{"id":{"repo_id":"uwo","oai_identifier":"oai:uwo.scholaris.ca:20.500.14721/34285"},"canonical_url":"https://search.dev.ndltd.org/etd/uwo/oai:uwo.scholaris.ca:20.500.14721/34285","repository":{"repo_id":"uwo","name":"Western University","base_url":"https://uwo.scholaris.ca/server/oai/request"},"display":{"title":"Uncertainty Analysis of the Performance of a System of Best Management Practices for Achieving Phosphorus Load Reduction to Surface Waters","abstract":"The repeated occurrence of Lake Erie’s harmful algal blooms suggests an inadequate phosphorus management system that results in excessive loads to the lake. In response, Canadian and United States’ governments have issued a new management objective, a 40% reduction in total and dissolved reactive phosphorus loads relative to 2008. To provide scientific evidence to guide managers toward achieving their management objective, we used the International Organization of Standardization (ISO) 31010 Bowtie Risk Analysis Tool to analyze the performance of the phosphorus management system. The effectiveness of agricultural best management practices (BMPs) and their adoption were combined into a Bayesian belief network model to predict watershed performance of each BMP. Then, the BMPs were analyzed for their probability of high risk phosphorus load reduction and achieving the management objective. Trade-offs were observed among the BMPs that will require decision makers to decide whether the management priority is to achieve the 40% load reduction objectives, or prevent further increase in the proportion of dissolved reactive phosphorus in the load, the identified culprit causing the repeated algal blooms.","abstract_html":"The repeated occurrence of Lake Erie’s harmful algal blooms suggests an inadequate phosphorus management system that results in excessive loads to the lake. In response, Canadian and United States’ governments have issued a new management objective, a 40% reduction in total and dissolved reactive phosphorus loads relative to 2008. To provide scientific evidence to guide managers toward achieving their management objective, we used the International Organization of Standardization (ISO) 31010 Bowtie Risk Analysis Tool to analyze the performance of the phosphorus management system. The effectiveness of agricultural best management practices (BMPs) and their adoption were combined into a Bayesian belief network model to predict watershed performance of each BMP. Then, the BMPs were analyzed for their probability of high risk phosphorus load reduction and achieving the management objective. Trade-offs were observed among the BMPs that will require decision makers to decide whether the management priority is to achieve the 40% load reduction objectives, or prevent further increase in the proportion of dissolved reactive phosphorus in the load, the identified culprit causing the repeated algal blooms.","abstract_has_math":false,"creators":["Igras, Jason D.M."],"institution":"The University of Western Ontario","degree_name":"M Sc","degree_level":null,"degree_discipline":"Geography","degree_department":null,"school":null,"contributors":[],"advisors":["Irena F. Creed"],"committee_chairs":[],"committee_members":[],"year":2016,"date_issued":"2016-10-03","date_published":"2016-10-03","updated_at":"2026-07-27T21:56:03Z","subjects":["Great Lakes","eutrophication","agriculture","phosphorus","best management practices (BMPs)","risk management","Bayesian belief network"],"languages":["en_ca"],"rights":[],"rights_urls":[],"identifier_entries":[]},"links":{"outbound_url":"https://hdl.handle.net/20.500.14721/34285","outbound_label":"Handle","outbound_source":"dc:identifier.uri"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor.advisor","label":"Advisor","values":["Irena F. 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In citing or referring to this thesis, use the DOI or handle from this page instead. Sample citation: Author name, \"Thesis title.\" (Year). Western University Open Repository. https://doi.org/10.71858/123456."]},{"key":"dc:description.abstract","label":"Abstract","values":["The repeated occurrence of Lake Erie’s harmful algal blooms suggests an inadequate phosphorus management system that results in excessive loads to the lake. In response, Canadian and United States’ governments have issued a new management objective, a 40% reduction in total and dissolved reactive phosphorus loads relative to 2008. To provide scientific evidence to guide managers toward achieving their management objective, we used the International Organization of Standardization (ISO) 31010 Bowtie Risk Analysis Tool to analyze the performance of the phosphorus management system. The effectiveness of agricultural best management practices (BMPs) and their adoption were combined into a Bayesian belief network model to predict watershed performance of each BMP. Then, the BMPs were analyzed for their probability of high risk phosphorus load reduction and achieving the management objective. Trade-offs were observed among the BMPs that will require decision makers to decide whether the management priority is to achieve the 40% load reduction objectives, or prevent further increase in the proportion of dissolved reactive phosphorus in the load, the identified culprit causing the repeated algal blooms."]},{"key":"dc:title","label":"Title","values":["Uncertainty Analysis of the Performance of a System of Best Management Practices for Achieving Phosphorus Load Reduction to Surface Waters"]}]}],"canonical_facts":{"dc:contributor.advisor":["Irena F. Creed"],"dc:creator":["Igras, Jason D.M."],"dc:date.accessioned":["2025-07-10T20:01:44Z"],"dc:date.available":["2025-07-10T20:01:44Z"],"dc:date.issued":["2016-10-03"],"dc:description":["The thesis cover page in the PDF document includes references to Western University’s previous institutional repository platform, known as Scholarship@Western, and links to that platform (beginning with ir.lib.uwo.ca). In citing or referring to this thesis, use the DOI or handle from this page instead. Sample citation: Author name, \"Thesis title.\" (Year). Western University Open Repository. https://doi.org/10.71858/123456."],"dc:description.abstract":["The repeated occurrence of Lake Erie’s harmful algal blooms suggests an inadequate phosphorus management system that results in excessive loads to the lake. In response, Canadian and United States’ governments have issued a new management objective, a 40% reduction in total and dissolved reactive phosphorus loads relative to 2008. To provide scientific evidence to guide managers toward achieving their management objective, we used the International Organization of Standardization (ISO) 31010 Bowtie Risk Analysis Tool to analyze the performance of the phosphorus management system. The effectiveness of agricultural best management practices (BMPs) and their adoption were combined into a Bayesian belief network model to predict watershed performance of each BMP. Then, the BMPs were analyzed for their probability of high risk phosphorus load reduction and achieving the management objective. Trade-offs were observed among the BMPs that will require decision makers to decide whether the management priority is to achieve the 40% load reduction objectives, or prevent further increase in the proportion of dissolved reactive phosphorus in the load, the identified culprit causing the repeated algal blooms."],"dc:identifier.uri":["https://hdl.handle.net/20.500.14721/34285"],"dc:language.iso":["en_ca"],"dc:publisher":["The University of Western Ontario"],"dc:subject":["Great Lakes","eutrophication","agriculture","phosphorus","best management practices (BMPs)","risk management","Bayesian belief network"],"dc:title":["Uncertainty Analysis of the Performance of a System of Best Management Practices for Achieving Phosphorus Load Reduction to Surface Waters"],"dc:type":["thesis"],"thesis:degree_discipline":["Geography"],"thesis:degree_name":["M Sc"]},"updated_at":"2026-07-27T21:56:03Z"}