extreme Learning Machine.” IEEE Access 11(July): 67086–97. doi:10.1109/ACCESS.2023.3291146.

Livingston, S. John, S. Deepa Kanmani, A. Shamila Ebenezer, Dahlia Sam, and A. Joshi. 2023. “An Ensembled Method for Air Quality Monitoring and Control Using Machine Learning.” Measurement: Sensors 30(March): 100914. doi:10.1016/j.measen.2023.100914.

Lubis, Arifin Shaleh. 2023. “Perilaku Sarapan Mempengaruhi Pada Pelajar Dalam Beraktivitas ; Literatur Rivew.” Journal Transformation of Mandalika 4(6): 260–66. http://ojs.cahayamandalika.com/index.php/jtm/issue/archive.

Maulina Putri, Salma Sheila, Muhammad Arhami, and Hendrawaty Hendrawaty. 2023. “Penerapan Metode SVM Pada Klasifikasi Kualitas Air.” Journal of Artificial Intelligence and Software Engineering (J-AISE) 3(2): 93. doi:10.30811/jaise.v3i2.4630.

Nematirad, Reza, Mehdi Behrang, and Anil Pahwa. 2024. “Acoustic-Based Online Monitoring of Cooling Fan Malfunction in Air-Forced Transformers Using Learning Techniques.” IEEE Access 12(February): 26384–400. doi:10.1109/ACCESS.2024.3366807.

Octaviano, Alvino, Sofa Sofiana, Dion Orlando Agustino, and Perani Rosyani. 2022a. “Pemantauan Kualitas Udara Berbasis Internet O Things.” Media Online) 3(2): 147–56.

Octaviano, Alvino, Sofa Sofiana, Dion Orlando Agustino, and Perani Rosyani. 2022b. “Pemantauan Kualitas Udara Berbasis Internet Of Things.” 3(2).

Perdana, Diaz, and Ahmad Muklason. 2023. “Machine Learning Untuk Peramalan Kualitas Indeks Standar Pencemar Udara DKI Jakarta Dengan Metode Hibrid ARIMAX-LSTM.” ILKOMNIKA: Journal of Computer Science and Applied Informatics 5(3): 209–22. doi:10.28926/ilkomnika.v5i3.588.

Prihastuti, Santi, and Anisa Utami. 2023. “Pengaruh Kualitas Udara Perkotaan Terhadap Willingness to Pay Menggunakan Metode Hedonic Price The Effect of Urban Air Quality on Willingness to Pay Using the Hedonic Price Method.” Geoplanart 5(1): 30–39.

Putra, Andika Eka, Tedy Rismawan, Jurusan Rekayasa, and Sistem Komputer. 2023. “Klasifikasi Kualitas Udara Berdasarkan Indeks Standar Pencemaran Udara ( ISPU ) Menggunakan Metode Fuzzy Tsukamoto.” Jurnal Komputer dan Aplikasi 11(02): 190–96. https://jurnal.untan.ac.id/index.php/jcskommipa/article/view/58704/75676598673.

Putra, R E, M Kalista, and ... 2023. “Klasifikasi Prediksi Kualitas Udara Menggunakan Metode Support Vector Machine (SVM).” eProceedings … 10(4): 3790–96. https://openlibrarypublications.telkomuniversity.ac.id/index.php/engineering/article/vie w/20808%0Ahttps://openlibrarypublications.telkomuniversity.ac.id/index.php/engineeri ng/article/download/20808/20307.

Rahmawati, Ariska. 2023. “Analisis Kualitas Udara Ambien Pt X Menggunakan Metode Environmental Health Risk Assessment (Ehra).” Jurnal Kesehatan Tambusai 4(September): 3992–4001. https://journal.universitaspahlawan.ac.id/index.php/jkt/article/view/18240/14238.

Ramadhani, Rizky Fauzi, Sri Suryani Prasetiyowati, and Yuliant Sibaroni. 2025. “Performance Analysis of Air Pollution Classification Prediction Map with Decision Tree and ANN.” 3(4): 536–43. doi:10.47065/josyc.v3i4.2117.

Ridho, Ihda Innar, and Galih Mahalisa. 2023. “Analisis Klasifikasi Dataset Indeks Standar Pencemaran Udara (Ispu) Di Masa Pandemi Menggunakan Algoritma Support Vector Machine (Svm).” Technologia : Jurnal Ilmiah 14(1): 38. doi:10.31602/tji.v14i1.8005.

Rifqi, Ahmad, and Rima Tamara Aldisa. 2023. “Penerapan Data Mining Untuk Clustering Kualitas Udara.” Jurnal Sistem Komputer dan Informatika (JSON) 5(2): 289–97. doi:10.30865/json.v5i2.7145.

Rizal, Muhammad, Arham Arifin, Muhammad Furqan Rasyd, Andi Asvin, Mahersatillah Suradi, and Akbar Bahtiar. 2023. “Design and Implementation of a Real-Time Air Pollution Monitoring System Based on Android at SMKS Darul Ulum Layoa Bantaeng Desain Dan Implementasi Sistem Pemantauan Polusi Udara Berbasis Android Real-Time Di SMKS Darul Ulum Layoa Bantaeng.” 3(October): 143–52.

