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Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang 1 , Eric Yen 2 , Guan-Shuo Mai 3 , Sheng-Shan Lu 1 , Chau-Chin Lin 1 , Simon Lin 2 1 Biodiversity Research Center, Academia Sinica 2 Academia Sinica Grid Computing Center 3 Taiwan Forestry Research Institute 4 th -5 th Nov. 2015, Biodiversity Informatics Conference Naning, Guanxi, China

Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

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Page 1: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Soundscape Ecology and Soundscape Monitoring

Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

1Biodiversity Research Center, Academia Sinica2Academia Sinica Grid Computing Center3 Taiwan Forestry Research Institute

4th-5th Nov. 2015, Biodiversity Informatics Conference

Naning, Guanxi, China

Page 2: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Soundscape Ecology –New challenging research field in landscape ecology• The World Soundscape Project in 1970s http://www.sfu.ca/~truax/wsp.html

• Landmark papers• Pijanowski, B. C., et al. (2011). Soundscape Ecology: The Science of Sound in the Landscape. BioScience,

61(3), 203–216. doi:10.1525/bio.2011.61.3.6

• Pijanowski, B. C., Farina, A., Gage, S. H., Dumyahn, S. L., & Krause, B. L. (2011). What is soundscape ecology? An introduction and overview of an emerging new science. Landscape Ecology, 26(9), 1213–1232. doi:10.1007/s10980-011-9600-8

• Truax, B., & Barrett, G. W. (2011). Soundscape in a context of acoustic and landscape ecology. Landscape Ecology, 26(9), 1201–1207. doi:10.1007/s10980-011-9644-9

• Recent special issues in three journals• 2011 Landscape Ecology Special Issue – Soundscape Ecology http://link.springer.com/journal/10980/26/9/page/1

• 2013 Applied Acoustics Special Issue – Applied Soundscapes : Recent Advances in Soundscape Research http://www.sciencedirect.com/science/journal/0003682X/74/2

• 2014 Ecological Informatics Special Issue – Ecological Acoustics http://www.sciencedirect.com/science/journal/15749541/21/supp/C

• The new textbook

• Farina, A. (2014). Soundscape Ecology: Principles, Patterns, Methods and Applications

(p. 315). Dordrecht: Springer Netherlands. doi:10.1007/978-94-007-7374-5

Page 3: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Data Issues on Soundscape Ecology• Big Data

• Data volume for one site soundscape recording in one year:(16 bits * 44.1 KHz * 2 channels * 60 seconds * 5 minutes * 2 / hour * 24 hours * 365 days/hours) / (8 bits/byte ) * 10-6 = 927 GB ~ 1 TB

• Many sites and many countries in long term: ??? PB…??? ZB

• How to manage, share, and utilize?

• Big Science• Hampton, S. E., et al. (2013). Big data and the future of ecology. Frontiers

in Ecology and the Environment, 11(3), 156–162. doi:10.1890/120103

• Towsey, M., Parsons, S., & Sueur, J. (2014). Ecology and acoustics at a large scale. Ecological Informatics, 21, 1–3. doi:10.1016/j.ecoinf.2014.02.002

Page 4: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

2014 Asian Soundscape Workshop

• Malaysia, Philippines, Taiwan, Thailand, and Vietnam

• Sharing experiences and having consensus on open data

• Developing a soundscape monitoring protocol for Asia

• Collaboration on long-term joint monitoring of Asian soundscape

• Creating Big Open Linked Data (BOLD) environment

• Fostering soundscape research, conservation, education in Asia

• Initiating Soundscape Alliance in Asia

Page 5: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Asian Soundscape http://soundscape.twgrid.org

2014/11/17-20 Asian Soundscape Workshop, Lienhuachih Research Center, TFRI, Taiwan

Page 6: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Exploring soundscape by date and time of different sites

Page 7: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Browsing soundscape by map

Page 10: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Exploring the components of soundscape by spectrogram

Anthrophone: traffic…

Biophone: bird song

Page 12: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Comparing soundscape from different sites

Page 14: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Analyzing Soundscape – Computing 5 soundscape indices in R

Data: 123 WAV files (51 MB each, 6GB in total)CPU: Intel Xeon 2.0GHz 6 Cores x 2 (20 threads

used for computing; 88% used)Memory: 24GB (87% used)Time: 3,140.45 seconds

Page 15: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2
Page 16: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2
Page 17: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Challenges of the long-term soundscape monitoring for the GRIDs• Demands on high speed internet for uploading acoustic data as well

as distributed high volume storage and powerful computing for ever-increasing soundscape data

• Establishing partnership between soundscape ecologists and GRID center in each country for long-term archiving, sharing, and using the World soundscape big data

• Interdisciplinary collaboration and innovations for developing applications on visualizing and analyzing soundscape big data to inform public, decision, and policy on natural soundscape conservation

Page 18: Soundscape Ecology and Soundscape Monitoring · Soundscape Ecology and Soundscape Monitoring Yu-Huang Wang1, Eric Yen2, Guan-Shuo Mai3, Sheng-Shan Lu1, Chau-Chin Lin1, Simon Lin2

Thanks for your attention