FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS

Antibiotic resistance occurred not only in human but also in livestock. Several factors that caused resistance in antibiotic are excessive use of antibiotic, using antibiotic without doctor prescribing and the lack of discovery new antibiotic. This study aims to determine the source of fecal polluti...

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Main Author: Lestari Madelin, Indah
Format: Final Project
Language:Indonesia
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Online Access:https://digilib.itb.ac.id/gdl/view/61387
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:61387
spelling id-itb.:613872021-09-25T15:02:00ZFECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS Lestari Madelin, Indah Teknik saniter dan perkotaan; teknik perlindungan lingkungan Indonesia Final Project Antibiotic, ARCC, DA, Resistance, PCA. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/61387 Antibiotic resistance occurred not only in human but also in livestock. Several factors that caused resistance in antibiotic are excessive use of antibiotic, using antibiotic without doctor prescribing and the lack of discovery new antibiotic. This study aims to determine the source of fecal pollution in Citarum Hulu River based on antibiotic resistance pattern in chicken, cattle, sheep and human. Based on meta-analysis in five journal, Antibiotic Resistance Analysis (ARA) and Discriminant Analysis can be used for fecal source tracking. Antibiotic resistance pattern obtained by analyze resistance condition in E. coli from each isolate. The results of antibiotic resistance profiles of 40 isolates for library and 90 isolates from nine segments of Citarum Hulu River, namely, Situ Cisanti, Majalaya, Rancasari, Baleendah, Bojongsoang, Katapang, Margaasih and Nanjung were analyzed using Discriminant Analysis (DA) and Principal Component Analysis-Discriminant Analysis (PCA-DA). This tracking used four sources of fecal contamination: chicken, cattle, goat and human. DA results show the dominant source of fecal contamination came from cattle in upper and middle area, and in downstream fecal source contamination dominated by goat with an Average Rate Correct Classification (ARCC) of 65%. Factor analysis using PCA give the percent variance of 35.5% for Principal Component (PC)-1 and 15.39% for PC-2. Tracking with PC-1 – DA gives the dominant source from the chicken with an ARCC value of 37.5%. For PC-2 – DA give the dominant sources are from chicken with an ARCC value of 50%. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
topic Teknik saniter dan perkotaan; teknik perlindungan lingkungan
spellingShingle Teknik saniter dan perkotaan; teknik perlindungan lingkungan
Lestari Madelin, Indah
FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
description Antibiotic resistance occurred not only in human but also in livestock. Several factors that caused resistance in antibiotic are excessive use of antibiotic, using antibiotic without doctor prescribing and the lack of discovery new antibiotic. This study aims to determine the source of fecal pollution in Citarum Hulu River based on antibiotic resistance pattern in chicken, cattle, sheep and human. Based on meta-analysis in five journal, Antibiotic Resistance Analysis (ARA) and Discriminant Analysis can be used for fecal source tracking. Antibiotic resistance pattern obtained by analyze resistance condition in E. coli from each isolate. The results of antibiotic resistance profiles of 40 isolates for library and 90 isolates from nine segments of Citarum Hulu River, namely, Situ Cisanti, Majalaya, Rancasari, Baleendah, Bojongsoang, Katapang, Margaasih and Nanjung were analyzed using Discriminant Analysis (DA) and Principal Component Analysis-Discriminant Analysis (PCA-DA). This tracking used four sources of fecal contamination: chicken, cattle, goat and human. DA results show the dominant source of fecal contamination came from cattle in upper and middle area, and in downstream fecal source contamination dominated by goat with an Average Rate Correct Classification (ARCC) of 65%. Factor analysis using PCA give the percent variance of 35.5% for Principal Component (PC)-1 and 15.39% for PC-2. Tracking with PC-1 – DA gives the dominant source from the chicken with an ARCC value of 37.5%. For PC-2 – DA give the dominant sources are from chicken with an ARCC value of 50%.
format Final Project
author Lestari Madelin, Indah
author_facet Lestari Madelin, Indah
author_sort Lestari Madelin, Indah
title FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
title_short FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
title_full FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
title_fullStr FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
title_full_unstemmed FECAL SOURCE IDENTIFICATION IN CITARUM HULU RIVER BASED ON DISCRIMINANT ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
title_sort fecal source identification in citarum hulu river based on discriminant analysis and principal component analysis
url https://digilib.itb.ac.id/gdl/view/61387
_version_ 1822003822720974848