International Conferences

  1. Tzu-Hao Lin, Chong Chen, Hiromi Kayama Watanabe, Shinsuke Kawagucci, Yung-Che Tseng (2021) Could listening underwater sounds reveal the dynamics of chemosynthetic ecosystems? Japan Geoscience Union Meeting 2021 (online conference) *Invited presentation

  2. Yi-Jen Sun, Tzu-Hao Lin (2020) Soundscape Viewer: An integrated toolbox of audio source separation for soundscape-based ecosystem assessment. The 179th Meeting of the Acoustical Society of America (online conference)

  3. Tzu-Hao Lin, Yi-Jen Sun, Anita Weng, Tzu-Yan Hsu, Li Lin, Ching-Wei Wang (2020) Assessing diversity of animal vocalizations via unsupervised machine learning. The 7th Annual Meeting of the Society for Bioacoustics (online conference)

  4. Tzu-Hao Lin, Chong Chen, Hiromi Kayama Watanabe, Shinsuke Kawagucci, Tetsuya Miwa, Hiroyuki Yamamoto, Shinji Tsuchida, Yoshihiro Fujiwara (2020) Characterizing habitat-specific soundscapes in deep-sea benthic ecosystems. eDSBS 2020 (online conference)

  5. Tzu-Hao Lin (2019) Exploring the dynamics of coral reef ecosystem through soundscapes. 2019 International Workshop on Coral Reef Resilience in the Changing Climate (Taipei, Taiwan) *Invited presentation

  6. Tzu-Hao Lin, Yu Tsao, Mao-Ning Tuanmu (2019) Learning discriminative bioacoustic features by deep-listening wildlife sounds. The 6th Annual Meeting of the Society for Bioacoustics (Tsukuba, Japan)

  7. Tzu-Hao Lin, Tomonari Akamatsu, and Colin Kuo-Chang Wen (2019) Characterizing diversity of fish sounds using audio information retrieval. The Thirteen Annual Meeting of Asian Fisheries Acoustics Society (Keelung, Taiwan)

  8. Tzu-Hao Lin, Florence Evacitas, Jhoanna Jane Layos, Claire Ayuban, Pia Cinco, Hazel Arceo (2019) Ocean biodiversity listening project: an acoustic approach of marine ecosystem assessment. The Fourth Asian Marine Biology Symposium (Taipei, Taiwan)

  9. Tzu-Hao Lin, Tomonari Akamatsu, Saki Harii, Frederic Siniger, Kuo-Chang Wen. (2019) Characterizing the ecosystem-specific marine soundscape by a hypothesis-driven source separation. 海洋音響學會2019年度研究發表會 (Tokyo, Japan)

  10. Tzu-Hao Lin, Hsin-Te Yang, Jie- Mao Huang, Chiou-Ju Yao, Yung-Shun Lien, Pei-Jung Wang, Fang-Yu Hu (2019) Evaluating changes in the marine soundscape of an offshore wind farm via the machine learning-based source separation. Underwater Technology 2019 (Kaohsiung, Taiwan)

  11. Tzu-Hao Lin, Yu Tsao (2019) Exploring ecosystem dynamics by hypotheses-driven soundscape information retrieval. International Symposium on Grids and Clouds 2019 & Soundscape Conference (Taipei, Taiwan) *Invited presentation

  12. Tzu-Hao Lin, Katsunori Fujikura, Tomonari Akamatsu, Yu Tsao, Frederic Siniger, Saki Harii, Chiou-Ju Yao (2019) Listening to the ecosystem: an integrative approach of informatics and ecoacoustics. Symposium of Integrative Biology: Biodiversity in Asia (Kyoto, Japan)

  13. Tzu-Hao Lin, Tomonari Akamatsu, Yu Tsao, Katsunori Fujikura (2018) Applying machine-learning based source separation techniques in the analysis of marine soundscapes. 176th Meeting of Acoustical Society of America (Victoria, Canada) *Invited presentation

  14. Tzu-Hao Lin, Yu Tsao, Tomonari Akamatsu, Mao-Ning Tuanmu, Katsunori Fujikura (2018) Information retrieval from a soundscape by using blind source separation and clustering. 176th Meeting of Acoustical Society of America (Victoria, Canada) *Invited presentation