Rizal, Muhammad, Arham Arifin, Muhammad Furqan Rasyd, Andi Asvin Mahersatillah Suradi, and Akbar Bahtiar. 2023. “Desain Dan Implementasi Sistem Pemantauan Polusi Udara Berbasis Android Real-Time Di SMKS Darul Ulum Layoa Bantaeng.” MALCOM: Indonesian Journal of Machine Learning and Computer Science 3(2): 143–52. doi:10.57152/malcom.v3i2.894.

Rizky, Robby robby, and Zaenal Hakim. 2020. “Implementasi Metode Fuzzy Sugeno Untuk Sistem Pengukuran Kualitas Udara Di Kota Pandeglang Berbasis Internet Of Things (IOT).” Syntax : Jurnal Informatika 9(1): 15–25. doi:10.35706/syji.v9i1.3439.

Roni, I Komang, I Gusti Agung, Gede Arya, and I Wayan Supriana. 2022. “Implementasi Metode K-Nearest Neighbors Pada Sistem Klasifikasi Kualitas Udara Berdasarkan Partikulat Berbahaya Yang Terkandung.” 1(November): 417–22.

Sanmorino, Ahmad, Juhaini Alie, Nining Ariati, and Sanza Vittria Wulanda. 2022. “K-NN Based Air Classification as Indicator of the Index of Air Quality in Palembang.” SinkrOn 7(3): 853–59. doi:10.33395/sinkron.v7i3.11469.

Sentinel-, Visualisasi Citra, Ahmad Efendi, Iwan Iskandar, Rahmad Kurniawan, and Muhammad Affandes. 2023. “Klasifikasi Kebakaran Hutan Riau Menggunakan Random Forest Dan.” 4(3): 1602–12. doi:10.30865/klik.v4i3.1521.

Susrama, I Gede, and Mas Diyasa. 2024. “PENGUKURAN INDEKS STANDAR PENCEMARAN UDARA MENGGUNAKAN SUPPORT VECTOR MACHINE Dimas Dzaky Daniswara , Aviolla Terza Damaliana , I Gede Susrama Mas Diyasa Pencemaran Udara Tertinggi ( Agus et Al .). Kualitas Udara Di Jakarta Terpengaruh.” Jurnal Penelitian Politeknik Penerbangan Surabaya 9(1).

Valentino Jayadi, Bryan, Teny Handhayani, and Manatap Dolok Lauro. 2023. “Perbandingan Knn Dan Svm Untuk Klasifikasi Kualitas Udara Di Jakarta.” Jurnal Ilmu Komputer dan Sistem Informasi 11(2). doi:10.24912/jiksi.v11i2.26006.

Wahyudiyanta, Soni Agung, and Supriyati. 2024. “Analisis Kualitas Udara Jakarta Dan Prediksi Tingkat Polusi Dengan Metode Mesin Pembelajaran SVM.” Prosiding Sains dan Teknologi 3(1): 278. https://predict-air-polution.streamlit.app/.

Wiranata, Ade Davy, Soleman Soleman, Irwansyah Irwansyah, I Ketut Sudaryana, and Rizal Rizal. 2023. “Klasifikasi Data Mining Untuk Menentukan Kualitas Udara Di Provinsi Dki Jakarta Menggunakan Algoritma K-Nearest Neighbors (K-Nn).” Infotech: Journal of Technology Information 9(1): 95–100. doi:10.37365/jti.v9i1.164.

Wood, David A. 2022. “Local Integrated Air Quality Predictions from Meteorology (2015 to 2020) with Machine and Deep Learning Assisted by Data Mining.” Sustainability Analytics and Modeling 2(October 2021): 100002. doi:10.1016/j.samod.2021.100002.

Yang, Qian, Xinlei Zhang, Qing Luan, Shuai Sun, Yongqiang Zhao, Chenggege Fang, Xiaonan Mi, and Mengwei Li. 2023. “Optimization of Hourly PM2.5Inversion Model Integrating UpperAir Meteorological Elements.” IEEE Access 11(April): 35421–28. doi:10.1109/ACCESS.2023.3263790. yoshua bengio. 2019. “Deep Learning 简介 一 、 什么是 Deep Learning ?.” Nature 29(7553): 1– 73.

Zhang, Dan, and Simon S. Woo. 2020. “Real Time Localized Air Quality Monitoring and Prediction through Mobile and Fixed IoT Sensing Network.” IEEE Access 8: 89584–94. doi:10.1109/ACCESS.2020.2993547.

Zhang, Zhen, Shiqing Zhang, Caimei Chen, and Jiwei Yuan. 2024. “A Systematic Survey of Air Quality Prediction Based on Deep Learning.” Alexandria Engineering Journal 93(February): 128–41. doi:10.1016/j.aej.2024.03.

Published
2024-08-30
How to Cite
Alfian, H., Wahyuni, S., Revalino, A., Mirano, M. F., Rahmayana, E., & Mukhtar, H. (2024). TEKNIK MACHINE LEARNING UNTUK ANALISA KLASIFIKASI KUALITAS UDARA: A REVIEW. Journal of Software Engineering and Information System (SEIS), 4(2), 108-118. https://doi.org/10.37859/seis.v4i2.7617
Section
Articles
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