<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">vetpatol</journal-id><journal-title-group><journal-title xml:lang="ru">Ветеринарная патология</journal-title><trans-title-group xml:lang="en"><trans-title>Russian Journal of Veterinary Pathology</trans-title></trans-title-group></journal-title-group><issn pub-type="epub">2949-4826</issn><publisher><publisher-name>Don State Technical University</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.23947/2949-4826-2023-22-3-32-44</article-id><article-id custom-type="elpub" pub-id-type="custom">vetpatol-1921</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ПАТОЛОГИЯ ЖИВОТНЫХ, МОРФОЛОГИЯ, ФИЗИОЛОГИЯ, ФАРМАКОЛОГИЯ И ТОКСИКОЛОГИЯ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ANIMAL PATHOLOGY, MORPHOLOGY, PHYSIOLOGY, PHARMACOLOGY AND TOXICOLOGY</subject></subj-group></article-categories><title-group><article-title>Разработка устройства для оценки эмоционального состояния собак-компаньонов на основе анализа вокализаций при тревожности и лае</article-title><trans-title-group xml:lang="en"><trans-title>Development of a Device for Assessing the Emotional State of Companion Dogs Based on the Analysis of Vocalizations Associated with Anxiety and Barking</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Авилов</surname><given-names>А. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Avilov</surname><given-names>A. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Авилов Алексей Васильевич, доцент кафедры «Приборостроение и биомедицинская инженерия», доцент факультета Института опережающих технологий «Школа Х», кандидат технических наук,</p><p>344003, г. Ростов-на-Дону, пл. Гагарина, 1.</p></bio><bio xml:lang="en"><p>Alexey V. Avilov, Cand.Sci.(Engineering), Associate Professor of the Instrument and Biomedical Engineering Department and Institute of Advanced Technologies “School X”, </p><p>1, Gagarin Sq., Rostovon-Don, 344003.</p></bio><email xlink:type="simple">znakav@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4374-9244</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Фомина</surname><given-names>А. С.</given-names></name><name name-style="western" xml:lang="en"><surname>Fomina</surname><given-names>A. S.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Фомина Анна Сергеевна, доцент кафедры «Биология и общая патология»,</p><p>344003, г. Ростов-на-Дону, пл. Гагарина, 1.</p></bio><bio xml:lang="en"><p>Anna S. Fomina, Associate Professor of the Biology and General Pathology Department,</p><p>1, Gagarin Sq., Rostov-on-Don, 344003.</p></bio><email xlink:type="simple">a_bogun@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1523-4825</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Скубак</surname><given-names>П. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Skubak</surname><given-names>P. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Скубак Павел Геннадьевич, научный сотрудник научно-исследовательской лаборатории «Интеллектуальные электрические сельскохозяйственные машины и комплексы» ресурсного центра робототехники,</p><p>344003, г. Ростов-на-Дону, пл. Гагарина, 1.</p></bio><bio xml:lang="en"><p>Pavel G. Skubak, Researcher of the Research Laboratory “Intelligent Electric Agricultural Machines and Complexes” of the Robotics Resource Center,</p><p>1, Gagarin Sq., Rostov-on-Don, 344003.</p></bio><email xlink:type="simple">pskubak@donstu.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Крахмалев</surname><given-names>Т. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Krakhmalev</surname><given-names>T. K.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Крахмалев Тихон Константинович, студент кафедры «Биология и общая патология»,</p><p>344003, г. Ростов-на-Дону, пл. Гагарина, 1.</p></bio><bio xml:lang="en"><p>Tikhon K. Krakhmalev, Student of the Biology and General Pathology Department,</p><p>1, Gagarin Sq., Rostov-on-Don, 344003.</p></bio><email xlink:type="simple">Tvoidth@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9834-3989</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ермаков</surname><given-names>А. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Ermakov</surname><given-names>A. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ермаков Алексей Михайлович, доктор биологических наук, профессор кафедры «Биология и общая патология», декан факультета «Биоинженерия и ветеринарная медицина»,</p><p>344003, г. Ростовна-Дону, пл. Гагарина, 1.</p></bio><bio xml:lang="en"><p>Alexey M. Ermakov, Dr.Sci. (Biology), Professor of the Biology and General Pathology Department, Dean of the Bioengineering and Veterinary Medicine Faculty,</p><p>1, Gagarin Sq., Rostov-on-Don, 344003.