Haq, Failaqul (2024) Analisis dan Klasifikasi Polusi Udara Menggunakan Data Citra Satelit (Modis, Sentinel-5p, Himawari) dan Data PWV Dari CORS GNSS dengan Metode Machine Learning. Masters thesis, Institut Teknologi Sepuluh Nopember.
![[thumbnail of image57.jpeg]](https://repository.its.ac.id/107553/21/image57.jpeg)  Preview |
Image
image57.jpeg Download (133kB) | Preview |
![[thumbnail of image43.png]](https://repository.its.ac.id/107553/22/image43.png)  Preview |
Image
image43.png Download (27kB) | Preview |
![[thumbnail of image33.png]](https://repository.its.ac.id/107553/23/image33.png)  Preview |
Image
image33.png Download (13kB) | Preview |
![[thumbnail of image11.png]](https://repository.its.ac.id/107553/24/image11.png)  Preview |
Image
image11.png Download (24kB) | Preview |
![[thumbnail of image45.png]](https://repository.its.ac.id/107553/25/image45.png)  Preview |
Image
image45.png Download (36kB) | Preview |
![[thumbnail of image30.png]](https://repository.its.ac.id/107553/26/image30.png)  Preview |
Image
image30.png Download (13kB) | Preview |
![[thumbnail of image54.jpeg]](https://repository.its.ac.id/107553/27/image54.jpeg)  Preview |
Image
image54.jpeg Download (122kB) | Preview |
![[thumbnail of image20.png]](https://repository.its.ac.id/107553/28/image20.png)  Preview |
Image
image20.png Download (13kB) | Preview |
![[thumbnail of image34.png]](https://repository.its.ac.id/107553/29/image34.png)  Preview |
Image
image34.png Download (15kB) | Preview |
![[thumbnail of image36.png]](https://repository.its.ac.id/107553/30/image36.png)  Preview |
Image
image36.png Download (79kB) | Preview |
![[thumbnail of image4.png]](https://repository.its.ac.id/107553/31/image4.png)  Preview |
Image
image4.png Download (242kB) | Preview |
![[thumbnail of image24.png]](https://repository.its.ac.id/107553/32/image24.png)  Preview |
Image
image24.png Download (9kB) | Preview |
![[thumbnail of image59.jpeg]](https://repository.its.ac.id/107553/33/image59.jpeg)  Preview |
Image
image59.jpeg Download (133kB) | Preview |
![[thumbnail of image12.png]](https://repository.its.ac.id/107553/34/image12.png)  Preview |
Image
image12.png Download (35kB) | Preview |
![[thumbnail of image73.jpeg]](https://repository.its.ac.id/107553/35/image73.jpeg)  Preview |
Image
image73.jpeg Download (133kB) | Preview |
![[thumbnail of image77.jpg]](https://repository.its.ac.id/107553/36/image77.jpg)  Preview |
Image
image77.jpg Download (190kB) | Preview |
![[thumbnail of image2.png]](https://repository.its.ac.id/107553/37/image2.png)  Preview |
Image
image2.png Download (2MB) | Preview |
![[thumbnail of image58.jpeg]](https://repository.its.ac.id/107553/38/image58.jpeg)  Preview |
Image
image58.jpeg Download (133kB) | Preview |
![[thumbnail of image40.png]](https://repository.its.ac.id/107553/39/image40.png)  Preview |
Image
image40.png Download (35kB) | Preview |
![[thumbnail of image17.png]](https://repository.its.ac.id/107553/40/image17.png)  Preview |
Image
image17.png Download (13kB) | Preview |
![[thumbnail of image38.png]](https://repository.its.ac.id/107553/41/image38.png)  Preview |
Image
image38.png Download (64kB) | Preview |
![[thumbnail of image66.jpeg]](https://repository.its.ac.id/107553/42/image66.jpeg)  Preview |
Image
image66.jpeg Download (133kB) | Preview |
![[thumbnail of image6.png]](https://repository.its.ac.id/107553/43/image6.png)  Preview |
Image
image6.png Download (70kB) | Preview |
![[thumbnail of image76.jpeg]](https://repository.its.ac.id/107553/44/image76.jpeg)  Preview |
