An Artificial Intelligence (AI) Approach to Controlling Disaster Scenarios

An Artificial Intelligence (AI) Approach to Controlling Disaster Scenarios

Mark Schofield
DOI: 10.4018/978-1-7998-9815-3.ch003
OnDemand:
(Individual Chapters)
Available
$37.50
No Current Special Offers
TOTAL SAVINGS: $37.50

Abstract

Natural disasters have the potential to cause catastrophic damage and massive economic losses. Actual damages and losses have been increasing in recent years. As a result, disaster managers bear a greater responsibility to safeguard their communities in advance by developing effective management strategies. Numerous studies have been conducted on the processing of disaster-related data using artificial intelligence (AI) techniques, all with the goal of developing more effective disaster management strategies. This chapter summarises current AI applications in the four phases of disaster management: mitigation, preparation, response, and recovery. Numerous AI techniques can be applied to various stages of disaster management, and several practical AI-based decision support tools are demonstrated. It seems that the vast majority of artificial intelligence applications are focused on disaster preparedness and response.
Chapter Preview
Top

Historical Context

Artificial Intelligence Methods

Artificial intelligence is classified into two types:

To summarise the current state of research and practise in disaster management, this study categorises AI methods into six categories: supervised models, unsupervised models, deep learning, reinforcement learning, deep reinforcement learning and optimisation.

Instructor-Supervised Models

Pre-existing data is used to train supervised algorithms. Supervised models make use of labelled training data to predict the value or category of an output variable using regression or classification methods on previously identified input/output pairs (Russell and Norvig 2016). Sustaining models have been used to extract data, recognise objects in computer vision, recognise patterns, and recognise speech, to name a few applications.

Complete Chapter List

Search this Book:
Reset