</p></bio><email xlink:type="simple">amermakov@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Донской государственный технический университет<country>Россия</country></aff><aff xml:lang="en">Don State Technical University<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2023</year></pub-date><pub-date pub-type="epub"><day>20</day><month>09</month><year>2023</year></pub-date><volume>22</volume><issue>3</issue><fpage>32</fpage><lpage>44</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Авилов А.В., Фомина А.С., Скубак П.Г., Крахмалев Т.К., Ермаков А.М., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Авилов А.В., Фомина А.С., Скубак П.Г., Крахмалев Т.К., Ермаков А.М.</copyright-holder><copyright-holder xml:lang="en">Avilov A.V., Fomina A.S., Skubak P.G., Krakhmalev T.K., Ermakov A.M.</copyright-holder><license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.vetpat.ru/jour/article/view/1921">https://www.vetpat.ru/jour/article/view/1921</self-uri><abstract><sec><title>Введение</title><p>Введение. Поведение собак, их социализация, взаимодействие с человеком являются ключевыми факторами при оценке рисков увеличения количества инцидентов, связанных с развитием у них тревожности. Прежде всего, недостаточность знаний о причинах проблемного поведения животных и высокая индивидуальная вариабельность поведенческих паттернов определяют актуальность данной работы. Кроме того, разные методы практикующих специалистов, отсутствие данных об учете взаимовлияния владельцев и животных приводит к некорректному формированию разнородной информации о выявлении и коррекции проблемного поведения собак-компаньонов. Цель авторов данной статьи — разработка устройства для регистрации тревожного и агрессивного поведения собак с помощью анализа интервалограмм и спектрограмм вокализаций.</p></sec><sec><title>Материалы и методы</title><p>Материалы и методы. Записи вокализаций собак (250 записей) были получены в результате наблюдений авторов в городе Ростове-на-Дону в период с весны по осень 2021 года. Повышения интенсивности сигнала регистрировались с помощью датчика шума или микрофона. Амплитуда и длительность сигнала определялись с помощью микроконтроллера. Для написания программы и прошивки микроконтроллера использовалась среда программирования Arduino Software (IDE). В программе были использованы таймеры, которые позволяют рассчитывать количество миллисекунд от начала и до конца события, а также применялись счетчики количества событий за определенный момент времени.</p></sec><sec><title>Результаты исследования</title><p>Результаты исследования. Разработана и описана структурная схема устройства для регистрации и классификации вокализаций собак как маркер тревожности поведения. Предложен алгоритм для оценки типа деятельности животного при вокализации. Разработан прототип устройства, позволяющего на основе расчета и анализа интервалограмм вокализаций определять и отправлять в телеграм-бот информацию о тревожности собаки, данные об активности животного и температуре окружающего воздуха.</p></sec><sec><title>Обсуждение и заключение</title><p>Обсуждение и заключение. Значение данной разработки определяется созданием прототипа программно-аппаратного комплекса, обеспечивающего объективный анализ информации об изменениях в поведении собак в режиме реального времени. Применение комплекса позволяет оценить поведение собак и дать возможность получить новые данные о вероятности возникновения нарушений поведения животных, обусловленных высоким уровнем тревожности. Комплекс может выступать прототипом для создания систем отслеживания и идентификации поведения других видов животных, в т. ч. в условиях города.</p></sec></abstract><trans-abstract xml:lang="en"><sec><title>Introduction</title><p>Introduction. Canine behaviour, socialization and interaction of dogs with humans are the key factors to be assessed among the risks inducing the increase of incidents related with development of anxiety in dogs. First of all, the lack of knowledge about the reasons of problem behaviour in animals and the high individual variability of behavioural patterns explain the relevance of this work. Moreover, the different methods used by the practitioners and absence of traceability of the owneranimal interaction record lead to the incorrect accumulation of diverse information about the identification and correction of companion dogs’ problem behaviour. The authors of this article aimed to develop a device for registering anxious and aggressive behaviour in dogs by analysing the intervalograms and spectrograms of vocalizations.</p></sec><sec><title>Materials and Methods</title><p>Materials and Methods. The recordings of canine vocalizations (250 recordings) were obtained as a result of authors' observations carried out in Rostov-on-Don in the period from spring to autumn 2021. The growth of signal intensity was detected by a noise sensor or microphone. The amplitude and duration of the signal were determined by a microcontroller. The Arduino Integrated Development Environment (IDE) was used for writing a programme and flashing the microcontroller. The timers calculating the number of milliseconds from the beginning to the end of an event were implemented in the programme, also, the counters measuring the number of the events within a certain period of time were used.