  15. Tzu-Hao Lin, Tomonari Akamatsu, Yu Tsao, Katsunori Fujikura (2018) Information retrieval from marine soundscape by using machine learning-based source separation. 1​0​t​h​ ​I​n​t​e​r​n​a​t​i​o​n​a​l​ ​C​o​n​f​e​r​e​n​c​e​ ​o​n​ ​E​c​o​l​o​g​i​c​a​l​ ​I​n​f​o​r​m​a​t​i​c​s (Jena, Germany)

  16. Tzu-Hao Lin, Yu Tsao, Chun-Chia Huang, Mao-Ning Tuanmu (2018) Studying wildlife activities by using soundscape information. 2018 International Conference on Earth Observations and Societal Impacts (Hsinchu, Taiwan) *Invited presentation

  17. Tzu-Hao Lin, Tomonari Akamatsu, Yu Tsao (2018) Information retrieval of marine soundscape via unsupervised source separation. 2nd Oceanoise Asia (June, Hakodate, Japan)

  18. Tzu-Hao Lin, Yu Tsao (2018) Listening to the deep: Exploring marine soundscape variability by information retrieval techniques. OCEANS ’18 Kobe (May, Kobe, Japan)

  19. Tzu-Hao Lin, Tomonari Akamatsu, Frederic Sinniger, Saki Harii, Yu Tsao (2018) Monitoring of coral reef ecosystem: an integrated approach of marine soundscape and machine learning. International Symposium on Grids & Clouds 2018 (March, Taipei, Taiwan) *Invited presentation

  20. Tzu-Hao Lin, Tomonari Akamatsu, Mao-Ning Tuanmu, Joe Chun-Chia Huang, Chiou-Ju Yao, Shih-Hua Fang, Yu Tsao (2017) Improving the evaluation of soundscape variability via blind source separation. 174th Meeting of the Acoustical Society of America (December, New Orleans, USA)

  21. Tzu-Hao Lin, Yu-Huang Wang, Han-Wei Yen, Shen-Shan Lu, Yu Tsao (2017) Computing biodiversity change via a soundscape monitoring network. PNC 2017 Annual Conference and Joint Meetings (November, Tainan, Taiwan)

  22. Tzu-Hao Lin, Yu-Huang Wang, Han-Wei Yen, Yu Tsao (2017) Listening to the ecosystem: the integration of machine learning and a long-term soundscape monitoring network. International Symposium on Grids & Clouds 2017 (March, Taipei, Taiwan)

  23. Tzu-Hao Lin, Chih-Kai Yang, Lien-Siang Chou, Shih-Hau Fang, and Yu Tsao (2016) Acoustic response of Indo-Pacific humpback dolphins to the variability of marine soundscape. 5th Joint Meeting of the Acoustical Society of America and Acoustical Society of Japan (November, Honolulu, USA) *Invited presentation

  24. Tzu-Hao Lin, Lien-Siang Chou, and Yu-Huang Wang (2016) Investigation on the dynamics of soundscape by using unsupervised detection and classification algorithms. Ecoacoustics Congress 2016 (June, Michigan, USA)

  25. Tzu-Hao Lin, Shane Guan, and Lien-Siang Chou (2016) Characterization of the marine soundscape at the core habitat of Indo-Pacific humpback dolphins. Oceanoise Asia 2016. (April, Taipei, Taiwan) *Invited presentation

  26. Tzu-Hao Lin, Shane Guan, Wen-Ching Lien, Chih-Kai Yang, and Lien-Siang Chou (2015) A noisy dinner? Passive acoustic monitoring on the predator-prey interactions between Indo-Pacific humpback dolphins and croakers. 21st Biennial Conference on the Biology of Marine Mammals. (December, San Francisco, USA)

  27. Tzu-Hao Lin, Chia-Yun Lee, Tomonari Akamatsu, and Lien-Siang Chou (2015) Seasonal changes in habitat use of Indo-Pacific humpback dolphins at an estuary. International Conference on Biodiversity, Ecology and Conservation of Marine Ecosystems 2015. (June, Hong Kong)

  28. Tzu-Hao Lin, Shane Guan, Lien-Siang Chou (2015) Spatial and temporal variations of biological sound in a shallow marine environment. Oceanoise 2015. (May, Barcelona, Spain) *Invited presentation

  29. Tzu-Hao Lin, Shane Guan, Lien-Siang Chou (2014) Passive acoustic monitoring of fish sound production in western Taiwan waters. 8th Annual Meeting of Asian Fisheries Acoustics Society. (November, Kaohsiung, Taiwan) *2014 Young Fisheries Acoustician Award of Asian Fisheries Acoustics Society

