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水产养殖中的精准养殖:对大西洋鲑鱼()在商业海笼中对环境条件的行为进行非侵入性监测,以评估健康和福利状况。

Precision farming in aquaculture: non-invasive monitoring of Atlantic salmon () behaviour in response to environmental conditions in commercial sea cages for health and welfare assessment.

作者信息

Burke Meredith, Nikolic Dragana, Fabry Pieter, Rishi Hemang, Telfer Trevor, Rey Planellas Sonia

机构信息

Institute of Aquaculture, University of Stirling, Stirling, United Kingdom.

Observe Technologies, Richmond, United Kingdom.

出版信息

Front Robot AI. 2025 Apr 23;12:1574161. doi: 10.3389/frobt.2025.1574161. eCollection 2025.

DOI:10.3389/frobt.2025.1574161
PMID:40336912
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12056675/
Abstract

Studies show that Atlantic salmon in captivity adjust their distribution in sea cages based on environmental gradients like temperature, waves, and photoperiod. This study used a computer vision algorithm at three marine farms to analyse fish group swimming behaviour termed "activity" (measured in percent), which includes fish abundance, speed, and shoal cohesion. The activity metric inferred the depth distribution of the main fish group and was analysed with respect to environmental conditions to explore potential behavioural drivers and used to assess changes in fish behaviour in response to a stressor, a storm event. During winter conditions, Farms A and B showed distinct thermal stratification, with fish activity demonstrating preference for the warmer lower water column (39.6 ± 15.3% and 27.5 ± 10.2%) over the upper water column (16.3 ± 5.7% and 18 ± 3.3%; p < 0.001). At Farm C, with thermally homogenous water, fish activity was similarly distributed between the upper (18.2 ± 6.9%) and lower (17.7 ± 7.6%) water column. Severe weather increased wave heights, influencing fish horizontal distribution differently at Farms B and C. At Farm B, a deeper site, fish remained in the warmer lower water column and avoided surface waves, while at Farm C, with shallower cages, they moved toward the side of the cage nearest the centre of the farm, presumably less exposed due to nearby cages. Understanding fish behavioural responses to environmental conditions can inform management practices, while using cameras with associated algorithms offers a powerful, non-invasive tool for continuously monitoring and safeguarding fish health and welfare.

摘要

研究表明,圈养的大西洋鲑会根据温度、波浪和光周期等环境梯度来调整它们在海笼中的分布。本研究在三个海洋养殖场使用计算机视觉算法来分析被称为“活动”(以百分比衡量)的鱼群游动行为,其中包括鱼的数量、速度和鱼群凝聚力。活动指标推断出主要鱼群的深度分布,并结合环境条件进行分析,以探索潜在的行为驱动因素,并用于评估鱼对压力源(风暴事件)的行为变化。在冬季条件下,A养殖场和B养殖场出现了明显的热分层,鱼的活动表明它们更喜欢较温暖的下层水柱(分别为39.6 ± 15.3%和27.5 ± 10.2%),而不是上层水柱(分别为16.3 ± 5.7%和18 ± 3.3%;p < 0.001)。在水热均匀的C养殖场,鱼的活动在上层(18.2 ± 6.9%)和下层(17.7 ± 7.6%)水柱中分布相似。恶劣天气增加了浪高,对B养殖场和C养殖场鱼的水平分布产生了不同影响。在较深的B养殖场,鱼留在较温暖的下层水柱中,避开表面波浪,而在笼子较浅的C养殖场,它们则向养殖场中心附近的笼子一侧移动,推测是因为附近的笼子使它们受到的影响较小。了解鱼对环境条件的行为反应可为管理实践提供参考,而使用带有相关算法的摄像头为持续监测和保障鱼的健康与福利提供了一种强大的非侵入性工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/2fd9f578b6fa/FROBT_frobt-2025-1574161_wc_app1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/b21256fdf8fe/frobt-12-1574161-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/c51f67955b49/frobt-12-1574161-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/bace272dca3a/frobt-12-1574161-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/ff448103fe45/frobt-12-1574161-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/2fd9f578b6fa/FROBT_frobt-2025-1574161_wc_app1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/b21256fdf8fe/frobt-12-1574161-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/c51f67955b49/frobt-12-1574161-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/bace272dca3a/frobt-12-1574161-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/ff448103fe45/frobt-12-1574161-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/12056675/2fd9f578b6fa/FROBT_frobt-2025-1574161_wc_app1.jpg

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