</p></sec><sec><title>Results</title><p>Results. A flowchart of the device for registering and classifying canine vocalizations, which are considered to be the behavioural anxiety markers, has been developed and described. The algorithm for assessing the type of animal activity during vocalization has been suggested. The device prototype has been developed, which enables determination and sending to a Telegram chat bot the data on dog’s anxiety and activity, as well as on the ambient temperature, based on the calculation and analysis of the vocalizations intervalograms.</p><p>Discussion and Conclusion. The significance of the present development lies in creation of the hardware and software complex prototype that provides the unbiased analysis of the information about changes in canine behaviour in the real time. The implementation of this complex makes it possible to assess the canine behaviour and provides the opportunity to obtain the new data on probability of behavioural disorders in animals caused by a high level of anxiety. The complex can serve as a prototype for creating the systems for tracking and identifying other animal species’ behaviour (including in the urban settings).</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>устройство</kwd><kwd>вокализация</kwd><kwd>лай</kwd><kwd>частота</kwd><kwd>собака</kwd><kwd>тревожное поведение</kwd></kwd-group><kwd-group xml:lang="en"><kwd>device</kwd><kwd>vocalization</kwd><kwd>barking</kwd><kwd>frequency</kwd><kwd>dog</kwd><kwd>anxious behaviour</kwd></kwd-group><funding-group xml:lang="ru"><funding-statement>Статья подготовлена при финансовой поддержке гранта для реализации научно-исследовательских проектов, выполняемых под руководством молодых ученых ДГТУ «Наука-2030» (2022–2023 г.).</funding-statement></funding-group><funding-group xml:lang="en"><funding-statement>Financial support for preparing the article was provided in the frame of DSTU grant “Science-2030” (2022–2023) for implementation of the research projects carried out under the supervision of young scientists.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Tiira K., Lohi H. Reliability and Validity of a Questionnaire Survey in Canine Anxiety Research. Applied Animal Behaviour Science. 2014;155:82–92. https://doi.org/10.1016/j.applanim.2014.03.007</mixed-citation><mixed-citation xml:lang="en">Tiira K, Lohi H. Reliability and Validity of a Questionnaire Survey in Canine Anxiety Research. Applied Animal Behaviour Science. 2014;155:82–92. https://doi.org/10.1016/j.applanim.2014.03.007</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Tiira K., Sulkama S., Lohi H. Prevalence, Comorbidity, and Behavioral Variation in Canine Anxiety. Journal of Veterinary Behavior. 2016;16:36–44. https://doi.org/10.1016/j.jveb.2016.06.008</mixed-citation><mixed-citation xml:lang="en">Tiira K, Sulkama S, Lohi H. Prevalence, Comorbidity, and Behavioral Variation in Canine Anxiety. Journal of Veterinary Behavior. 2016;16:36–44. https://doi.org/10.1016/j.jveb.2016.06.008</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Westgarth C., Brooke M., Christley R.M. How Many People Have Been Bitten by Dogs? A Cross-Sectional Survey of Prevalence, Incidence and Factors Associated with Dog Bites in a UK Community. Journal of Epidemiology and Community Health. 2018;72(4):331–336. https://doi.org/10.1136/jech-2017-209330</mixed-citation><mixed-citation xml:lang="en">Westgarth C, Brooke M, Christley RM. How Many People Have Been Bitten by Dogs? A Cross-Sectional Survey of Prevalence, Incidence and Factors Associated with Dog Bites in a UK Community. Journal of Epidemiology and Community Health. 2018;72(4):331–336. https://doi.org/10.1136/jech-2017-209330</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Dinwoodie R., Dwyer B., Zottol V., Gleason D., Dodman N. H. Demographics and Comorbidity of Behavior Problems in Dogs. Journal of Veterinary Behavior. 2019;32:62–71. https://doi.org/10.1016/J.JVEB.2019.04.007</mixed-citation><mixed-citation xml:lang="en">Dinwoodie R, Dwyer B, Zottol V, Gleason D, Dodman NH. Demographics and Comorbidity of Behavior Problems in Dogs. Journal of Veterinary Behavior. 2019;32:62–71. https://doi.org/10.1016/J.JVEB.2019.04.007</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Siettou C. Evaluating the Recently Imposed English Compulsory Dog Microchipping Policy. Evidence from an English Local Authority. Preventive Veterinary Medicine. 2019;163:31–36. https://doi.org/10.1016/j.prevetmed.2018.12.015</mixed-citation><mixed-citation xml:lang="en">Siettou C. Evaluating the Recently Imposed English Compulsory Dog Microchipping Policy. Evidence from an English Local Authority. Preventive Veterinary Medicine. 