Image
image76.jpeg Download (133kB) | Preview |
![[thumbnail of image70.jpeg]](https://repository.its.ac.id/107553/45/image70.jpeg)  Preview |
Image
image70.jpeg Download (133kB) | Preview |
![[thumbnail of image46.png]](https://repository.its.ac.id/107553/46/image46.png)  Preview |
Image
image46.png Download (31kB) | Preview |
![[thumbnail of image13.png]](https://repository.its.ac.id/107553/47/image13.png)  Preview |
Image
image13.png Download (13kB) | Preview |
![[thumbnail of image32.png]](https://repository.its.ac.id/107553/48/image32.png)  Preview |
Image
image32.png Download (13kB) | Preview |
![[thumbnail of image63.jpeg]](https://repository.its.ac.id/107553/49/image63.jpeg)  Preview |
Image
image63.jpeg Download (133kB) | Preview |
![[thumbnail of image65.jpeg]](https://repository.its.ac.id/107553/50/image65.jpeg)  Preview |
Image
image65.jpeg Download (133kB) | Preview |
![[thumbnail of image68.jpeg]](https://repository.its.ac.id/107553/51/image68.jpeg)  Preview |
Image
image68.jpeg Download (137kB) | Preview |
![[thumbnail of image69.jpeg]](https://repository.its.ac.id/107553/52/image69.jpeg)  Preview |
Image
image69.jpeg Download (133kB) | Preview |
![[thumbnail of image60.jpeg]](https://repository.its.ac.id/107553/53/image60.jpeg)  Preview |
Image
image60.jpeg Download (133kB) | Preview |
![[thumbnail of image21.png]](https://repository.its.ac.id/107553/54/image21.png)  Preview |
Image
image21.png Download (11kB) | Preview |
![[thumbnail of image35.png]](https://repository.its.ac.id/107553/55/image35.png)  Preview |
Image
image35.png Download (28kB) | Preview |
![[thumbnail of image9.png]](https://repository.its.ac.id/107553/56/image9.png)  Preview |
Image
image9.png Download (296kB) | Preview |
![[thumbnail of image56.jpeg]](https://repository.its.ac.id/107553/57/image56.jpeg)  Preview |
Image
image56.jpeg Download (137kB) | Preview |
![[thumbnail of image1.png]](https://repository.its.ac.id/107553/58/image1.png)  Preview |
Image
image1.png Download (36kB) | Preview |
![[thumbnail of image3.png]](https://repository.its.ac.id/107553/59/image3.png)  Preview |
Image
image3.png Download (7MB) | Preview |
![[thumbnail of image48.png]](https://repository.its.ac.id/107553/60/image48.png)  Preview |
Image
image48.png Download (170kB) | Preview |
![[thumbnail of image42.png]](https://repository.its.ac.id/107553/61/image42.png)  Preview |
Image
image42.png Download (34kB) | Preview |
![[thumbnail of image64.jpeg]](https://repository.its.ac.id/107553/62/image64.jpeg)  Preview |
Image
image64.jpeg Download (133kB) | Preview |
![[thumbnail of image62.jpeg]](https://repository.its.ac.id/107553/63/image62.jpeg)  Preview |
Image
image62.jpeg Download (133kB) | Preview |
![[thumbnail of image39.png]](https://repository.its.ac.id/107553/64/image39.png) |
Image
image39.png Download (30kB) |
![[thumbnail of image61.jpeg]](https://repository.its.ac.id/107553/65/image61.jpeg)  Preview |
Image
image61.jpeg Download (133kB) | Preview |
![[thumbnail of image67.jpeg]](https://repository.its.ac.id/107553/66/image67.jpeg)  Preview |
Image
image67.jpeg Download (137kB) | Preview |
![[thumbnail of image15.png]](https://repository.its.ac.id/107553/67/image15.png)  Preview |
Image
image15.png Download (9kB) | Preview |
![[thumbnail of image18.png]](https://repository.its.ac.id/107553/68/image18.png)  Preview |
Image
image18.png Download (13kB) | Preview |
![[thumbnail of image47.png]](https://repository.its.ac.id/107553/69/image47.png)  Preview |
