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Omid Seyedashraf

Omid Seyedashraf

Academic rank: Assistant Professor
ORCID:
Education: PhD.
ScopusId:
HIndex:
Faculty: Faculty of Engineering
Address:
Phone: 1165

Research

Title
Assisting decision-makers select multi-dimensionally efficient infrastructure designs – Application to urban drainage systems
Type
JournalPaper
Keywords
Multi-objective design, Pareto-front representation, Sustainable urban drainage systems, Fuzzy data clustering
Year
2023
Journal JOURNAL OF ENVIRONMENTAL MANAGEMENT
DOI
Researchers Omid Seyedashraf ، Andrea Bottacin-Busolin ، Julien Harou

Abstract

Multi-objective design approaches can help identify future infrastructure system designs that appropriately balance different engineering, environmental, and other societal goals. Planners benefit from assessing the trade-offs implied by the best-performing infrastructure system solutions. However, a large number of possible efficient system designs, obtained when using multi-objective optimization, can be overwhelming to interpret. This study attempts to aid decision-making in multi-criteria infrastructure system design by reducing the complexity of the identified set of efficient infrastructure designs, i.e., the Pareto-front. A soft clustering algorithm is applied, which identifies similarities between solutions, partitions the front accordingly, and selects a set of representative solutions while preserving the multi-dimensional structure of the solutions on the efficiency frontier. Three post-optimization decision-making metrics are introduced to help quantify the overall performance of the Pareto-optimal designs to further summarize design process outputs for decision-makers. We apply the method to an illustrious urban drainage network case study. Results show how the approach can simplify Pareto-fronts with thousands of solutions into sets of highlighted designs that aid interpreting the trade-offs implied by the best-performing simulated systems.