Monitoring of Lake Water Quality Through Streamlit Web Application (Case Study: Lake Matano And Lake Towuti, South Sulawesi)
Abstract
The Indonesian government, through the National Medium Term Development Plan (RPJMN) 2015-2019, stated that water reservation, including the function of lakes, is one of the priorities. Lakes are not only functioned to maintain the ecological balance but also to provide water, protein, mineral, energy sources, and even tourism to support the community's economic growth. Lake Matano and Lake Towuti are designated as Nature Tourism Park areas. However, the lakes' environment is starting to be damaged. The damages exist in areas such as water-absorbent areas, lake borders, and lake waters. In addition, these damages increase the disaster risk. Therefore, to maintain the lake's sustainability, it is necessary to conduct research on the parameters of the condition of the fertility level of the lake waters. One of the parameters of the fertility level of the waters is chlorophyll-a. In the previous studies, observations of chlorophyll-a in Lake Matano and Lake Towuti have been carried out using Landsat-8. However, with these observations, a chlorophyll-a had not properly been monitored by using an application through web-based satellite imagery using web applications using the primary python programming language. The data for processing chlorophyll-a itself are obtained through the geemap library. Chlorophyll-a itself was processed using the existing algorithm. The current web application displays several features, namely the web application information and the results of the chlorophyll-a map. The results of the estimated value of chlorophyll-a range from 0 - 0.6 mg/m3. The minimum value of chlorophyll-a was found in 2014 which was 0.4 mg/m3, while the highest value of chlorophyll-a was found at 0.6 mg/m3 in 2016. The results of this chlorophyll-a analysis was categorized into oligotrophic waters with low fertility.
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anonim. (n.d.-a). About GeoPandas. GeoPandas. Retrieved February 17, 2022, from https://geopandas.org/en/stable/about.html
anonim. (n.d.-b). Getting Started. Visual Studio Code. https://code.visualstudio.com/docs
GitHub, Inc. (n.d.). Hello World. GitHub Docs. https://docs.github.com/en/get-started/quickstart/hello-world
Gorelick, N., Hancher, M., Dixon, M., Ilyushchenko, S., Thau, D., & Moore, R. (2017). Google Earth Engine: Planetary-scale geospatial analysis for everyone. Remote Sensing of Environment, 202, 18–27. https://doi.org/10.1016/j.rse.2017.06.031
Gunawan, E. A., & Agussalim, A. (n.d.). The Effect Of Ammonia With Different Concentration. 10.
Hadi, D. W. (2019, March 25). Saatnya Rencana Pengelolaan Danau Diperhatikan Dalam Rencana Penataan Ruang. Kementerian Lingkungan Hidup dan Kehutanan. http://ppid.menlhk.go.id/siaran_pers/browse/1848
Hidayat, R., Viruly, L., & Azizah, D. (n.d.). Kajian Kandungan Klorofil-A Pada Fitoplankton Terhadap Parameter Kualitas Air Di Teluk Tanjungpinang Kepulauan Riau. 9.
Hidayatullah, A. F. (2021, March 15). Jurusan Informatika. Membuat Aplikasi Web Sains Data Dengan Mudah Menggunakan Streamlit. https://informatics.uii.ac.id/2021/03/15/streamlit-membuat-aplikasi-web-sains-data/
Jaelani, L. M., Limehuwey, R., Kurniadin, N., Pamungkas, A., Koenhardono, E. S., & Sulisetyono, A. (2016). Estimation of Total Suspended Sediment and Chlorophyll-A Concentration from Landsat 8-Oli: The Effect of Atmospher and Retrieval Algorithm. IPTEK The Journal for Technology and Science, 27(1). https://doi.org/10.12962/j20882033.v27i1.1217
Jaelani, L. M., & Ratnaningsih, R. Y. (2019). Multi-Temporal Chlorophyll-A Monitoring in Lake Matano and Towuti Using Landsat 8 OLI Imagery. Journal of Applied Geospatial Information, 3(1), 190–194. https://doi.org/10.30871/jagi.v3i1.1065
Jaelani, L. M., Setiawan, F., & Wibowo, H. (2015). Pemetaan Distribusi Spasial Konsentrasi Klorofil-A dengan Landsat 8 di Danau Matano dan Danau Towuti, Sulawesi Selatan. 9.
Jubilee Enterprise. (2019). Lancar Java dan Javascript.
Kahlert, T., & Giza, K. (n.d.). Visual Studio Code—Tips & Tricks Vol. 1. 26.
