Classification and Prediction of Fecal Coliform in Stream Waters Using Decision Trees (DTs) for Upper Green River Watershed, Kentucky, USA
نویسندگان
چکیده
The classification of stream waters using parameters such as fecal coliforms into the classes body contact and recreation, fishing boating, domestic utilization, danger itself is a significant practical problem water quality prediction worldwide. Various statistical causal approaches are used routinely to solve from modeling perspective. However, transparent process in form Decision Trees shed more light on structure input variables climate land use predicting current paper. Tree algorithms regression tree (CART), iterative dichotomiser (ID3), random forest (RF), ensemble methods bagging boosting applied predict classify unknown behavior variables. variants have also been looked at for effective results. Although Random Forest, Gradient Boosting, Extremely Randomized models found yield consistent results, DTs with Adaptive Boosting Bagging gave best testing accuracies out all attempted Fecal Coliforms Upper Green River watershed, Kentucky, USA. Separately, discussion Support System (DSS) that uses Classifier (DTC) provided.
منابع مشابه
Analysis of fecal coliform concentrations of Otsego Lake ' s tributaries and the upper Susquehanna River , 1996
In previous years, studies h.;.ve been conducted on several tributaries of Otsego Lake and the upper Susquehanna River that analyzed the concentrations offecal coliforms. a group of bacteria found in the intestines ofwarm blooded animals and thus indic' ve offecal contamination. Research was conducted for the duration of the SUIll:.ler ,f 1996 on the upper Susquehanna River, Hayden Creek, Shado...
متن کاملtechnical and legal parameters for determination of river boundary,( case study haraz river)
چکیده با توسعه شهر نشینی و دخل و تصرف غیر مجاز در حریم رودخانه ها خسارات زیادی به رودخانه و محیط زیست اطراف آن وارده می شود. در حال حاضر بر اساس آئین نامه اصلاح شده بستر و حریم رودخانه ها، حریم کمی رودخانه که بلافاصله پس از بستر قرار می گیرد از 1 تا20 متر از منتهی الیه طرفین بستر رودخانه تعیین، که مقدار دقیق آن در هر بازه از رودخانه مشخص نیست. در کشورهای دیگر روشهای متفاوتی من جمله: درصد ریسک...
15 صفحه اولsimulation and experimental studies for prediction mineral scale formation in oil field during mixing of injection and formation water
abstract: mineral scaling in oil and gas production equipment is one of the most important problem that occurs while water injection and it has been recognized to be a major operational problem. the incompatibility between injected and formation waters may result in inorganic scale precipitation in the equipment and reservoir and then reduction of oil production rate and water injection rate. ...
Comparison of fecal indicator bacterial populations in surface waters of the Kalamazoo River, USA.
Surface waters along the Kalamazoo River, USA, were examined for occurrence and population trends of fecal indicator bacteria (FIB) with culture-based and culture-independent methods. The two methods recorded discrepancies in FIB counts, with the culture-independent method revealing more consistent numbers between the river sites. FIB cells that hybridized with the ECO1482 probe were highest in...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Water
سال: 2021
ISSN: ['2073-4441']
DOI: https://doi.org/10.3390/w13192790