Abstract
The importance of aquaculture continues to grow due to the decrease in natural marine resources and an increase in worldwide demand. To avoid losses from aging and abnormal weather, we must predict multiple water levels of seawater temperature to maintain a more stable supply of marine resources, particularly for high-value added products, such as pearls and scallops. In this paper, we propose an algorithm that estimates seawater temperature in marine aquaculture by combining seawater temperature data and actual weather data.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Chassignet, E.P., Hurlburt, H.E., Smedstad, O.M., Halliwell, G.R., Hogan, P.J., Wallcraft, A.J., Bleck, R.: Ocean prediction with the hybrid coordinate ocean model (HYCOM). In: Chassignet, E.P., Verron, J. (eds.) Ocean Weather Forecasting, pp. 413–426. Springer, Netherlands (2006). https://doi.org/10.1007/1-4020-4028-8_16
Shriver, J.F., et al.: \(1/32^{\circ }\) real-time global ocean prediction and value-added over \(1/16^{\circ }\) resolution. J. Mar. Syst. 65(1), 3–26 (2007)
Hodur, R.M.: The Naval Research Laboratory’s coupled ocean/atmosphere mesoscale prediction system (COAMPS). Monthly Weather Rev. 125(7), 1414–1430 (1997)
Breiman, L.: Random forests. Mach. Learn. 45(1), 5–32 (2007)
tenki.jp: Weather Data. http://www.tenki.jp/past/2016/12/26/. Accessed 26 Dec 2016
Japan Meterological Agency: Result of accuracy verification of weather forecast. http://www.data.jma.go.jp/fcd/yoho/kensho/yohohyoka_top.html
Lobitz, B., et al.: Climate and infectious disease: use of remote sensing for detection of Vibrio cholerae by indirect measurement. Proc. Nat. Acad. Sci. 97(4), 1438–1443 (2000)
Cox, C.: Some problems in optical oceanography. J. Mar. Res. 14, 63–78 (1955)
Hosoda, K., Kawamura, H., Lan, K.-W, Shimada, T., Futoki, S.: Temporal scale of sea surface temperature fronts revealed by microwave observations. IEEE Geosci. Rem. Sens. 9 (2011)
Tategami area pearl farming reconstruction project, NPO corporation fishery industry, fishing village activation promotion organization. http://www.fpo.jf-net.ne.jp/. 04/02/3027
Yamada, A.: World History of Pearls. ISBN 978-4-12-102229-5
Act on promotion of pearl (Act No. 74 of June 7, 2016): Japan Law database. http://law.e-gov.go.jp/htmldata/H28/H28HO074.html
Fishing season situation: Mie Prefectural Fisheries Research Institute. http://www.pref.mie.lg.jp/suigi/hp/000200511.htm
Mie Prefecture pearl farming related fishing ground water temperature monitoring system: Mie Prefecture Pearl Farming Liaison Council. http://www.ohyamanet.info/m-shinkyo/index.php
Japan Meteorological Agency: Past weather data search. http://www.data.jma.go.jp/obd/stats/etrn/index.html
Kumar, M., Monteith, J.L.: Remote sensing of crop growth. In: Smith, H. (ed.) Plants and the Daylight Spectrum, pp. 133–144. Academic Press, London (1981)
Acknowledgment
The part of this research was supported by collaborative with Nichiyu Giken Kogyo Co., Ltd.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer International Publishing AG, part of Springer Nature
About this paper
Cite this paper
Otsuka, T., Kitazawa, Y., Ito, T. (2018). Multiple Water-Level Seawater Temperature Prediction Method for Marine Aquaculture. In: Mouhoub, M., Sadaoui, S., Ait Mohamed, O., Ali, M. (eds) Recent Trends and Future Technology in Applied Intelligence. IEA/AIE 2018. Lecture Notes in Computer Science(), vol 10868. Springer, Cham. https://doi.org/10.1007/978-3-319-92058-0_35
Download citation
DOI: https://doi.org/10.1007/978-3-319-92058-0_35
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-92057-3
Online ISBN: 978-3-319-92058-0
eBook Packages: Computer ScienceComputer Science (R0)