2019;163:31–36. https://doi.org/10.1016/j.prevetmed.2018.12.015</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Bowen J., García E., Darder P., Argüelles J., Fatjó J. The Effects of the Spanish COVID-19 Lockdown on People, Their Pets, and the Human-Animal Bond. Journal of Veterinary Behavior. 2020;40:75–91. https://doi.org/10.1016/j.jveb.2020.05.013</mixed-citation><mixed-citation xml:lang="en">Bowen J, García E, Darder P, Argüelles J, Fatjó J. The Effects of the Spanish COVID-19 Lockdown on People, Their Pets, and the Human-Animal Bond. Journal of Veterinary Behavior. 2020;40:75–91. https://doi.org/10.1016/j.jveb.2020.05.013</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Katica M., Obradović Z., Ahmed N.H., Mehmedika-Suljić E., Stanić Ž., Abdalaziz Mohamed R.S., Dervišević. nterdisciplinary Aspects of Possible Negative Effects of Dogs on Humans in Bosnia and Herzegovina. Medicinski Glasnik (Zenica). 2020;17(2):246–251. https://doi.org/10.17392/1187-20</mixed-citation><mixed-citation xml:lang="en">Katica M, Obradović Z, Ahmed NH, Mehmedika-Suljić E, Stanić Ž, Abdalaziz Mohamed RS, Dervišević E. Interdisciplinary Aspects of Possible Negative Effects of Dogs on Humans in Bosnia and Herzegovina. Medicinski Glasnik (Zenica). 2020;17(2):246–251. https://doi.org/10.17392/1187-20</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Degeling C., Hall J., van Eeden L.M., Finlay S.M., Gurung S.M., Brookes V.J. Representations of Free-Living and Unrestrained Dogs as an Emerging Public Health Issue in Australian Newspapers. International Journal of Environmental Research and Public Health. 2021;18(11):5807. https://doi.org/10.3390/ijerph18115807</mixed-citation><mixed-citation xml:lang="en">Degeling C, Hall J, van Eeden LM, Finlay SM, Gurung SM, Brookes VJ. Representations of Free-Living and Unrestrained Dogs as an Emerging Public Health Issue in Australian Newspapers. International Journal of Environmental Research and Public Health. 2021;18(11):5807. https://doi.org/10.3390/ijerph18115807</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Gobbo E., Zupan Šemrov M. Neuroendocrine and Cardiovascular Activation During Aggressive Reactivity in Dogs. Frontiers in Veterinary Science. 2021;8:683858. https://doi.org/10.3389/fvets.2021.683858</mixed-citation><mixed-citation xml:lang="en">Gobbo E, Zupan Šemrov M. Neuroendocrine and Cardiovascular Activation During Aggressive Reactivity in Dogs. Frontiers in Veterinary Science. 2021;8:683858. https://doi.org/10.3389/fvets.2021.683858</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Mikkola S., Salonen M., Puurunen J., Hakanen E., Sulkama S., Araujo C., Lohi H. Aggressive Behaviour is Affected by Demographic, Environmental and Behavioural Factors in Purebred Dogs. Scientific Reports. 2021 May 3;11(1):9433. doi: https://doi.org/10.1038/s41598-021-88793-5</mixed-citation><mixed-citation xml:lang="en">Mikkola S, Salonen M, Puurunen J, Hakanen E, Sulkama S, Araujo C, Lohi H. Aggressive Behaviour is Affected by Demographic, Environmental and Behavioural Factors in Purebred Dogs. Scientific Reports. 2021 May 3;11(1):9433. doi: https://doi.org/10.1038/s41598-021-88793-5</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Parente G., Gargano T., Di Mitri M., Cravano S., Thomas E., Vastano M., et al. Consequences of COVID-19 Lockdown on Children and Their Pets: Dangerous Increase of Dog Bites among the Paediatric Population. Children (Basel). 2021;8(8):620. https://doi.org/10.3390/children8080620</mixed-citation><mixed-citation xml:lang="en">Parente G, Gargano T, Di Mitri M, Cravano S, Thomas E, Vastano M, et al. Consequences of COVID-19 Lockdown on Children and Their Pets: Dangerous Increase of Dog Bites among the Paediatric Population. Children (Basel). 2021;8(8):620. https://doi.org/10.3390/children8080620</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Faragó T., Andics A., Devecseri V., Kis A., Gácsi M., Miklósi A. Humans Rely on the Same Rules to Assess Emotional Valence and Intensity in Conspecific And Dog Vocalizations. Biology Letters. 2014;10(1):20130926. https://doi.org/10.1098/rsbl.2013.0926</mixed-citation><mixed-citation xml:lang="en">Faragó T, Andics A, Devecseri V, Kis A, Gácsi M, Miklósi A. Humans Rely on the Same Rules to Assess Emotional Valence and Intensity in Conspecific And Dog Vocalizations. Biology Letters. 2014;10(1):20130926. https://doi.org/10.1098/rsbl.2013.0926</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Pongrácz P., Molnár C., Miklósi A. Acoustic Parameters of Dog Barks Carry Emotional Information for Humans. Applied Animal Behaviour Science. 2006;100(3–4):228–240. https://doi.org/10.1016/J.APPLANIM.2005.12.004</mixed-citation><mixed-citation xml:lang="en">Pongrácz P, Molnár C, Miklósi A. Acoustic Parameters of Dog Barks Carry Emotional Information for Humans. Applied Animal Behaviour Science. 