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Marine Biology

, Volume 153, Issue 4, pp 507–521 | Cite as

Reconstructing the movements of free-ranging demersal fish in the North Sea: a data-matching and simulation method

  • David RightonEmail author
  • Craig M. Mills
Research Article

Abstract

Demersal fish cannot be readily tracked using data loggers that provide satellite-based or light-based geolocation. Moreover, fish that are highly mobile within the water column cannot readily be located with other methods, such as the tidal location method (TLM). As an alternative, we describe a process that provides estimates of geographic location by simulating movement paths through geographic locations that match temperature and depth data recorded by data loggers. Depths and temperatures recorded by data loggers were compared with a North Sea temperature and depth database to identify all locations with matching data. A movement rate filter was then applied to eliminate spurious locations and simulations of possible movement paths through the remaining positions were used to generate estimates of the likelihood of a particular location having been occupied. The performance of the technique was assessed by reconstructing movement paths of artificial migrations and by using depth and temperature data collected at known locations in the North Sea. Estimates of the positional accuracy and error were comparable to the North Sea TLM. Reconstructions of the migrations of cod tagged and released in the North Sea were successfully achieved with the method. This method has application in defining the movements and migrations of commercial species in any sea area where databases of commonly measured environmental variables are available.

Keywords

Migration Route Movement Path Bluefin Tuna Migration Path Pacific Bluefin 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

Notes

Acknowledgements

We would like to thank Julian Metcalfe and Stefan Neuenfeldt for comments and discussions that helped the development of the method and this manuscript. This research was funded by: Defra as part of project M0154, and by the EU as part of project CODYSSEY (Q5RS-2002-00813).

