A Diagnostic Decision Support System for Selecting Best Management Practices
نویسندگان
چکیده
Title of Document: A DIAGNOSTIC DECISION SUPPORT SYSTEM FOR SELECTING BEST MANAGEMENT PRACTICES IN URBAN/SUBURBAN WATERSHEDS Yan Wang, Doctor of Philosophy, 2015 Directed By: Dr. Hubert J Montas, Fischell Department of Bio-Engineering Dr. Kaye L. Brubaker, Department of Civil and Environmental Engineering Best Management Practices (BMPs) have become the most effective way to mitigate the non-point source pollution (NPS) problems. Much attention has been paid on NPS in rural areas, where agricultural activities increase the nutrients, toxics, and sediments in surface water. Urban and suburban areas are also major contributors of NPS, largely due to stormwater. For watersheds bearing various soil types and land uses, a single type of BMP cannot be the panacea to all stormwater and related water quality problems. There is a need for a series of spatially distributed small-scale BMPs aimed at reducing flow volume and improving urban stormwater quality. This research seeks to develop a Diagnostic Decision Support System (DDSS) for urban BMP selection. The process-based distributed hydrologic model, Soil and Water Assessment Tool (SWAT), was used to simulate the hydrologic processes, estimate water quality variables, and to model the urban BMPs. The DDSS consists of three parts: a Hotspot Identifier, which locates the water quality and quantity hotspots; a Diagnostic Expert System (DES), which identifies the most likely physical reasons for excessive pollutants; and a Prescriptive Expert System (PES), which selects a proper set of spatially distributed BMPs. SWAT was calibrated and validated first to simulate pre-BMP watershed responses. The DDSS was then applied for BMP recommendation. The prescribed BMPs were modeled back into SWAT to quantify their effectiveness. Total Cost for BMP implementation was calculated as a function of BMP coverage area, BMP numbers and types, and residents’ preferences. Protocols for urban BMP modeling were developed based on the BMPs’ mechanism and the hydrologic processes involved. The DDSS was tested in Watts Branch, a small urban watershed in metropolitan Washington D.C., and Wilde Lake, a suburban watershed in Columbia, MD. Comparisons were carried out in terms of hotspots distribution and BMP recommendation between the two study areas. The hotspots identified and BMPs prescribed by the DDSS were also examined under future climate scenarios. The prescribed BMPs and GIS maps will be useful in agency-level decision making and in developing appropriate educational material for residents and the general public. A DIAGNOSTIC DECISION SUPPORT SYSTEM FOR SELECTING BEST MANAGEMENT PRACTICES IN URBAN/SUBURBAN WATERSHEDS
منابع مشابه
Role of Resilience in Sustainable Urban Stormwater Management
Typically, best management practices (BMPs) are implemented to help sustainable stormwater management in urban areas. Over recent decades the selection of urban stormwater management measures for a site has been a challenge among urban planners where thecriterion based on flood volume no longer suffices for selecting urban drainage solutions. Therefore there is a need to consider a set of holis...
متن کاملDetermination of the Most Important Diagnostic Criteria for COVID-19: A Step forward to Design an Intelligent Clinical Decision Support System
Background & Objective: Since the clinical and epidemiologic characteristics of coronavirus disease 2019 (COVID-19) is not well known yet, investigating its origin, etiology, diagnostic criteria, clinical manifestations, risk factors, treatments, and other related aspects is extremely important. In this situation, clinical experts face many uncertainties to make decision about COVID-19 progn...
متن کاملUse of Evidence-informed Deliberative Processes by Health Technology Assessment Agencies Around The Globe
Background Evidence-informed deliberative processes (EDPs) were recently introduced to guide health technology assessment (HTA) agencies to improve their processes towards more legitimate decision-making. The EDP framework provides guidance that covers the HTA process, ie, contextual factors, installation of an appraisal committee, selecting health technologies and criteria, assessment, a...
متن کاملA Decision Support System (DSS) to Select the Premier Fuel to Develop in the Value Chain of Natural Gas
A value chain is a series of events that takes a raw material and with each step adds value to it. Global interest in the application of natural gas (NG) in production and transportation has grown dramatically, representing a long-term, low-cost, domestic, and secure alternative to petroleum-based fuels. Many technological solutions are currently considered on the market or in development, whic...
متن کاملClinical decision support system, a potential solution for diagnostic accuracy improvement in oral squamous cell carcinoma: A systematic review
BACKGROUND AND AIM: Oral squamous cell carcinoma (OSCC) is a rapidly progressive disease and despite the progress in the treatment of cancer, remains a life-threatening illness with a poor prognosis. Diagnostic techniques of the oral cavity are not painful, non-invasive, simple and inexpensive methods. Clinical decision support systems (CDSSs) are the most important diagnostic technologies used...
متن کامل