Engineering Industry-Ready Anomaly Detection Algorithms

Nguyen, Ngoc-Thanh; Heldal, Rogardt; Pelliccione, Patrizio

doi:10.1145/3639478.3643085

Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings 2024

DOI: 10.1145/3639478.3643085

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Engineering Industry-Ready Anomaly Detection Algorithms

Ngoc-Thanh Nguyen,

Rogardt Heldal,

Patrizio Pelliccione

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2024

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A Modular Smart Ocean Observatory for Development of Sensors, Underwater Communication and Surveillance of Environmental Parameters

Bergh,

Danre,

Stensland

et al. 2024

Sensors

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The rapid growth of marine industries has emphasized the focus on environmental impacts for all industries, as well as the influence of key environmental parameters on, for instance, offshore wind or aquaculture performance, animal welfare and structural integrity of different constructions. Development of automatized sensors together with efficient communication and information systems will enhance surveillance and monitoring of environmental processes and impact. We have developed a modular Smart Ocean observatory, in this case connected to a large-scale marine aquaculture research facility. The first sensor rigs have been operational since May 2022, transmitting environmental data in near real-time. Key components are Acoustic Doppler Current Profilers (ADCPs) for measuring directional wave and current parameters, and CTDs for redundant measurement of depth, temperature, conductivity and oxygen. Communication is through 4G network or cable. However, a key purpose of the observatory is also to facilitate experiments with acoustic wireless underwater communication, which are ongoing. The aim is to expand the system(s) with demersal independent sensor nodes communicating through an “Internet of Underwater Things (IoUT)”, covering larger areas in the coastal zone, as well as open waters, of benefit to all ocean industries. The observatory also hosts experiments for sensor development, biofouling control and strategies for sensor self-validation and diagnostics. The close interactions between the experiments and the infrastructure development allow a holistic approach towards environmental monitoring across sectors and industries, plus to reduce the carbon footprint of ocean observation. This work is intended to lay a basis for sophisticated use of smart sensors with communication systems in long-term autonomous operation in remote as well as nearshore locations.

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A Modular Smart Ocean Observatory for Development of Sensors, Underwater Communication and Surveillance of Environmental Parameters

Bergh,

Danre,

Stensland

et al. 2024

Sensors

View full text Add to dashboard Cite

show abstract

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Engineering Industry-Ready Anomaly Detection Algorithms

Cited by 1 publication

References 15 publications

A Modular Smart Ocean Observatory for Development of Sensors, Underwater Communication and Surveillance of Environmental Parameters

A Modular Smart Ocean Observatory for Development of Sensors, Underwater Communication and Surveillance of Environmental Parameters

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