Image
image47.png Download (873kB) | Preview |
![[thumbnail of image71.jpeg]](https://repository.its.ac.id/107553/70/image71.jpeg)  Preview |
Image
image71.jpeg Download (133kB) | Preview |
![[thumbnail of image37.png]](https://repository.its.ac.id/107553/71/image37.png)  Preview |
Image
image37.png Download (204kB) | Preview |
![[thumbnail of image19.png]](https://repository.its.ac.id/107553/72/image19.png)  Preview |
Image
image19.png Download (13kB) | Preview |
![[thumbnail of image26.png]](https://repository.its.ac.id/107553/73/image26.png)  Preview |
Image
image26.png Download (25kB) | Preview |
![[thumbnail of image75.jpeg]](https://repository.its.ac.id/107553/74/image75.jpeg)  Preview |
Image
image75.jpeg Download (133kB) | Preview |
![[thumbnail of image7.png]](https://repository.its.ac.id/107553/75/image7.png)  Preview |
Image
image7.png Download (62kB) | Preview |
![[thumbnail of image14.png]](https://repository.its.ac.id/107553/76/image14.png)  Preview |
Image
image14.png Download (13kB) | Preview |
![[thumbnail of 6016212006-Master_Thesis.pdf]](http://repository.its.ac.id/style/images/fileicons/text.png) |
Text
6016212006-Master_Thesis.pdf - Accepted Version Restricted to Repository staff only until 1 April 2026. Download (4MB) | Request a copy |
Abstract
Polusi udara adalah masalah lingkungan global yang berkembang pesat dan memiliki dampak serius terhadap kesehatan manusia serta ekosistem. Penelitian ini bertujuan untuk mengembangkan metode analisis dan klasifikasi polusi udara yang canggih dengan memanfaatkan data citra satelit (MODIS, Sentinel-5p, Himawari) dan data Precipitable Water Vapor (PWV) dari Continuous Operating Reference Station Global Navigation Satellite System (CORS GNSS) dalam kombinasi dengan teknik machine learning. Penelitian ini mencakup eskalasi masalah polusi udara dan potensi manfaat dari penggunaan teknologi satelit dan CORS GNSS dalam pemantauan polusi udara. Penelitian ini mengembangkan model analisis polusi udara yang dapat memprediksi tingkat polusi udara pada wilayah urban. Metodologi penelitian mencakup pengumpulan data dari citra satelit dan CORS GNSS, preprocessing data, serta pelatihan dan evaluasi model machine learning. Kami menggunakan berbagai metrik evaluasi untuk mengevaluasi kinerja model, seperti akurasi, presisi, recall, dan F1-Score. Model random forest yang dibuat mempunyai akurasi 84% pada proses pelatihan dengan data wilayah provinsi DKI Jakarta. Pada pengujian di wilayah kota Surabaya menunjukkan akurasi yang cukup bagus yaitu 86%. penelitian ini akan menggabungkan teknologi citra satelit dan CORS GNSS dengan metode machine learning untuk menghasilkan pemahaman yang lebih baik tentang polusi udara.
| Item Type: | Thesis (Masters) |
|---|---|
| Uncontrolled Keywords: | Polusi udara, Citra satelit, MODIS, Sentinel-5p, Himawari, Data PWV, CORS GNSS, Pembelajaran mesin, Klasifikasi. |
| Subjects: | G Geography. Anthropology. Recreation > GE Environmental Sciences > GE195.5 Green movement T Technology > TD Environmental technology. Sanitary engineering > TD887.B58 Air pollutants. Bituminous materials |
| Divisions: | Faculty of Civil, Planning, and Geo Engineering (CIVPLAN) > Geomatics Engineering > 29101-(S2) Master Thesis |
| Depositing User: | Failaqul haq |
| Date Deposited: | 16 Feb 2024 07:51 |
| Last Modified: | 16 Feb 2024 07:51 |
| URI: | http://repository.its.ac.id/id/eprint/107553 |
Actions (login required)
 |
View Item |