References

  1. Akesson S (2002) Tracking fish movements in the ocean. Trends Ecol Evol 17:56–57CrossRefGoogle Scholar
  2. Arnold GP, Dewar H (2001) The use of electronic tags in marine fisheries research: a 30 year perspective. In: Sibert J, Nielsen J (eds) Electronic tagging and tracking in marine fisheries reviews: methods and technologies in fish biology and fisheries. Kluwer, Dordrecht, The Netherlands, pp 7–64CrossRefGoogle Scholar
  3. Arnold GP, Greer Walker M, Emerson LS, Holford BH (1994) Movements of cod (Gadus morhua L.) in relation to the tidal streams in the southern North Sea. Ices J Mar Sci 51:207CrossRefGoogle Scholar
  4. Block BA, Dewar H, Blackwell SB, Williams TD, Prince ED, Farwell CJ, Boustany A, Teo SLH, Seitz A, Walli A, Fudge D (2001) Migratory movements, depth preferences, and thermal biology of Atlantic bluefin tuna. Science 293:1310–1314CrossRefGoogle Scholar
  5. Block BA, Dewar H, Williams T, Prince ED, Farwell C, Fudge D (1998) Archival tagging of Atlantic bluefin tuna (Thunnus thynnus thynnus). Mar Technol Soc J 32:37–46Google Scholar
  6. Block BA, Teo SLH, Walli A, Boustany A, Stokesbury MJW, Farwell CJ, Weng KC, Dewar H, Williams TD (2005) Electronic tagging and population structure of Atlantic bluefin tuna. Nature 434:1121–1127CrossRefGoogle Scholar
  7. Blumberg AF, Mellor GL (1987) A description of a three dimensional coastal ocean circulation model. American Geophysical Union, WashingtonCrossRefGoogle Scholar
  8. Bolle LJ, Hunter E, Rijnsdorp AD, Pastoors MA, Metcalfe JD, Reynolds JD (2005) Do tagging experiments tell the truth? Using electronic tags to evaluate conventional tagging data. ICES J Mar Sci 62:236–246CrossRefGoogle Scholar
  9. Boustany AM, Davis SF, Pyle P, Anderson SD, Le Boeuf BJ, Block BA (2002) Expanded niche for white sharks. Nature 415:35–36CrossRefGoogle Scholar
  10. Cadigan NG, Brattey J (2003) Semiparametric estimation of tag loss and reporting rates for tag-recovery experiments using exact time-at-liberty data. Biometrics 59:869–876CrossRefGoogle Scholar
  11. Caron F, Hatin D, Fortin R (2002) Biological characteristics of adult Atlantic sturgeon (Acipenser oxyrinchus) in the St Lawrence River estuary and the effectiveness of management rules. J Appl Ichthyol 18:580–585CrossRefGoogle Scholar
  12. Davis TLO, Gunn JS, Stevens JD, Norman BM (1999) Observations on the short-term movements and behaviour of whale sharks (Rhincodon typus) at Ningaloo Reef, Western Australia. Mar Biol 135:553–559CrossRefGoogle Scholar
  13. Delong RL, Stewart BS (1991) Diving patterns of northern elephant seal bulls. Mar Mamm Sci 7:369–384CrossRefGoogle Scholar
  14. Domeier ML, Kiefer D, Nasby-Lucas N, Wagschal A, O’Brien F (2005) Tracking Pacific bluefin tuna (Thunnus thynnus orientalis) in the northeastern Pacific with an automated algorithm that estimates latitude by matching sea-surface-temperature data from satellites with temperature data from tags on fish. Fish Bull 103:292–306Google Scholar
  15. Dunn MR, Pawson MG (2002) The stock structure and migrations of plaice populations on the west coast of England and Wales. J Fish Biol 61:360–393CrossRefGoogle Scholar
  16. Godo OR, Michalsen K (2000) Migratory behaviour of north-east Arctic cod, studied by use of data storage tags. Fish Res 48:127–140CrossRefGoogle Scholar
  17. Graves JE, Luckhurst BE, Prince ED (2002) An evaluation of pop-up satellite tags for estimating postrelease survival of blue marlin (Makaira nigricans) from a recreational fishery. Fish Bull 100:134–142Google Scholar
  18. Gunn JS, Patterson TA, Pepperell JG (2003) Short-term movement and behaviour of black marlin Makaira indica in the Coral Sea as determined through a pop-up satellite archival tagging experiment. Mar Freshw Res 54:515–526CrossRefGoogle Scholar
  19. Hatin D, Fortin R, Caron F (2002) Movements and aggregation areas of adult Atlantic sturgeon (Acipenser oxyrinchus) in the St Lawrence River estuary, Quebec, Canada. J Appl Ichthyol 18:586–594CrossRefGoogle Scholar
  20. Hays GC, Akesson S, Godley BJ, Luschi P, Santidrian P (2001a) The implications of location accuracy for the interpretation of satellite-tracking data. Anim Behav 61:1035–1040CrossRefGoogle Scholar
