Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Knowledge Engineering and Data Science

Random Forest Algorithm to Measure the Air Pollution Standard Index Setiawan, Ariyono; Wibowo, Untung Lestari; Mubarok, Ahmad; Larasati, Khoirunnisa; Hammad, Jehad A.H
Knowledge Engineering and Data Science Vol 7, No 1 (2024)
Publisher : Universitas Negeri Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17977/um018v7i12024p86-100

Abstract

This study uses the Random Forest algorithm to measure and predict the Air Pollution Standard Index (APSI) at Blimbing Banyuwangi Airport. Air pollution data, including concentrations of O3, CO, NO2, SO2, PM2.5, and PM10, were collected from air monitoring stations at the airport from April 15-30, 2024. APSI measurement followed established formulas by relevant authorities. Data analysis utilized statistical approaches and computational algorithms. The findings reveal that air quality at the airport is generally "Moderate," with occasional "Good" days. The Random Forest algorithm effectively predicts APSI based on existing pollution data. These results provide insights for improving air pollution management at the airport and surrounding areas, emphasizing the need for continuous air quality monitoring. Days classified as "Moderate" suggest health risks for sensitive groups, indicating the need for targeted mitigation strategies. Recommendations include increasing green spaces, optimizing flight schedules to reduce peak pollution, and raising public awareness about air quality. The effectiveness of the Random Forest algorithm suggests its potential application in other airports for proactive air quality management. Future research could integrate real-time data and advanced machine learning models for more accurate and timelier APSI predictions.
Co-Authors Abduh, Faizal Adinda, Wiwik Amalia, Aam Andriana, Andi Rina Ani, Nur Fitri Annisa Annisa Anwar Ibrahim Triyoga Ardian, Dede Asari, Andi Ashriana, Ahfi Nova Asmayawati, Asmayawati Cahyaningrat, Dewi Daniel Dewantoro Rumani Desi Kusumawati, Desi Diah Cahyani Eri Kurniawan Evi Gusliana Faishal, Muhammad Faris Agus Fajrin, Noer Ghozali, Ghozali Gideon, John Wesley Gustini Wulandari Hadi Prayitno Hadi Prayitno, Hadi Hammad, Jehad A.H Handayani, Dwi Asih Hanif Ramadhan, Muhamad Hanum, Gilang Kartika Hanum, Irma Surayya Hari Kurniawanto Hariadi, Setyo Hariri, Ahmad Hariyati, Tri Oktavi Hastuti, Poppy Meilana Dian Hernita Pasongli Hidayat, Amat Huda, Khasbulloh Inayah Inayah Irwana, Irwana Jakfar Janah, Samrotul Jonathan Irene Sartika Dewi Max Jundi, Rachmatullah Junedi, Beni Kiftiawati, Kiftiawati Laili, Mahsiani Mina Larasati, Khoirunnisa Latifa, Latifa Lilis, Lilis Lina, Ester Maya Rahayu, Maya Muharomah, Dewi Robiatun Mukh Doyin Mursyid Irfan Muzrifah, Risa Amalia Nasitoh, Jamiatun NETTI KARIANI MENDOFA Novi Yendra Nuraeny, Eny Nurwahidah, Anisa Oktania, Sella Permatasari, Rizki Dwi Prasetyo, Kukuh Tri Puji Yulianty PURWANTI PURWANTI Putra2, Riki Wanda Putri, Fira Rahmadania Eka Putri, Sri Astika Rahayu, Famala Eka Sanhadi Rahayu, Maulina Rahayu, Sari Rahmat Hidayat Ramadhan, Muhamad Hanif Ramdanil Mubarok Ratna Agustina, Ratna Ratuningtyas, Alis Retty Isnendes Ridha, Mokhammad Riyanti, Lilies EsthiĀ  Rosyati, Eti Sabani, Nurus Samsiyah, Samsiyah Sari, Norma Atika Septiana, Anita Setiawan, Ariyono Setiawati, Lisa Setyo, Demmy Sigita, Dwi Sembe Singgih Daru Kuncara Siswadhi, Tamara Maharani SITI KHOLIFAH Sohri Ramadhan Alfikri Sudirman, Eka Pratiwi Sunardi Sutikno, Frendy Syeh Al Ngarifin Tambunan, Nicholaus Manuturi Teguh Supriyanto Tirtanto, Jadon Pieter Elia Tjahjadi, Djaja Sukma Tri Leksono Vina Karina Putri Wahyuni, Ian Wardana, Miko Andi Wibowo, Untung Lestari Yanti, Misra Yassir Fadhilah, Muchammad Yofi Irvan Vivian Yofi Irvan Vivian, Yofi Irvan Yuda, Fardan Zeda Achmadi Yuniawati, Nuni Yusriansyah, Eka Zamruddin, Mardliya Pratiwi Zulkarnain, Ahnis