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Journal : Journal of Environmental Science and Sustainable Development

IMPACT OF URBAN DEVELOPMENT ON UV EXPOSURE: A CLUSTERING AND MACHINE LEARNING ASSESSMENT Sahroni, Taufik Roni, Mr.; Yasin, Verdi; Alfaris, Lulut; Ariefka, Reza; Siagian, Ruben Cornelius; Karim, Mohammad Alfin; Rahdiana, Nana; Suhara, Ade
Journal of Environmental Science and Sustainable Development Vol. 7, No. 2
Publisher : UI Scholars Hub

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Abstract

The relocation of Indonesia's capital city is anticipated to promote inclusive economic growth while embracing cultural diversity. However, this transition may affect ultraviolet (UV) radiation exposure patterns. The study investigated variations in UV exposure in the IKN region, focusing on urban development factors such as land use and population density that affect public health, sun protection, and skin cancer prevention. The research hypothesized that UV radiation is significantly correlated with these factors. UV Index data from 2010-2023, a hierarchical clustering method, identifies complex data patterns without determining the number of clusters. XGBoost, a machine learning model, was used for handling high-dimensional data and strong non-linear interactions, outperforming Random Forest in predicting Ultraviolet A variables. Analysis of variance (ANOVA) showed significant inter-group differences, which were validated by Tukey HSD post-hoc tests. Results showed that Cluster 4 was the region with the highest UV exposure. In contrast, Cluster 5 recorded the lowest, with exposure levels ranging from 6.61 to 15.82, a considerable difference of 9.21. The findings underscore the role of geographic and environmental factors in shaping UV exposure patterns, with implications for public health. Areas with high UV exposure face higher risks, including skin cancer and premature ageing. The predictive accuracy of the XGBoost model highlights its usefulness in addressing UV-related health risks. The study advocates for improved UV protection strategies and informed health policies to mitigate climate change impacts and promote sustainable urban development. The findings suggest that the development of data-driven early warning systems for UV radiation exposure could be implemented to improve public health policy and safety.
Co-Authors Aaron Edogbo Aye Abdul Gofur Achmad Harristhana Mauldfi Sastraatmadja Ade Astuti Widi Rahayu Adi Soeprapto Afif Hakim Agus Supriyanto Ahmad Farhat Ahmad Ridho Nurohman Ahmad Sopyan Akda Zahrotul Wathoni Akmal, Khafid Khaulsar Amalia Amalia Amallia Amallia . Amanda, Almahyra Zea Amar Amar Amir Amir Amir Amir Anggreni, Made Ayu Ariefka, Reza Arnes Yuli Vandika ASEP HERMAWAN Asep Hermawan Aulia Nanda, Rizki Auliani, Sevty Azhari, Ruhyat Azis, Slamet Abdul Basit, Arul Bayu, Muhammad Bertolomeus Haryanto Agung Bona Herman Sianturi Budi, Pangga Urip Setio Cahyo Wibowo Cahyo, Tegar Dwi Cepi Budiansyah, Ade Dalimunthe, Fahmi Roy Damiyana , Damdam Decut Della Devi Marlita, Devi Dewadi, Fathan Dian Kristianto Diani, Rinny Dharma Dinarwati, Sri Dodi Mulyadi Dodi Mulyadi Dwicahyo, Tegar Edy Santoso Ekayana Sangkasari Paranita Fachry Abda El Rahman Fariza, Amelia Nur Fathan Mubina Dewadi Fathurohman Fathurohman Fazrin, Nazar Febrian, Wenny Desty Fitri Sulastri Gunawan Witjaksono Guntur, Muhamad Hananto, Agustia Hartono, Drajat Hassan Mustapa Hidayat, Unang Hilda Yuliastuti Insani, Nurlita Sukma Iskandar, Andi Arifuddin Jamalus, Jamalus Jayanto, Imam Judijanto, Loso Karim, Mohammad Alfin Karina Chintya, Lestari Karundeng, Deby Rita Karyadi Karyadi Karyadi Khamaludin , Khamaludin Khoirudin Khoirudin, Khoirudin KN, Nurwijayanti Kusumawati, Berlianingsih Lailisya Putri, Purnama Lentari Rumbiak, Grace Colombine Lidiawati, Neng Astri Lucky Mahesa Yahya Lulut Alfaris M. Ali Akbar M. Fachmi Maqfirah , Poetri AL-Viany Marbun, Diansyah Markus Hartono Mayasari, Nanny Melinda Melinda Miftahudin, Moh Mochamad Heru Riza Chakim Muchammad Chusnan Aprianto Muhamad Sayuti Muhammad Syafri, Muhammad Mulya, Fitra Munir Azhari Musthafa, Zainal Nainggolan, Gilbert Nana Rahdiana nanang nanang Nanda, Rizki Nanda, Rizki Aulia Nanny Mayasari Nedi, Laras Annisa Ulfitri Nindiani, Aina Nur Widyartha, Yogi Nur, Arip Syaripudin Oganda, Decut Della Oktaviyanto, Syahrul Pandri, Pandri Patya, Dhea Intan Pramono, Danan Wuryanto Pratama, I Wayan Adi Pratiwi, Siti Rahmatia Pratomo, Doddy Nur Prayoga, Rahmat Priyana, Yana Purnamasari, Etika Putra, Juniawan Mandala Rahdiana, Nana Ramadhan, Muhammad Faiz Ramli, Akhmad Retno Widowati Ria Estiana Rizal Nurhadi Rizki Amalia Pratiwi Roban Roban Roban, Roban Rohmah, Yuni Syifau ROOSGANDA ELIZABETH ROSALIA, NIRMA RoziqiFath, Zain Fuadi Muhammad Rukmana, Indra Heri Ruswati, Ruswati Sahroni, Taufik Roni, Mr. Sani, Indra santoso, Ekbal Sayuti, Muhamad Shieddieque, Apang Djafar Siagian, Ruben Cornelius Sihombing, Dina Agnesia Siti Rohmah Soekirman , Atong Sugiarto, Hendra Suhardiman, Sani Suhendra, Agus Sukarman Sukarman Sukarman Sukmayadi Sukmayadi Sulaiman Sulaiman Sulastri, Fitri Sunandar, Aris Abdul SUPRAYITNO Supriandi Supriandi, Supriandi Supriyanto, Danang Suryadi Suryadi Suryani Afifah, Early Susilo, Hendri Suyana Hadi Syamsiar, Syamsiar Syamsuddin Syamsuddin Talindong, Agustinus Tandi, Asrin Tati Sumarti Bisri Taufik Ulhakim, Muhamad Tresnadjaja, Reynaldi Triana, N. Neni Tukino, Tukino Ulhakim, Mumamad Taufik Umar Dana, Rizko Ummah, Auliya Rahmatul Wahyudianty, Melsa Ulfie Wisnujatia, Nugrahini Susantinah Wuryanti, Lestari Yasin, Verdi Yogy Atur Prasetyo yuda pratama Yuliastuti , Hilda Yuliastuti, Hilda