2006;100(3–4):228–240. https://doi.org/10.1016/J.APPLANIM.2005.12.004</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Pongrácz P. Modeling Evolutionary Changes in Information Transfer. Effects of Domestication on the Vocal Communication of Dogs (Canis Familiaris). European Psychologist. 2017;22:219–232. https://doi.org/10.1027/1016-9040%2Fa000300</mixed-citation><mixed-citation xml:lang="en">Pongrácz P. Modeling Evolutionary Changes in Information Transfer. Effects of Domestication on the Vocal Communication of Dogs (Canis Familiaris). European Psychologist. 2017;22:219–232. https://doi.org/10.1027/1016-9040%2Fa000300</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Kim Y, Sa J, Chung Y, Park D, Lee S. Resource-Efficient Pet Dog Sound Events Classification Using LSTM-FCN Based on Time-Series Data. Sensors (Basel). 2018;18(11):4019. https://doi.org/10.3390/s18114019</mixed-citation><mixed-citation xml:lang="en">Kim Y, Sa J, Chung Y, Park D, Lee S. Resource-Efficient Pet Dog Sound Events Classification Using LSTM-FCN Based on Time-Series Data. Sensors (Basel). 2018;18(11):4019. https://doi.org/10.3390/s18114019</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Jégh-Czinege N., Faragó T., Pongrácz P. A Bark of Its Own Kind – the Acoustics of ‘Annoying’ Dog Barks Suggests a Specific Attention-Evoking Effect for Humans. Bioacoustics. 2020;29(2):210–225. http://doi.org/10.1080/09524622.2019.1576147</mixed-citation><mixed-citation xml:lang="en">Jégh-Czinege N, Faragó T, Pongrácz P. A Bark of Its Own Kind – the Acoustics of ‘Annoying’ Dog Barks Suggests a Specific Attention-Evoking Effect for Humans. Bioacoustics. 2020;29(2):210–225. http://doi.org/10.1080/09524622.2019.1576147</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Bleuer-Elsner S., Zamansky A., Fux A., Kaplun D., Romanov S., Sinitca A., et al. Computational Analysis of Movement Patterns of Dogs with ADHD-Like Behavior. Animals (Basel). 2019;9(12):1140. https://doi.org/10.3390/ani9121140</mixed-citation><mixed-citation xml:lang="en">Bleuer-Elsner S, Zamansky A, Fux A, Kaplun D, Romanov S, Sinitca A, et al. Computational Analysis of Movement Patterns of Dogs with ADHD-Like Behavior. Animals (Basel). 2019;9(12):1140. https://doi.org/10.3390/ani9121140</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Fux A., Zamansky A., Bleuer-Elsner S., van der Linden D., Sinitca A., Romanov S., Kaplun D. Objective Video-Based Assessment of ADHD-Like Canine Behavior Using Machine Learning. Animals (Basel). 2021;11(10):2806. https://doi.org/10.3390/ani11102806</mixed-citation><mixed-citation xml:lang="en">Fux A, Zamansky A, Bleuer-Elsner S, van der Linden D, Sinitca A, Romanov S, Kaplun D. Objective Video-Based Assessment of ADHD-Like Canine Behavior Using Machine Learning. Animals (Basel). 2021;11(10):2806. https://doi.org/10.3390/ani11102806</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Cross N.J., Rosenthal K., Phillips C.J. Risk Factors for Nuisance Barking in Dogs. Australian Veterinary Journal. 2009;87(10):402–408. https://doi.org/10.1111/j.1751-0813.2009.00484.x</mixed-citation><mixed-citation xml:lang="en">Cross NJ, Rosenthal K, Phillips CJ. Risk Factors for Nuisance Barking in Dogs. Australian Veterinary Journal. 2009;87(10):402–408. https://doi.org/10.1111/j.1751-0813.2009.00484.x</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Flint E.L., Minot E.O., Perry P.E., Stafford K.J. A Survey of Public Attitudes towards Barking Dogs in New Zealand. New Zealand Veterinary Journal. 2014;62(6):321–327. https://doi.org/10.1080/00480169.2014.921852</mixed-citation><mixed-citation xml:lang="en">Flint EL, Minot EO, Perry PE, Stafford KJ. A Survey of Public Attitudes towards Barking Dogs in New Zealand. New Zealand Veterinary Journal. 2014;62(6):321–327. https://doi.org/10.1080/00480169.2014.921852</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Molnár C., Kaplan F., Roy P., Pachet F., Pongrácz P., Dóka A., et al. Classification of Dog Barks: a Machine Learning Approach. Animal Cognition. 2008;11(3):389–400. https://doi.org/10.1007/s10071-007-0129-9</mixed-citation><mixed-citation xml:lang="en">Molnár C, Kaplan F, Roy P, Pachet F, Pongrácz P, Dóka A, et al. Classification of Dog Barks: a Machine Learning Approach. Animal Cognition. 2008;11(3):389–400. https://doi.org/10.1007/s10071-007-0129-9</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Molnár C., Pongrácz P., Dóka A., Miklósi A. Can Humans Discriminate between Dogs on the Base of the Acoustic Parameters of Barks? Behavioural Processes. 2006;73(1):76–83. https://doi.org/10.1016/j.beproc.2006.03.014</mixed-citation><mixed-citation xml:lang="en">Molnár C, Pongrácz P, Dóka A, Miklósi A. Can Humans Discriminate between Dogs on the Base of the Acoustic Parameters of Barks? Behavioural Processes. 