Karim, W. S. (2012). Panduan Praktis Pemrograman Web. https://repository.ung.ac.id/get/kms/845/Pemrograman-Web.pdf
Kasim, L. (2021, September 25). Danau Towuti, Lokasi Wisata Purba yang Lebih Tua dari Danau Toba. Askara. https://www.askara.co/read/2021/09/25/21720/danau-towuti-lokasi-wisata-purba-yang-lebih-tua-dari-danau-toba-
Khoiri, A. M. (2021, Agustus). Mengenal Danau Paling Dalam di ASEAN, Bukan Toba. detiktravel. https://travel.detik.com/travel-news/d-5696949/mengenal-danau-paling-dalam-di-asean-bukan-toba/2
Kumar, L., & Mutanga, O. (2018). Google Earth Engine Applications Since Inception: Usage, Trends, and Potential. Remote Sensing, 10(10), 1509. https://doi.org/10.3390/rs10101509
Laili, S., Cahyono, B. E., & Nugroho, A. T. (2020). Analisis Kualitas Air Di Danau Batur Menggunakan Citra Landsat-8 Oli/Tirs Multitemporal. 03, 9.
Landsat 8 (L8) Data Users Handbook. (n.d.).
Li, S. (2021, Desember). Towards Data Science. Streamlit Hands-On: From Zero to Your First Awesome Web App. https://towardsdatascience.com/streamlit-hands-on-from-zero-to-your-first-awesome-web-app-2c28f9f4e214
Marroli. (2017, Mei). Pengelolaan 15 Danau Prioritas Nasional [Artikel GPR]. Kominfo. https://kominfo.go.id/index.Php/content/detail/9629/pengelolaan-15-danau-prioritas-nasional/0/artikel_gpr
Miswar, D., & Halengkara, L. (2016). Pengantar Penginderaan Jauh (A. Suryantoro & G. Rindarjono, Eds.; 1st ed.). Mobius.
Oktaviani, A., & Johan, Y. (2016). Perbandingan Resolusi Spasial, Temporal Dan Radiometrik Serta Kendalanya. Jurnal Enggano, 1(2), 74–79. https://doi.org/10.31186/jenggano.1.2.74-79
Prinina, E. (2016). Validasi Algoritma Estimasi Konsentrasi Klorofil-A Dan Padatan Tersuspensi Menggunakan Citra Satelit Terra Dan Aqua Modis Dengan Data In Situ.
Ratnaningsih, R. Y., & Jaelani, L. M. (n.d.). Analisis Distribusi Spasial Dan Temporal Parameter Kualitas Perairan Darat Menggunakan Data Sentinel-2A. 114.
Rolon-Mérette, D., Ross, M., Rolon-Mérette, T., & Church, K. (2020). Introduction to Anaconda and Python: Installation and setup. The Quantitative Methods for Psychology, 16(5), S3–S11. https://doi.org/10.20982/tqmp.16.5.S003
Samuel, Husnah, & Makmur, S. (2017). Perikanan Tangkap Di Danau Matano, Mahalona, Dan Towuti, Sulawesi Selatan. Jurnal Penelitian Perikanan Indonesia, 15(2), 123. https://doi.org/10.15578/jppi.15.2.2009.123-131
Streamlit. (2022). Get Started. Main Concept. https://docs.streamlit.io/library/get-started/main-concepts
Teguh Wahyono. (2021). Fundamental of Pyhton For Machine Learning (Revisi).
Unit Pelaksana Teknis Kementerian Lingkungan Hidup dan Kehutanan. (2018a, March 1). TWA. Danau Matano [Balai Besar KSDA Sulawesi Selatan]. Taman Wisata Alam. http://ksdasulsel.menlhk.go.id/post/twa.-danau-matano
Unit Pelaksana Teknis Kementerian Lingkungan Hidup dan Kehutanan. (2018b, March 1). TWA. Danau Towuti [Balai Besar KSDA Sulawesi Selatan]. Taman Wisata Alam. http://www.ksdasulsel.org/frontend/web/kawasan-konservasi/detail?id=1520314130
Wang, L., Xu, M., Liu, Y., Liu, H., Beck, R., Reif, M., Emery, E., Young, J., & Wu, Q. (2020). Mapping Freshwater Chlorophyll-a Concentrations at a Regional Scale Integrating Multi-Sensor Satellite Observations with Google Earth Engine. Remote Sensing, 12(20), 3278. https://doi.org/10.3390/rs12203278
Wetzel, R. G. (2001). Limnology: Lake and river ecosystems (3rd ed). Academic Press.
Wu, Q. (2020). geemap: A Python package for interactive mapping with Google Earth Engine. Journal of Open Source Software, 5(51), 2305. https://doi.org/10.21105/joss.02305
Yunus, M. (2021, Ahustus). Danau Matano Penuh Sampah, Lingkungan Sekitar Mulai Rusak. Suarasulsel.Id. https://sulsel.suara.com/read/2021/08/27/155153/danau-matano-penuh-sampah-lingkungan-sekitar-mulai-rusak?page=all
DOI: http://dx.doi.org/10.12962/j24423998.v18i2.14396
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