  21. Hays GC, Dray M, Quaife T, Smyth TJ, Mironnet NC, Luschi P, Papi F, Barnsley MJ (2001b) Movements of migrating green turtle in relation to AVHRR derived sea surface temperature. Int J Remote Sens 22:1403–1411CrossRefGoogle Scholar
  22. Hays GC, Hochscheid S, Broderick AC, Godley BJ, Metcalfe JD (2000) Diving behaviour of green turtles: dive depth, dive duration and activity levels. Mar Ecol Prog Ser 208:297–298CrossRefGoogle Scholar
  23. Hays G, Hobson VJ, Metcalfe JD, Righton D, Sims DW (2006) Flexible foraging movements of leatherback turtles across the North Atlantic Ocean. Ecology 87:2647–2656CrossRefGoogle Scholar
  24. Hilborn R (1990) Determination of fish movement patterns from tag recoveries using maximum likelihood estimators. Can J Fish Aquat Sci 47:635–643CrossRefGoogle Scholar
  25. Horwood J, Nichols J, Milligan S (1998) Evaluation of closed areas for fisheries management. J Appl Ecol 35:893–903CrossRefGoogle Scholar
  26. Hunter E, Aldridge JN, Metcalfe JD, Arnold GP (2003) Geolocation of free-ranging fish on the European continental shelf as determined from environmental variables. I. Tidal location method. Mar Biol 142:601–610CrossRefGoogle Scholar
  27. Hunter E, Metcalfe JD, Arnold GP, Reynolds JD (2004a) Impacts of migratory behaviour on population structure in North Sea plaice. J Anim Ecol 73:377–385CrossRefGoogle Scholar
  28. Hunter E, Metcalfe JD, Holford BH, Arnold GP (2004b) Geolocation of free-ranging fish on the European continental shelf as determined from environmental variables II. Reconstruction of plaice ground tracks. Mar Biol 144:787–798CrossRefGoogle Scholar
  29. Hunter E, Metcalfe JD, O Brien CM, Arnold GP, Reynolds JD (2004c) Vertical activity patterns of free-swimming adult plaice in the southern North Sea. Mar Ecol 279:261–273CrossRefGoogle Scholar
  30. Hunter E, Buckley AA, Stewart C, Metcalfe JD (2005) Migratory behaviour of the thornback ray, Raja clavata, in the southern North Sea. J Mar Biolog Assoc UK 85:1095–1105CrossRefGoogle Scholar
  31. Itoh T, Tsuji S, Nitta A (2003a) Migration patterns of young Pacific bluefin tuna (Thunnus thynnus orientalis) determined with archival tags. Fish Bull Natl Oceanic Atmos Adm 101:514–534Google Scholar
  32. Itoh T, Tsuji S, Nitta A (2003b) Swimming depth, ambient water temperature preference, and feeding frequency of young Pacific bluefin tuna (Thunnus thynnus orientalis) determined with archival tags. Fish Bull Natl Oceanic Atmos Adm 101:535–544Google Scholar
  33. Kell LT, Bromley PJ (2004) Implications for current management advice for North Sea plaice (Pleuronectes platessa L.): part II. Increased biological realism in recruitment, growth, density-dependent sexual maturation and the impact of sexual dimorphism and fishery discards. J Sea Res 51:301–312CrossRefGoogle Scholar
  34. Kerstetter DW, Luckhurst BE, Prince ED, Graves JE (2003) Use of pop-up satellite archival tags to demonstrate survival of blue marlin (Makaira nigricans) released from pelagic longline gear. Fish Bull Natl Oceanic Atmos Adm 101:939–948Google Scholar
  35. Laidre KL, Heide-Jørgensen MP, Dietz R, Hobbs RC, Jørgensen OA (2003) Deep-diving by narwhals Monodon monoceros: differences in foraging behavior between wintering areas? Mar Ecol Prog Ser 261:269–281CrossRefGoogle Scholar
  36. Lawson GL, Rose GA (2000) Seasonal distribution and movements of coastal cod (Gadus morhua L.) in Placentia Bay, Newfoundland. Fish Res 49:61–75CrossRefGoogle Scholar
  37. McDonald TL, Amstrup SC, Manly BFJ (2003) Tag loss can bias Jolly-Seber capture-recapture estimates. Wildl Soc Bull 31:814–822Google Scholar
  38. McFarlane GA, Beamish RJ (1990) Effect of an external tag on growth of sablefish (Anoplopoma fimbria), and consequences to mortality and age at maturity. Can J Fish Aquat Sci 47:1551–1557CrossRefGoogle Scholar
  39. Mellor GL, Yamada T (1982) Development of a turbulence closure model for geophysical fluid problems. Rev Geophys Space Phys 20:851–875CrossRefGoogle Scholar
  40. Metcalfe JD, Arnold GP (1997) Tracking fish with electronic tags. Nature 387:665–666CrossRefGoogle Scholar