  30. Tzu-Hao Lin, Hsin-Yi Yu, Chi-Fang Chen, Lien-Siang Chou. (2014) Passive acoustic monitoring on the seasonal species composition of cetaceans from a marine observatory. Acoustic Society of America 168th Meeting. (October, Indianapolis, USA)

  31. Tzu-Hao Lin, Tomonari Akamatsu, Lien-Siang Chou. (2014) Passive acoustic monitoring on the temporal and spatial variation of Indo-Pacific humpback dolphin behavior at an estuarine habitat. 14th Symposium of Cetacean Ecology and Conservation. (September, Taipei, Taiwan)

  32. Tzu-Hao Lin, Hsin-Yi Yu, Chi-Fang Chen, Lien-Siang Chou. (2014) Passive acoustic monitoring on the seasonal species composition of cetaceans from the marine cable hosted observatory. OCEANS’14 MTS/IEEE Conference. (April, Taipei, Taiwan)

  33. Tzu-Hao Lin, Tomonari Akamatsu, Lien-Siang Chou. (2013) Seasonal distribution of Indo-Pacific humpback dolphins at an estuarine habitat. 20th Biennial Conference on the Biology of Marine Mammals. (December, Dunedin, New Zealand)

  34. Tzu-Hao Lin, Hsin-Yi Yu, Chi-Fang Chen, Lien-Siang Chou. (2013) Detecting the structural variability of cetacean tonal sounds by automatic detection and classification algorithms. 30th International workshop: Cetacean echolocation and outer space neutrinos. (October, Sicily, Italy)

  35. Tzu-Hao Lin, Hsin-Yi Yu, Chi-Fang Chen, Lien-Siang Chou. (2013) Automatic Detection and Classification of Cetacean Tonal Sounds from a Long-term Marine Observatory. Symposium on Underwater Technology 2013. (March, Tokyo, Japan) *Young Researcher Award, IEEE OES Japan Chapter

  36. Tzu-Hao Lin, Hsin-Yi Yu, Lien-Siang Chou. (2012) Automatic detection and classification of cetacean tonal sounds from a long-term marine observatory. 3rd Symposium of Cetacean Research and Conservation cross Taiwan Strait. (November, Nanjing, China).

  37. Tzu-Hao Lin, Hsiang-Chih Chan, Chi-Fang Chen, Tomonari Akamatsu, Lien-Siang Chou. (2012) Automatic detection on the presence and frequency use pattern of cetacean tonal sound. Acoustics 2012 Hong Kong. (May, Hong Kong).

  38. Tzu-Hao Lin, Tomonari Akamatsu, Lien-Siang Chou. (2011) Tidal activity of Indo-Pacific humpback dolphins (Sousa chinensis) monitored by fixed acoustic data loggers. 19th Biennial Conference on the Biology of Marine Mammals. (November, Tampa, USA).

  39. Tzu-Hao Lin, Hsin-Yi Yu, Pai-ho Chiu, Lien-Siang Chou. (2008) Using underwater vocalizations of Indo-Pacific humpback dolphins, Sousa chinensis, to estimate the surface behavior states of dolphin school. 2nd of Symposium on Cetacean Ecology and Conservation across Taiwan Strait (October, 2008, Wuhan, China).

Domestic Conferences

  1. Anita Weng, Hsin-Yi Yu, Tzu-Hao Lin. (2021) Exploring intra- and inter-specific variations of dolphin whistles via unsupervised feature learning. Congress of Animal Behavior, Ecology and Environmental Education (online conference) *Outstanding Poster Award

  2. Tzu-Yan Hsu, Yi-Ta Shao, Tzu-Hao Lin. (2021) Evaluating the diversity of fish sounds in Keelung Chaojing via machine learning. Congress of Animal Behavior, Ecology and Environmental Education (online conference)

  3. Ching-Wei Wang, Ruey-Chang Wei, Tzu-Hao Lin. (2021) Evaluating changes in coral reef ecosystems via unsupervised learning of soundscapes. Congress of Animal Behavior, Ecology and Environmental Education (online conference)

  4. Yi-Jen Sun, Tzu-Hao Lin. Assessing acoustic diversity in an estuary via unsupervised audio source separation. Congress of Animal Behavior, Ecology and Environmental Education (online conference)

  5. Li Lin, Yi-Jen Sun, Shih-Ching Yen, Tzu-Hao Lin. Learning individual-specific features from rutting vocalizations of Formosan sika deer (Cervus nippon taiouanus). Congress of Animal Behavior, Ecology and Environmental Education (online conference) *Excellent Poster Award