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Harmful algal blooms (HABs) are episodes of high concentrations of algae that are potentially toxic for human consumption. Mollusc farming can be affected by HABs because, as filter feeders, they can accumulate high concentrations of marine…

In this study, explainable machine learning techniques are applied to predict the toxicity of mussels in the Gulf of Trieste (Adriatic Sea) caused by harmful algal blooms. By analysing a newly created 28-year dataset containing records of…

Harmful Algal and Cyanobacterial Blooms (HABs), occurring in inland and maritime waters, pose threats to natural environments by producing toxins that affect human and animal health. In the past, HABs have been assessed mainly by the manual…

系统与控制 · 电气工程与系统科学 2023-09-12 José L. Risco-Martín , Segundo Esteban , Jesús Chacón , Gonzalo Carazo-Barbero , Eva Besada-Portas , José A. López-Orozco

This paper describes the application of machine learning techniques to develop a state-of-the-art detection and prediction system for spatiotemporal events found within remote sensing data; specifically, Harmful Algal Bloom events (HABs).…

机器学习 · 计算机科学 2020-04-17 P. R. Hill , A. Kumar , M. Temimi , D. R. Bull

Several theories have been proposed to explain the development of harmful algal blooms (HABs) produced by the toxic dinoflagellate \emph{Karenia brevis} on the West Florida Shelf. However, because the early stages of HAB development are…

大气与海洋物理 · 物理学 2009-11-13 M. J. Olascoaga , F. J. Beron-Vera , L. E. Brand , H. Koçak

Harmful Algal Blooms (HABs) pose severe threats to aquatic ecosystems and public health, resulting in substantial economic losses globally. Early detection is crucial but often hindered by the scarcity of high-quality datasets necessary for…

机器学习 · 计算机科学 2025-06-17 Tianyi Huang

Harmful algae blooms (HABs), which produce lethal toxins, are a growing global concern since they negatively affect the quality of drinking water and have major negative impact on wildlife, the fishing industry, as well as tourism and…

计算机视觉与模式识别 · 计算机科学 2018-05-04 Jason L. Deglint , Chao Jin , Angela Chao , Alexander Wong

A disconcerting ramification of water pollution caused by burgeoning populations, rapid industrialization and modernization of agriculture, has been the exponential increase in the incidence of algal growth across the globe. Harmful algal…

计算机视觉与模式识别 · 计算机科学 2018-11-28 Arabinda Samantaray , Baijian Yang , J. Eric Dietz , Byung-Cheol Min

Harmful algal blooms (HABs) can threaten coastal infrastructure, fisheries, and desalination dependent water supplies. This project (REDNET-ML) develops a reproducible machine learning pipeline for HAB risk detection along the Omani…

机器学习 · 计算机科学 2026-03-05 Ameer Alhashemi

We present a self-supervised machine learning framework for detecting and mapping the severity and speciation of harmful algal blooms (HABs) using multi-sensor satellite data. By fusing reflectance data from operational polar-orbiting…

机器学习 · 计算机科学 2026-02-03 Nicholas LaHaye , Kelly M. Luis , Michelle M. Gierach

Human enterprise often suffers from direct negative effects caused by jellyfish blooms. The investigation of a prior jellyfish monitoring system showed that it was unable to reliably perform in a cross validation setting, i.e. in new…

计算机视觉与模式识别 · 计算机科学 2021-03-09 Artjoms Gorpincenko , Geoffrey French , Peter Knight , Mike Challiss , Michal Mackiewicz

Cyanobacteria are the most frequent dominant species of algal blooms in inland waters, threatening ecosystem function and water quality, especially when toxin-producing strains predominate. Enhanced by anthropogenic activities and global…

Damage prognosis is, arguably, one of the most difficult tasks of structural health monitoring (SHM). To address common problems of damage prognosis, a population-based SHM (PBSHM) approach is adopted in the current work. In this approach…

机器学习 · 计算机科学 2024-09-30 George Tsialiamanis , Keith Worden , Nikolaos Dervilis , Aidan J Hughes

Parallel batch processing machines have extensive applications in the semiconductor manufacturing process. However, the problem models in previous studies regard parallel batch processing as a fixed processing stage in the machining…

神经与进化计算 · 计算机科学 2024-09-30 Feige Liu , Xin Li , Chao Lu , Wenying Gong

Managing the quality of water for present and future generations of coastal regions should be a central concern of both citizens and public officials. Remote sensing can contribute to the management and monitoring of coastal water and…

大气与海洋物理 · 物理学 2020-03-27 Maryam R. Al Shehhi , Abdullah Kaya

Machine learning is at the center of mainstream technology and outperforms classical approaches to handcrafted feature design. Aside from its learning process for artificial feature extraction, it has an end-to-end paradigm from input to…

计算机视觉与模式识别 · 计算机科学 2023-09-13 Gustavo Olague , Roberto Pineda , Gerardo Ibarra-Vazquez , Matthieu Olague , Axel Martinez , Sambit Bakshi , Jonathan Vargas , Isnardo Reducindo

Hazard and operability analysis (HAZOP) is the paradigm of industrial safety that can reveal the hazards of process from its node deviations, consequences, causes, measures and suggestions, and such hazards can be considered as hazard…

计算与语言 · 计算机科学 2023-02-14 Zhenhua Wang , Bin Wang , Ming Ren , Dong Gao

Harmful algal blooms are a growing threat to inland water quality and public health worldwide, creating an urgent need for efficient, accurate, and cost-effective detection methods. This research introduces a high-performing methodology…

机器学习 · 计算机科学 2025-12-05 Ioannis Nasios

Environmental science plays a pivotal role in safeguarding ecosystems, a domain driven by large-scale, heterogeneous data. In the big data era, artificial intelligence (AI) has emerged as a transformative tool for learning patterns and…

机器学习 · 计算机科学 2026-05-20 Jimeng Shi

Behavior analysis of animals involves the observation of intraspecific and interspecific interactions among various organisms in the environment. Collective behavior such as herding in farm animals, flocking of birds, and shoaling and…

计算机视觉与模式识别 · 计算机科学 2020-06-30 Riza Rae Pineda , Kristofer delas Peñas , Dana Manogan
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