  41. Miranda LE, Brock RE, Dorr BS (2002) Uncertainty of exploitation estimates made from tag returns. North Am J Fish Manage 22:1358–1363CrossRefGoogle Scholar
  42. Neat FC, Wright PJ, Zuur AF, Gibb IM, Gibb FM, Tulett D, Righton DA, Turner RJ (2006) Residency and depth movements of a coastal group of Atlantic cod (Gadus morhua L.). Mar Biol 148:643–654CrossRefGoogle Scholar
  43. Neuenfeldt S, Hinrichsen H-H, Nielsen A, Andersen KH (2007) Reconstructing migrations of individual cod (Gadus morhua L.) in the Baltic Sea by using electronic data-storage tags. Fish Oceanogr (in press)Google Scholar
  44. Nichol D, Somerton D (2002) Diurnal vertical migration of the Atka mackerel Pleurogrammus monopterygius as shown by archival tags. Mar Ecol Prog Ser 239:193–207CrossRefGoogle Scholar
  45. Pine WE, Pollock KH, Hightower JE, Kwak TJ, Rice JA (2003) A review of tagging methods for estimating fish population size and components of mortality. Fisheries 28:10–23CrossRefGoogle Scholar
  46. Pollock KH, Hoenig JM, Hearn WS, Calingaert B (2002) Tag reporting rate estimation: 2. Use of high-reward tagging and observers in multiple-component fisheries. North Am J Fish Manage 22:727–736CrossRefGoogle Scholar
  47. Righton D, Metcalfe J (2002) Multi-torsking: simultaneous measurements of cod behaviour show differences between North Sea and Irish Sea stocks. Hydrobiologia 483:193–200CrossRefGoogle Scholar
  48. Righton D, Metcalfe JD, Connolly P (2001) Different behaviour of North and Irish Sea cod. Nature 411:156CrossRefGoogle Scholar
  49. Righton D, Kjesbu OS, Metcalfe JD (2006) A field and experimental evaluation of the effect of data storage tags on the growth of cod (Gadus morhua Linné). J Fish Biol 68:385–400CrossRefGoogle Scholar
  50. Rijnsdorp AD, Pastoors MA (1995) Modelling the spatial dynamics and fisheries of North Sea plaice (Pleuronectes platessa L.) based on tagging data. ICES J Mar Sci 52:963–980CrossRefGoogle Scholar
  51. Sibert JR, Musyl MK, Brill RW (2003) Horizontal movements of bigeye tuna (Thunnus obesus) near Hawaii determined by Kalman filter analysis of archival tagging data. Fish Oceanogr 12:141–151CrossRefGoogle Scholar
  52. Silverman BW (1986) Density estimation for statistics and data analysis. In: Monographs on statistics and applied probability. Chapman and Hall, LondonGoogle Scholar
  53. Sims DW, Southall EJ, Richardson AJ, Reid PC, Metcalfe JD (2003) Seasonal movements and behaviour of basking sharks from archival tagging: no evidence of winter hibernation. Mar Ecol Prog Ser 248:187–196CrossRefGoogle Scholar
  54. Sims DW, Witt MJ, Richardson AJ, Southall EJ, Metcalfe JD (2006) Encounter success of free-ranging marine predator movements across a dynamic prey landscape. Proc R Soc B 273:1195–1201CrossRefGoogle Scholar
  55. Teo SLH, Boustany A, Blackwell S, Walli A, Weng KC, Block BA (2004) Validation of geolocation estimates based on light level and sea surface temperature from electronic tags. Mar Ecol Prog Ser 283:81–98CrossRefGoogle Scholar
  56. Turner K, Righton D, Metcalfe JD (2002) The dispersal patterns and behaviour of North Sea cod (Gadus morhua) studied using electronic data storage tags. Hydrobiologia 483:201–208CrossRefGoogle Scholar
  57. Walsh SJ, Morgan MJ (2004) Observations of natural behaviour of yellowtail flounder derived from data storage tags. ICES J Mar Sci 61:1151–1156CrossRefGoogle Scholar
  58. West GJ, Stevens JD (2001) Archival tagging of school shark, Galeorhinus galeus, in Australia: initial results. In: Tricas TC, Gruber SH (eds) The behavior and sensory biology of elasmobranch fishes: an anthology in memory of Donald Richard Nelson. Kluwer Academic Publishers Group, Dordrecht, pp 283–298CrossRefGoogle Scholar
  59. Young EF (2002) Tidal variation of a three-dimensional primitive equation model for the North Sea region. Centre for Environment, Fisheries and Aquaculture Science, LowestoftGoogle Scholar

Copyright information

© British Crown 2007

Authors and Affiliations

  1. 1.The Centre for Environment, Fisheries and Aquaculture ScienceLowestoft LaboratoryLowestoft, SuffolkUK
  2. 2.UNEP World Conservation Monitoring CentreCambridgeUK

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