Animal Sound Identifier (        <fc >ASI</fc>ASI        ): software for automated identification of vocal animals

Ovaskainen Otso; Moliterno de Camargo Ulisses; Somervuo Panu; Lawler Joshua

摘要

Abstract > Automated audio recording offers a powerful tool for acoustic monitoring schemes of bird, bat, frog and other vocal organisms, but the lack of automated species identification methods has made it difficult to fully utilise such data. We developed Animal Sound Identifier ( <fc>ASI</fc> ), a <fc>MATLAB</fc> software that performs probabilistic classification of species occurrences from field recordings. Unlike most previous approaches, <fc>ASI</fc> locates training data directly from the field recordings and thus avoids the need of pre‐defined reference libraries. We apply <fc>ASI</fc> to a case study on Amazonian birds, in which we classify the vocalisations of 14 species in 194?504 one‐minute audio segments using in total two weeks of expert time to construct, parameterise, and validate the classification models. We compare the classification performance of <fc>ASI</fc> (with training templates extracted automatically from field data) to that of monitoR (with training templates extracted manually from the Xeno‐Canto database), the results showing <fc>ASI</fc> to have substantially higher recall and precision rates. </abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> <div class="translation abstracttxt"> <span class="zhankaihshouqi fivelineshidden" id="abstract"> <span>机译：</span><Abstract Type =“main”XML：ID =“ELE13092-ABS-ABS-ABS-0001”XML：LANG =“EN”> <标题类型=“main”>抽象</ title> >自动音频录制提供了强大的工具鸟，蝙蝠，青蛙等声乐生物的声学监测方案，但缺乏自动化物种鉴定方法使得难以充分利用这些数据。我们开发了动物声音标识符（<FC> ASI </ FC>），一个<FC> MATLAB </ FC>软件，用于从现场记录中执行物种出现的概率分类。与最先前的方法不同，<FC> ASI </ FC>直接从现场录制找到训练数据，从而避免了需要预定义的参考库。我们将<FC> ASI </ FC>应用于亚马逊鸟类的案例研究，其中我们将194年的14种的声音分类为504个一分钟的音频段，总共使用两周的专家时间来构建，参数和验证分类模型。我们比较<FC> ASI </ FC>的分类性能（通过从现场数据中自动提取的训练模板）到监视器的分类性能（通过从Xeno-Canto数据库手动提取训练模板），结果显示<FC> ASI < / FC>具有更高的召回和精确率。 </ p> </ abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> </div> <div class="record"> <h2 class="all_title" id="enpatent33" >著录项</h2> <ul> <li> <span class="lefttit">来源</span> <div style="width: 86%;vertical-align: text-top;display: inline-block;"> <a href='/journal-foreign-22290/'>《Ecology letters》</a> <b style="margin: 0 2px;">|</b><span>2018年第8期</span><b style="margin: 0 2px;">|</b><span>共11页</span> </div> </li> <li> <div class="author"> <span class="lefttit">作者</span> <p id="fAuthorthree" class="threelineshidden zhankaihshouqi"> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Ovaskainen Otso&option=202" target="_blank" rel="nofollow">Ovaskainen Otso;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Moliterno de Camargo Ulisses&option=202" target="_blank" rel="nofollow">Moliterno de Camargo Ulisses;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Somervuo Panu&option=202" target="_blank" rel="nofollow">Somervuo Panu;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Lawler Joshua&option=202" target="_blank" rel="nofollow">Lawler Joshua;</a> </p> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zkzz" style="display: none;">展开▼</span> </div> </li> <li> <div style="display: flex;"> <span class="lefttit">作者单位</span> <div style="position: relative;margin-left: 3px;max-width: 639px;"> <div class="threelineshidden zhankaihshouqi" id="fOrgthree"> <p>Faculty of Biological and Environmental SciencesUniversity of HelsinkiP.O. Box?65 Helsinki FI‐00014 Finland;</p> <p>Faculty of Biological and Environmental SciencesUniversity of HelsinkiP.O. Box?65 Helsinki FI‐00014 Finland;</p> <p>Faculty of Biological and Environmental SciencesUniversity of HelsinkiP.O. Box?65 Helsinki FI‐00014 Finland;</p> </div> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zhdw" style="display: none;">展开▼</span> </div> </div> </li> <li > <span class="lefttit">收录信息</span> <span style="width: 86%;vertical-align: text-top;display: inline-block;"></span> </li> <li> <span class="lefttit">原文格式</span> <span>PDF</span> </li> <li> <span class="lefttit">正文语种</span> <span>eng</span> </li> <li> <span class="lefttit">中图分类</span> <span><a href="https://www.zhangqiaokeyan.com/clc/173.html" title="普通生物学">普通生物学;</a></span> </li> <li class="antistop"> <span class="lefttit">关键词</span> <p style="width: 86%;vertical-align: text-top;"> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Automated vocal identification&option=203" rel="nofollow">Automated vocal identification;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=autonomous audio recording&option=203" rel="nofollow">autonomous audio recording;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=joint species distribution modelling&option=203" rel="nofollow">joint species distribution modelling;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=species classification&option=203" rel="nofollow">species classification;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=species identification&option=203" rel="nofollow">species identification;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=vocal communities&option=203" rel="nofollow">vocal communities;</a> </p> <div class="translation"> 机译：自动声学识别;自主音频录音;联合物种分布建模;物种分类;物种鉴定;声乐社区; 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tuijian_authcolor">,章涛</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=张宪忠&option=202" target="_blank" rel="nofollow" class="tuijian_auth tuijian_authcolor">,张宪忠</a> <span> <a href="/conference-cn-14460/" target="_blank" rel="nofollow" class="tuijian_authcolor"> . 