Litcius/Paper detail

Design of a dynamic and self-adapting system, supported with artificial intelligence, machine learning and real-time intelligence for predictive cyber risk analytics in extreme environments – cyber risk in the colonisation of Mars

Petar Radanliev, David De Roure, Kevin Page, Max Van Kleek, Omar Santos, La’Treall Maddox, Pete Burnap, Eirini Anthi, Carsten Maple

2020Safety in Extreme Environments34 citationsDOIOpen Access PDF

Abstract

Abstract Multiple governmental agencies and private organisations have made commitments for the colonisation of Mars. Such colonisation requires complex systems and infrastructure that could be very costly to repair or replace in cases of cyber-attacks. This paper surveys deep learning algorithms, IoT cyber security and risk models, and established mathematical formulas to identify the best approach for developing a dynamic and self-adapting system for predictive cyber risk analytics supported with Artificial Intelligence and Machine Learning and real-time intelligence in edge computing. The paper presents a new mathematical approach for integrating concepts for cognition engine design, edge computing and Artificial Intelligence and Machine Learning to automate anomaly detection. This engine instigates a step change by applying Artificial Intelligence and Machine Learning embedded at the edge of IoT networks, to deliver safe and functional real-time intelligence for predictive cyber risk analytics. This will enhance capacities for risk analytics and assists in the creation of a comprehensive and systematic understanding of the opportunities and threats that arise when edge computing nodes are deployed, and when Artificial Intelligence and Machine Learning technologies are migrated to the periphery of the internet and into local IoT networks.

Topics & Concepts

Predictive analyticsArtificial intelligenceMachine learningComputer scienceAnalyticsAnomaly detectionBig dataVirtual machineData scienceEnhanced Data Rates for GSM EvolutionEdge computingCloud computingComputer securityComputational intelligenceLifelong learningMarketing and artificial intelligenceCyber-attackRisk managementCyber-physical systemColonisationInternet of ThingsRisk analysis (engineering)Applications of artificial intelligenceThe InternetAmbient intelligenceWeb intelligenceRisk assessmentNetwork Security and Intrusion DetectionAnomaly Detection Techniques and ApplicationsMaritime Navigation and Safety