2006;73(1):76–83. https://doi.org/10.1016/j.beproc.2006.03.014</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Marx A., Lenkei R., Pérez Fraga P., Bakos V., Kubinyi E., Faragó T. Occurrences of Non-Linear Phenomena and Vocal Harshness in Dog Whines as Indicators of Stress and Ageing. Scientific Reports. 2021;11(1):4468. https://doi.org/10.1038/s41598-021-83614-1</mixed-citation><mixed-citation xml:lang="en">Marx A, Lenkei R, Pérez Fraga P, Bakos V, Kubinyi E, Faragó T. Occurrences of Non-Linear Phenomena and Vocal Harshness in Dog Whines as Indicators of Stress and Ageing. Scientific Reports. 2021;11(1):4468. https://doi.org/10.1038/s41598-021-83614-1</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Sargisson R.J., Butler R., Elliffe D. An Evaluation of the Aboistop Citronella-Spray Collar as a Treatment for Barking of Domestic Dogs. ISRN Veterinary Science. 2012;2011:759379. https://doi.org/10.5402/2011/759379</mixed-citation><mixed-citation xml:lang="en">Sargisson RJ, Butler R, Elliffe D. An Evaluation of the Aboistop Citronella-Spray Collar as a Treatment for Barking of Domestic Dogs. ISRN Veterinary Science. 2012;2011:759379. https://doi.org/10.5402/2011/759379</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Taylor A., Reby D., McComb K. Cross Modal Perception Of Body Size In Domestic Dogs Canis Familiaris. PLoS One. 2011;6(2):е17069. https://doi.org/10.1371/journal.pone.0017069</mixed-citation><mixed-citation xml:lang="en">Taylor A, Reby D, McComb K. Cross Modal Perception Of Body Size In Domestic Dogs Canis Familiaris. PLoS One. 2011;6(2):е17069. https://doi.org/10.1371/journal.pone.0017069</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Root-Gutteridge H., Ratcliffe V.F., Neumann J., Timarchi L., Yeung C., Korzeniowska A.T., et al. Effect of Pitch Range on Dogs’ Response to Conspecific vs. Heterospecific Distress Cries. Scientific Reports. 2021;11(1):19723. https://doi.org/10.1038/s41598-021-98967-w</mixed-citation><mixed-citation xml:lang="en">Root-Gutteridge H, Ratcliffe VF, Neumann J, Timarchi L, Yeung C, Korzeniowska AT, et al. Effect of Pitch Range on Dogs’ Response to Conspecific vs. Heterospecific Distress Cries. Scientific Reports. 2021;11(1):19723. https://doi.org/10.1038/s41598-021-98967-w</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Sibiryakova O.V., Volodin I.A., Volodina E.V. Polyphony of Domestic Dog Whines and Vocal Cues to Body Size. Current zoology. 2021;67(2):165–176. https://doi.org/10.1093/cz/zoaa042</mixed-citation><mixed-citation xml:lang="en">Sibiryakova OV, Volodin IA, Volodina EV. Polyphony of Domestic Dog Whines and Vocal Cues to Body Size. Current zoology. 2021;67(2):165–176. https://doi.org/10.1093/cz/zoaa042</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Yin S. A New Perspective on Barking in Dogs (Canis Familiaris). Journal of Comparative Psychology. 2002;116(2):189–193. https://doi.org/10.1037/0735-7036.116.2.189</mixed-citation><mixed-citation xml:lang="en">Yin S. A New Perspective on Barking in Dogs (Canis Familiaris). Journal of Comparative Psychology. 2002;116(2):189–193. https://doi.org/10.1037/0735-7036.116.2.189</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Yin S., McCowan B. Barking in Domestic Dogs: Context Specificity And Individual Identification. Animal Behaviour. 2004;68(2):343–355. https://doi.org/10.1016/j.anbehav.2003.07.016</mixed-citation><mixed-citation xml:lang="en">Yin S, McCowan B. Barking in Domestic Dogs: Context Specificity And Individual Identification. Animal Behaviour. 2004;68(2):343–355. https://doi.org/10.1016/j.anbehav.2003.07.016</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Policht R., Matějka O., Benediktová K., Adámková J., Hart V. Hunting Dogs Bark Differently when They Encounter Different Animal Species. Scientific Reports. 2021;11(1):17407. https://doi.org/10.1038/s41598-021-97002-2</mixed-citation><mixed-citation xml:lang="en">Policht R, Matějka O, Benediktová K, Adámková J, Hart V. Hunting Dogs Bark Differently when They Encounter Different Animal Species. Scientific Reports. 2021;11(1):17407. https://doi.org/10.1038/s41598-021-97002-2</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Amano T., Ikeda T., Yamaguchi M., Kakehi N., Hanada K., Watanabe T., et al. Equine Placental Extract Supplement as a Night Barking Remedy in Dogs with Cognitive Dysfunction Syndrome. Veterinary Medicine and Science. 2022;8(5):1887–1892. https://doi.org/10.1002/vms3.893</mixed-citation><mixed-citation xml:lang="en">Amano T, Ikeda T, Yamaguchi M, Kakehi N, Hanada K, Watanabe T, et al. Equine Placental Extract Supplement as a Night Barking Remedy in Dogs with Cognitive Dysfunction Syndrome. Veterinary Medicine and Science. 2022;8(5):1887–1892. https://doi.org/10.1002/vms3.893</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Juarbe-Diaz S.V., Houpt K.A. Comparison of Two Antibarking Collars For Treatment of Nuisance Barking. Journal of the American Animal Hospital Association. 