持久性有机污染物论坛2009暨第四届持久性有机污染物全国学术研讨会 </a> <span> <span> . 2009</span> </span> </div> </li> <li> <div> <b>4. </b><a class="enjiyixqcontent" href="/academic-degree-domestic_mphd_thesis/020313679807.html">多种动物IgG(Y)Fc段基因分析及遗传变异研究</a> <b>[A] </b> <span> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=蒋磊&option=202" target="_blank" rel="nofollow" class="tuijian_auth tuijian_authcolor"> . 蒋磊</a> <span> . 2014</span> </span> </div> </li> </ul> <ul style="display: none;"> <li> <div> <b>1. </b><a class="enjiyixqcontent" href="/patent-detail/06120106524612.html">哺乳动物细胞大规模生产重组可溶性人干细胞因子与免疫球蛋白Fc片段融合蛋白(sSCF-Fc)的实验技术</a> <b>[P]</b> . <span> 中国专利： CN102344938A </span> <span> . 2012-02-08</span> </div> </li> <li> <div> <b>2. </b><a class="enjiyixqcontent" href="/patent-detail/061203678550.html">抗癌、抗炎多肽Lunasin在哺乳动物细胞CHO-S中的表达、纯化方法</a> <b>[P]</b> . <span> 中国专利： CN107574172B </span> <span> . 2020.03.31</span> </div> </li> <li> <div> <b>3. </b><a class="enjiyixqcontent" href="/patent-detail/06130449101275.html">Processes to create a record of the identification for a particular animal, to identify an animal and to improve the reliability of techniques for the identification of the animal.Apparatus for creating a record for an animal identification system to identify and, particularly, an animal</a> <b>[P]</b> . <span> 外国专利：  BR9911973A </span> <span> . 2001-03-27</span> </div> <p class="zwjiyix translation" style="max-width: initial;height: auto;word-break: break-all;white-space: initial;text-overflow: initial;overflow: initial;"> <span>机译：用于创建特定动物的识别记录，识别动物并提高用于识别动物的技术的可靠性的过程。用于创建用于动物识别系统的记录的设备，以识别尤其是动物 </span> </p> </li> <li> <div> <b>4. </b><a class="enjiyixqcontent" href="/patent-detail/06130406739759.html">plasmid construction, method for producing an isolated protein, method for producing an isolated polypeptide, method for identifying a plant tissue, method for producing a corn seed, method for producing a corn plant or part thereof, method for producing a regenerative cell tissue culture, method for producing a canola seed (brassica napus), method for decreasing the phytic acid level in animal feed, method for decreasing the phosphorus level in the animal residue, method for producing a non-mutant seed of a cereal plant species, animal feed, method for producing a purified antibody, immunodetection kit, plant cell transformation vector, and method for producing an antisense oligonucleotide or polynucleotide</a> <b>[P]</b> . <span> 外国专利：  BRPI0515706A8 </span> <span> . 2018-04-24</span> </div> <p class="zwjiyix translation" style="max-width: initial;height: auto;word-break: break-all;white-space: initial;text-overflow: initial;overflow: initial;"> <span>机译：质粒构建，分离蛋白的生产方法，分离多肽的生产方法，植物组织的鉴定方法，玉米种子的生产方法，玉米植物或其部分的生产方法，再生细胞组织培养物的生产方法，油菜籽（芸苔）的生产方法，降低动物饲料中植酸含量的方法，降低动物残渣中磷含量的方法，生产谷类植物非突变种子的方法，动物饲料，纯化抗体的制备方法，免疫检测试剂盒，植物细胞转化载体以及反义寡核苷酸或多核苷酸的制备方法 </span> </p> </li> <li> <div> <b>5. </b><a class="enjiyixqcontent" href="/patent-detail/06130432834792.html">plasmid construction, method for producing an isolated protein, method for producing an isolated polypeptide, method for identifying a plant tissue, method for producing a corn seed, method for producing a corn plant or part thereof, method for producing a tissue culture of regenerable cells, method of producing a canola seed (brassica napus), method of decreasing the level of phytic acid in animal feed, method of decreasing the level of phosphorus in animal waste, method of producing a non-mutant seed of a cereal plant species, animal feed, method for producing a purified antibody, immunodetection kit, plant cell transformation vector, and method for producing an antisense oligonucleotide or polynucleotide</a> <b>[P]</b> . <span> 外国专利：  BRPI0515706A </span> <span> . 2008-07-29</span> </div> <p class="zwjiyix translation" style="max-width: initial;height: auto;word-break: break-all;white-space: initial;text-overflow: initial;overflow: initial;"> <span>机译：质粒构建，分离的蛋白质的生产方法，分离的多肽的生产方法，植物组织的鉴定方法，玉米种子的生产方法，玉米植物或其部分的生产方法，可再生细胞的组织培养物的生产方法，生产油菜籽（甘蓝型油菜）的方法，降低动物饲料中植酸含量的方法，降低动物粪便中磷含量的方法，生产谷物植物物种的非突变种子的方法，动物饲料，纯化抗体的生产方法，免疫检测试剂盒，植物细胞转化载体以及反义寡核苷酸或多核苷酸的生产方法 </span> </p> </li> </ul> </div> </div> </div> <div class="theme cardcommon" style="overflow: auto;display:none"> <h3 class="all_title" id="enpatent55">相关主题</h3> <ul id="subject"> </ul> </div> </div> </div> </div> <div class="right rightcon"> <div class="details_img cardcommon clearfix" style="margin-bottom: 10px;display:none;" > </div> </div> </div> <div id="thesis_get_original1" class="downloadBth" style="bottom: 19px;z-index: 999;" onclick="ywcd('0704023135265','4',7,2,1,'',this,24)" class="delivery" 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Animal Sound Identifier ( ASIASI ): software for automated identification of vocal animals

摘要