Skip to main content
Log in

A cetacean monitoring system that integrates citizen science and satellite imagery

  • Published:
Rendiconti Lincei. Scienze Fisiche e Naturali Aims and scope Submit manuscript

Abstract

Various methods have been adopted for monitoring marine megafauna and cetaceans in particular. Most of them rely on direct observation and have strong limitations: they are expensive and time-consuming; they allow monitoring only at small spatial and temporal scales; they require specialised technical staff. Satellite imagery to detect and count marine mammals from the space has become feasible. In the last years, the spectral, spatial and temporal accuracy of very high resolution satellites have improved, allowing to conduct censuses and to produce valid population estimates for some species. With the appearance of Web 2.0, ubiquitous computing and the related technological advancements, the different networks enable the general public to contribute, disseminate and exchange information. The use of data collected by citizen science projects is now ubiquitous, but still presents some challenges that need to be addressed. A major issue is that data collected by the public must be validated. We present a model for real-time monitoring of cetaceans by combining the citizen science and satellite image processing with the main link defined as location–time.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Andersen SM, Teilmann J, Dietz R, Schmidt NM, Miller LA (2012) Behavioural responses of harbour seals to human-induced disturbances. Aquat Conserv 22:113–121

    Article  Google Scholar 

  • Begall S, Cerveny J, Neef J, Vojtech O, Burda H (2008) Magnetic alignment in grazing and resting cattle and deer. Proc Natl Acad Sci 36:13451–13455

    Article  Google Scholar 

  • Cafaro V, Angeletti D, Bellisario B, Macali A, Carere C, Alessi J (2015) Habitat overlap between bottlenose dolphins and seabirds: a pilot study to identify high-presence coastal areas in the Tyrrhenian sea. J Mar Biol Ass 96:891–901

    Article  Google Scholar 

  • Campana I, Crosti R, Angeletti D, Carosso L, David L, Di-Meglio N, Moulins A, Rosso M, Tepsich P, Arcangeli A (2015) Cetacean response to summer maritime traffic in the western Mediterranean Sea. Mar Env Res 109:1–8

    Article  CAS  Google Scholar 

  • Canestrelli D, Bisconti R, Carere C (2016) Bolder takes all? The behavioral dimension of biogeography. Trends Ecol Evol 31:35–43

    Article  Google Scholar 

  • Conrad CC, Hilchey KG (2011) A review of citizen science and community-based environmental monitoring: issues and opportunities. Environ Mon Assess 176:273–291

    Article  Google Scholar 

  • Elder J, Goldberg R (1998) Interactive contour editing. In: Proceedings IEEE conference computer vision pattern recognition, pp 374–381

  • Fretwell PT, LaRue MA, Morin P, Kooyman GL, Wienecke B, Ratcliffe N, Fox AJ, Fleming AH, Porter C, Trathan PN (2012) An emperor penguin population estimate: the first global, synoptic survey of a species from space. PLoS ONE. 7:e33751. https://doi.org/10.1371/journal.pone.0033751

    Article  CAS  Google Scholar 

  • Fretwell PT, Staniland IJ, Forcada J (2014) Whales from space: counting southern right whales by satellite. PLoS ONE 9:e88655. https://doi.org/10.1371/journal.pone.0088655

    Article  Google Scholar 

  • Jønsson KA, Tøttrup AP, Borregaard MK, Keith SA, Rahbek C, Thorup K (2016) Tracking animal dispersal: from individual movement to community assembly and global range dynamics. Trends Ecol Evol 31:204–214

    Article  Google Scholar 

  • LaRue MA, Rotella JJ, Garrott RA, Siniff DB, Ainley DG, Stauffer GE, Porter CC, Morin PJ (2011) Satellite imagery can be used to detect variation in abundance of Weddell seals (Leptonychotes weddellii) in Erebus Bay, Antarctica. Polar Biol 34:1727–1737

    Article  Google Scholar 

  • Lippmann RP (1987) An introduction to computing with neural nets. Assp Mag IEEE 4:4–22

    Article  Google Scholar 

  • Marques TA, Martin Thomas SW, Mellinger DK, Ward JA, Moretti DJ, Harris D, Tyack PL (2013) Estimating animal population density using passive acoustics. Biol Rev 88:287–339

    Article  Google Scholar 

  • Marr D, Hildreth E (1980) Theory of edge detection. Proc R Soc Lond B 207:187–217

    Article  CAS  Google Scholar 

  • Patenaude NJ, Richardson WJ, Smultea MA, Koski WR, Miller GW, Würsig B, Greene CR Jr (2002) Aircraft sound and disturbance to bowhead and beluga whales during spring migration in the Alaskan Beaufort Sea. Marine Mamm Sci 18:309–335

    Article  Google Scholar 

  • Pirotta E, Merchant ND, Thompson PM, Barton TR, Lusseau D (2015) Quantifying the effect of boat disturbance on bottlenose dolphin foraging activity. Biol Cons 181:82–89

    Article  Google Scholar 

  • Rojas R (1996) Neural networks: a systematic introduction. Springer, Berlin

    Book  Google Scholar 

  • Schwartz MW (2006) How conservation scientists can help develop social capital for biodiversity. Cons Biol 20:1550–1552

    Article  Google Scholar 

  • Silvertown J (2009) A new dawn for citizen science. Trends Ecol Evol 24:467–471

    Article  Google Scholar 

  • Theobald EJ et al (2015) Global change and local solutions: tapping the unrealized potential of citizen science for biodiversity research. Biol Cons 181:236–244

    Article  Google Scholar 

  • Turner W, Rondinini C, Pettorelli N, Mora B, Leidner AK, Szantoi Z, Buchanan G, Dech S, Dwyer J, Herold M, Koh LP, Leimgruber P, Taubenboeck H, Wegmann M, Wikelski M, Woodcock C (2015) Free and open-access satellite data are key to biodiversity conservation. Biol Cons 182:173–176

    Article  Google Scholar 

  • Vianna GMS, Meekan MG, Bornovski TH, Meeuwig JJ (2014) Acoustic telemetry validates a citizen science approach for monitoring sharks on coral reefs. PLoS ONE 9:e95565. https://doi.org/10.1371/journal.pone.0095565

    Article  Google Scholar 

  • Whitelaw G, Vaughan H, Craig B, Atkinson D (2003) Establishing the Canadian community monitoring network. Environ Mon Assess 88:409–418

    Article  Google Scholar 

Download references

Acknowledgements

We are grateful to E. Alleva for intellectual support on this idea.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Claudio Carere.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Vukelic, M., Mancini, F., Vukelic, D. et al. A cetacean monitoring system that integrates citizen science and satellite imagery. Rend. Fis. Acc. Lincei 29, 53–59 (2018). https://doi.org/10.1007/s12210-017-0657-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12210-017-0657-4

Keywords

Navigation