Analyzing the Response Behavior of Lumbriculus variegatus (Oligochaeta: Lumbriculidae) to Different Concentrations of Copper Sulfate Based on Line Body Shape Detection and a Recurrent Self-Organizing Map

被引:8
作者
Ji, Chang Woo [1 ]
Park, Young-Seuk [2 ,3 ]
Cui, Yongde [4 ]
Wang, Hongzhu [4 ]
Kwak, Ihn-Sil [1 ]
Chon, Tae-Soo [5 ]
机构
[1] Chonnam Natl Univ, Fisheries Sci Inst, Yeosu 59626, South Korea
[2] Kyung Hee Univ, Dept Biol, Seoul 02447, South Korea
[3] Kyung Hee Univ, Dept Life & Nanopharmaceut Sci, Seoul 02447, South Korea
[4] Chinese Acad Sci, Inst Hydrobiol, Wuhan 430072, Peoples R China
[5] Ecol & Future Res Assoc EnFRA, Dusil Ro 45 Beon Gil 21, Busan 46228, South Korea
基金
新加坡国家研究基金会;
关键词
Lumbriculus variegatus; line-tracking; response behavior; computational method; copper sulfate; risk assessment; Shannon entropy; MEDAKA ORYZIAS-LATIPES; FRESH-WATER OLIGOCHAETE; EARLY WARNING SYSTEM; COMPUTATIONAL ANALYSIS; PATTERN-RECOGNITION; MOVEMENT BEHAVIORS; COMPOSITE-MATERIAL; WASTE-WATER; REMOVAL; IMPLEMENTATION;
D O I
10.3390/ijerph17082627
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Point detection (e.g., the centroid of the body) of species has been conducted in numerous studies. However, line detection (i.e., the line body shape) of elongated species has rarely been investigated under stressful conditions. We analyzed the line movements of an Oligochaeta Lumbriculus variegatus in response to treatments with a toxic chemical, copper sulfate, at low concentrations (0.01 mg/L and 0.1 mg/L). The automatic line-tracking system was devised to identify the movement of body segments (body length) and the movements of segments (i.e., the speed and angles between segments) were recorded before and after treatment. Total body length was shortened from 31.22 (+/- 5.18) mm to 20.91 (+/- 4.65) mm after the 0.1 mg/L treatment. The Shannon entropy index decreased from 0.44 (+/- 0.1) to 0.28 (+/- 0.08) after treatment. On the other hand, the body and movement segments did not significantly change after the 0.01 mg/L treatment. Sequential movements of test organisms were further analyzed with a recurrent self-organizing map (RSOM) to determine the pattern of time-series line movements. The RSOM made it feasible to classify sequential behaviors of indicator organisms and identify various continuous body movements under stressful conditions.
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页数:15
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