1996;32(3):231–235. https://doi.org/10.5326/15473317-32-3-231</mixed-citation><mixed-citation xml:lang="en">Juarbe-Diaz SV, Houpt KA. Comparison of Two Antibarking Collars For Treatment of Nuisance Barking. Journal of the American Animal Hospital Association. 1996;32(3):231–235. https://doi.org/10.5326/15473317-32-3-231</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Moffat K.S., Landsberg G.M., Beaudet R. Effectiveness and Comparison of Citronella and Scentless Spray Bark Collars for the Control of Barking in a Veterinary Hospital Setting. Journal of the American Animal Hospital Association. 2003;39(4):343–348. https://doi.org/10.5326/0390343</mixed-citation><mixed-citation xml:lang="en">Moffat KS, Landsberg GM, Beaudet R. Effectiveness and Comparison of Citronella and Scentless Spray Bark Collars for the Control of Barking in a Veterinary Hospital Setting. Journal of the American Animal Hospital Association. 2003;39(4):343–348. https://doi.org/10.5326/0390343</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Steiss J.E., Schaffer C., Ahmad H.A., Voith V.L. Evaluation of Plasma Cortisol Levels and Behavior in Dogs Wearing Bark Control Collars. Applied Animal Behaviour Science. 2007;106(1–3):96–106. http://doi.org/10.1016/j.applanim.2006.06.018</mixed-citation><mixed-citation xml:lang="en">Steiss JE, Schaffer C, Ahmad HA, Voith VL. Evaluation of Plasma Cortisol Levels and Behavior in Dogs Wearing Bark Control Collars. Applied Animal Behaviour Science. 2007;106(1–3):96–106. http://doi.org/10.1016/j.applanim.2006.06.018</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Wells D.L. The Effectiveness of a Citronella Spray Collar in Reducing Certain Forms of Barking in Dogs. Applied Animal Behaviour Science. 2001;73(4):299–309. https://doi.org/10.1016/s0168-1591(01)00146-0</mixed-citation><mixed-citation xml:lang="en">Wells DL. The Effectiveness of a Citronella Spray Collar in Reducing Certain Forms of Barking in Dogs. Applied Animal Behaviour Science. 2001;73(4):299–309. https://doi.org/10.1016/s0168-1591(01)00146-0</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Martin A.L., Walthers C.M., Pattillo M.J., Catchpole J.A., Mitchell L.N., Dowling E.W. Impact of Visual Barrier Removal on the Behavior of Shelter-Housed Dogs. Journal of Applied Animal Welfare Science: JAAWS. 2023;26(4):596–606. https://doi.org/10.1080/10888705.2021.2021407</mixed-citation><mixed-citation xml:lang="en">Martin AL, Walthers CM, Pattillo MJ, Catchpole JA, Mitchell LN, Dowling EW. Impact of Visual Barrier Removal on the Behavior of Shelter-Housed Dogs. Journal of Applied Animal Welfare Science: JAAWS. 2023;26(4):596–606. https://doi.org/10.1080/10888705.2021.2021407</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Авилов А.В., Фомина А.С., Крикунова А.А. и др. Методика классификации вокализации собак как маркера тревожного или агрессивного поведения. Ветеринария Кубани. 2022;3:35–37.</mixed-citation><mixed-citation xml:lang="en">Avilov AV, Fomina AS, Krikunova AA, et al. Metodika Klassifikatsii Vokalizatsii Sobak kak Markera Trevozhnogo ili Agressivnogo Povedeniya. Veterinariya Kubani. 2022;3:35–37.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Авилов А.В. Исследование методики идентификации заболеваний голосового аппарата человека. Актуальная биотехнология. 2015;2(13):26–28.</mixed-citation><mixed-citation xml:lang="en">Avilov AV. The Research Methodology of Identification of Human Vocal Tract Diseases. Aktual’naya biotekhnologiya. 2015;2(13):26–28.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Володин И.А., Володина Е.В., Филатова О.А. Нелинейные феномены, определяющие высокую структурную изменчивость скулений домашней собаки CANIS FAMILIARIS (CARNIVORA, CANIDAE). Бюлл. Моск. об-ва испытателей природы. Отд. биол. 2007;112(4):11–17.</mixed-citation><mixed-citation xml:lang="en">Volodin IA, Volodina EV, Filatova OA. Nelineinye Fenomeny, Opredelyayushchie Vysokuyu Strukturnuyu Izmenchivost’ Skulenii Domashnei Sobaki CANIS FAMILIARIS (CARNIVORA, CANIDAE). Bulletin of Moscow Society of Naturalists. Biological Series. 2007;112(4):11–17.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Чулкина М.М., Володин И.А., Володина Е.В. Индивидуальная, половая и межпородная изменчивость лая домашней собаки, Canis familiaris (Carnivora, Canidae). Зоологический журнал. 2006;85(4):544–555.</mixed-citation><mixed-citation xml:lang="en">Chulkina MM, Volodin IA, Volodina EV. Individual, Intersexual, And Interbreed Variability Of Barks In Dog Canis Familiaris (Carnivora, Canidae). Zoologicheskii zhurnal. 2006;85(4):544–555.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Root-Gutteridge H., Ratcliffe V.F., Neumann J., Timarchi L., Yeung C., Korzeniowska A.T., et al. Effect of Pitch Range on Dogs’ Response to Conspecific vs. Heterospecific Distress Cries. Scientific Reports. 