Synergistic integration between machine learning and agent-based modeling: A multidisciplinary review
Agent-based modeling (ABM) involves developing models in which agents make adaptive
decisions in a changing environment. Machine-learning (ML) based inference models can …
decisions in a changing environment. Machine-learning (ML) based inference models can …
Agent-based modelling and flood risk management: A compendious literature review
The use of agent-based modelling (ABM) to tackle flood-related risk challenges is becoming
increasingly popular in recent years. This paper reviews the literature at the interface of ABM …
increasingly popular in recent years. This paper reviews the literature at the interface of ABM …
The safe development paradox: An agent-based model for flood risk under climate change in the European Union
With increasing flood risk due to climate change and socioeconomic trends, governments
are under pressure to continue implementing flood protection measures, such as dikes, to …
are under pressure to continue implementing flood protection measures, such as dikes, to …
Assessing surface water flood risk and management strategies under future climate change: Insights from an Agent-Based Model
Climate change and increasing urbanization are projected to result in an increase in surface
water flooding and consequential damages in the future. In this paper, we present insights …
water flooding and consequential damages in the future. In this paper, we present insights …
A coupled flood-agent-institution modelling (CLAIM) framework for urban flood risk management
In this paper, we describe a modelling framework that allows the integration of human and
physical components of flood risk. Within this framework, flood risk management is …
physical components of flood risk. Within this framework, flood risk management is …
A typology for characterizing human action in multisector dynamics models
J Yoon, P Romero‐Lankao, YCE Yang… - Earth's …, 2022 - Wiley Online Library
The role of individual and collective human action is increasingly recognized as a prominent
and arguably paramount determinant in shaping the behavior, trajectory, and vulnerability of …
and arguably paramount determinant in shaping the behavior, trajectory, and vulnerability of …
Using agent-based modelling to simulate social-ecological systems across scales
Agent-based modelling (ABM) simulates Social-Ecological-Systems (SESs) based on the
decision-making and actions of individual actors or actor groups, their interactions with each …
decision-making and actions of individual actors or actor groups, their interactions with each …
Flood risk management in Sint Maarten–A coupled agent-based and flood modelling method
Disaster risk reduction is a major concern of small island developing states. Measures to
reduce risk should not only be based on the magnitude of physical hazard, but also on the …
reduce risk should not only be based on the magnitude of physical hazard, but also on the …
[HTML][HTML] Integrating agent-based approaches with flood risk models: A review and perspective
JCJH Aerts - Water Security, 2020 - Elsevier
Integrating agent-based approaches with flood risk models: A review and perspective -
ScienceDirect Skip to main contentSkip to article Elsevier logo Journals & Books Search …
ScienceDirect Skip to main contentSkip to article Elsevier logo Journals & Books Search …
Exploring the limits and gaps of flood adaptation
Flood adaptation measures such as levees, flood-proofing structures, nature-based
solutions and flood insurance are essential to cope with the growing flood risk caused by …
solutions and flood insurance are essential to cope with the growing flood risk caused by …