Perbandingan Perhitungan Densitas Retakan (Density Crack) Menggunakan Metode Fuzzy K-Mean, Fuzzy C-Mean, FCM Level Set, dan Least Square Equation

Ghiffari, Razstra Athalla (2024) Perbandingan Perhitungan Densitas Retakan (Density Crack) Menggunakan Metode Fuzzy K-Mean, Fuzzy C-Mean, FCM Level Set, dan Least Square Equation. Other thesis, Institut Teknologi Sepuluh Nopember.

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Abstract

Tanah adalah komponen penting dalam ekosistem dan berfungsi sebagai media tumbuh bagi tanaman serta penyimpanan air dan nutrisi. Namun, tanah juga dapat mengalami retakan atau retak saat mengering, yang dapat berdampak negatif pada lingkungan. Penelitian ini mengkaji perilaku tanah retak akibat pengeringan dengan menggunakan metode fuzzy, khususnya Fuzzy K-means, Fuzzy C-Means (FCM), FCM-Level Set Metode (FCM-LSM) , dan Least Square Equation(LSE) . Kinerja empat metode ini dievaluasi pada enam kasus Perhitungan densitas retakan melalui analisis eror dan waktu proses. Temuan menunjukan K-Mean menjadi yang paling konsisten diantara keempat metode yang dilakukan. Walau dalam pengolahan densitas retakan itu sendiri k-mean bukan menjadi yang paling baik dalam keseluruhan sample retakan namun Ketika faktor waktu dan konsistensi eror densitas retakan dimasukan, K-Mean menjadi metode yang paling effektif. Melalui penelitian ini, diharapkan dapat diperoleh pemahaman yang lebih baik tentang perilaku tanah retak akibat kondisi pengeringan. Pengetahuan ini dapat membantu dalam perencanaan dan manajemen lahan, perlindungan lingkungan, serta pengembangan metode pengairan dan manajemen tanah yang lebih efektif dalam menghadapi perubahan iklim dan ketidakpastian lingkungan.
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Soil is a critical component in ecosystem and functioning as a growing medium for plants as well as storing air and nutrients. But soil can crack or a crack happened in drying condition that can impact negatively on the environment. This research examines the behavior of cracked soil due to drying using fuzzy methods, specifically Fuzzy K-means, Fuzzy C-Means (FCM), FCM-Level Set Method (FCM-LSM), and Least Square Equation (LSE). The performance of these four methods was evaluated on six Crack Density cases through error and processing time analysis. The findings consistently show that K-Mean is the most consisten between the four method. Even if the result of crack density K-Mean is not the best in every case, when time and consistency is factored in K-Mean showed that it become the most effective. Trough this research hopefully there is a better understanding that can be obtained about a crack on a soil that happed in drying condition. This knowledge can help in land planning and management, environment protection, irrigation development, a better soil management in face of climate change and uncertainty in environment

Item Type:	Thesis (Other)
Uncontrolled Keywords:	Tanah Retak, Densitas Retakan, Fuzzy K-means, Fuzzy C-Means (FCM), FCM-Level Set (FCM-LSM) , Least Square Equation(LSE),Soil Cracking, Crack Density, Fuzzy K-means, Fuzzy C-Means (FCM), FCM-Level Set Metode (FCM-LSM) , Least Square Equation(LSE)
Subjects:	G Geography. Anthropology. Recreation > GB Physical geography
Divisions:	Faculty of Civil Engineering and Planning > Geophysics Engineering > 33201-(S1) Undergraduate Thesis
Depositing User:	Razstra AThalla Ghiffari
Date Deposited:	06 Feb 2024 01:21
Last Modified:	06 Feb 2024 01:21
URI:	http://repository.its.ac.id/id/eprint/106129

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