2021;11(1):19723. https://doi.org/10.1038/s41598-021-98967-w</mixed-citation><mixed-citation xml:lang="en">Root-Gutteridge H, Ratcliffe VF, Neumann J, Timarchi L, Yeung C, Korzeniowska AT, et al. Effect of Pitch Range on Dogs’ Response to Conspecific vs. Heterospecific Distress Cries. Scientific Reports. 2021;11(1):19723. https://doi.org/10.1038/s41598-021-98967-w</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Rowlison de Ortiz A., Belda B., Hash J., Enomoto M., Robertson J., Lascelles B.D.X. Initial Exploration of the Discriminatory Ability of the Petpace Collar to Detect Differences in Activity and Physiological Variables between Healthy and Osteoarthritic Dogs. Frontiers in Pain Research. (Lausanne). 2022;3:949877. https://doi.org/10.3389/fpain.2022.949877</mixed-citation><mixed-citation xml:lang="en">Rowlison de Ortiz A, Belda B, Hash J, Enomoto M, Robertson J, Lascelles BDX. Initial Exploration of the Discriminatory Ability of the Petpace Collar to Detect Differences in Activity and Physiological Variables between Healthy and Osteoarthritic Dogs. Frontiers in Pain Research. (Lausanne). 2022;3:949877. https://doi.org/10.3389/fpain.2022.949877</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Martin K.W., Olsen A.M., Duncan C.G., Duerr F.M. The Method of Attachment Influences Accelerometer-Based Activity Data in Dogs. BMC Veterinary Research. 2017;13(1):48. https://doi.org/10.1186/s12917-017-0971-1</mixed-citation><mixed-citation xml:lang="en">Martin KW, Olsen AM, Duncan CG, Duerr FM. The Method of Attachment Influences Accelerometer-Based Activity Data in Dogs. BMC Veterinary Research. 2017;13(1):48. https://doi.org/10.1186/s12917-017-0971-1</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Bruno E.A., Guthrie J.W., Ellwood S.A., Mellanby R.J., Clements D.N. Global Positioning System Derived Performance Measures are Responsive Indicators of Physical Activity, Disease and the Success of Clinical Treatments in Domestic Dogs. PLoS One. 2015;10(2):e0117094. https://doi.org/10.1371/journal.pone.0117094</mixed-citation><mixed-citation xml:lang="en">Bruno EA, Guthrie JW, Ellwood SA, Mellanby RJ, Clements DN. Global Positioning System Derived Performance Measures are Responsive Indicators of Physical Activity, Disease and the Success of Clinical Treatments in Domestic Dogs. PLoS One. 2015;10(2):e0117094. https://doi.org/10.1371/journal.pone.0117094</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Ladha C., Hoffman C.L. A Combined Approach to Predicting Rest in Dogs Using Accelerometers. Sensors (Basel). 2018;18(8):2649. https://doi.org/10.3390/s18082649</mixed-citation><mixed-citation xml:lang="en">Ladha C, Hoffman CL. A Combined Approach to Predicting Rest in Dogs Using Accelerometers. Sensors (Basel). 2018;18(8):2649. https://doi.org/10.3390/s18082649</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Westgarth C., Ladha C. Evaluation of an Open Source Method for Calculating Physical Activity in Dogs from Harness and Collar Based Sensors. BMC Veterinary Research. 2017;13(1):322. https://doi.org/10.1186/s12917-017-1228-8</mixed-citation><mixed-citation xml:lang="en">Westgarth C, Ladha C. Evaluation of an Open Source Method for Calculating Physical Activity in Dogs from Harness and Collar Based Sensors. BMC Veterinary Research. 2017;13(1):322. https://doi.org/10.1186/s12917-017-1228-8</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Jackson M.M., Zeagler C., Valentin G., Martin A., Martin V., Delawalla A., et al. FIDO — Facilitating Interactions for Dogs with Occupations: Wearable Dog-Activated Interfaces. In: Proceedings of the 2013 International Symposium on Wearable Computers (ISWC ‘13). Association for Computing Machinery. New York; 2013. P. 81–88. https://doi.org/10.1145/2493988.2494334</mixed-citation><mixed-citation xml:lang="en">Jackson MM, Zeagler C, Valentin G, Martin A, Martin V, Delawalla A, et al. FIDO — Facilitating Interactions for Dogs with Occupations: Wearable Dog-Activated Interfaces. In: Proceedings of the 2013 International Symposium on Wearable Computers (ISWC ‘13). Association for Computing Machinery. New York; 2013. P. 81–88. https://doi.org/10.1145/2493988.2494334</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Ladha C., Hammerla N., Hughes E., Olivier P., Ploetz T. Dog’s life: wearable activity recognition for dogs. In: Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing (UbiComp ‘13). Association for Computing Machinery. New York; 2013. P. 415–418. https://doi.org/10.1145/2493432.2493519</mixed-citation><mixed-citation xml:lang="en">Ladha C, Hammerla N, Hughes E, Olivier P, Ploetz T. Dog’s life: wearable activity recognition for dogs. In: Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing (UbiComp ‘13). Association for Computing Machinery. New York; 2013. P. 415–418. https://doi.org/10.1145/2493432.2493519</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
