Towards sustainable coastal management: a hybrid model for vulnerability and risk assessment
Authors:
Open Access
- 24 July 2024
- journal article
- research article
- Published by Springer Nature in Journal of Coastal Conservation
- Vol. 28 (4) , 1-28
Abstract
This paper presents the development of a Hybrid Model (HM) integrated with a Bayesian Network (BN) for comprehensive coastal vulnerability and risk assessment, with a focus on Konyaaltı Beach, Antalya, Turkey. The HM incorporates critical environmental parameters such as wind, waves, currents, and sediment transport to simulate conditions at vulnerable coastal areas and perform risk assessments for storm effects, flooding, and erosion. The model includes submodules for predicting coastal storms, quantifying sediment transport rates, assessing tsunami inundation severity, and categorizing storms based on beach typologies. The Adaptive Neuro-Fuzzy Inference System (ANFIS) is utilized for significant wave height predictions, enhancing the model's accuracy. The integration of hydrodynamic modeling, Bayesian networks, and ANFIS offers a robust framework for assessing coastal vulnerability and informing sustainable management practices. The study's results highlight the necessity for integrated risk management strategies, including adaptive infrastructure design, zoning and land use regulations, ecosystem-based management, and continuous monitoring and model refinement to enhance coastal resilience against dynamic environmental forces. This research provides valuable insights for mitigating the impacts of hazards on urban developments, contributing to the advancement of sustainable coastal management.Keywords
Funding Information
- Istanbul Technical University
This publication has 33 references indexed in Scilit:
- Discovering the Perception Differences of Stakeholders on the Sustainable and Innovative Stormwater Management PracticesWater Resources Management, 2024
- Guest editorial to the special issue of natural hazards: climate change and coastal vulnerabilityNatural Hazards, 2020
- Coastal vulnerability assessment studies over India: a reviewNatural Hazards, 2015
- California coastal management with a changing climateClimatic Change, 2011
- Coastal erosion hazard and vulnerability assessment for southern coastal Tamil Nadu of India by using remote sensing and GISNatural Hazards, 2011
- Assessing coastal vulnerability to climate change: comparing segmentation at global and regional scalesSustainability Science, 2008
- Modelling of Interaction between Surface Waves and Mud LayerLecture Notes in Computer Science, 2004
- A Baroclinic Three Dimensional Numerical Model Applied to Coastal Lagoons2003
- Rubble Mound Breakwaters Under Tsunami Attack2003
- Three-dimensional Modelling of Stratified Coastal WatersEstuarine, Coastal and Shelf Science, 2002