{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T00:42:00Z","timestamp":1743036120536,"version":"3.40.3"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319159935"},{"type":"electronic","value":"9783319159942"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-15994-2_42","type":"book-chapter","created":{"date-parts":[[2015,2,9]],"date-time":"2015-02-09T03:43:21Z","timestamp":1423453401000},"page":"417-425","source":"Crossref","is-referenced-by-count":2,"title":["Reconstructing the Carbon Dioxide Absorption Patterns of World Oceans Using a Feed-Forward Neural Network: Software Implementation and Employment Techniques"],"prefix":"10.1007","author":[{"given":"Jiye","family":"Zeng","sequence":"first","affiliation":[]},{"given":"Hideaki","family":"Nakajima","sequence":"additional","affiliation":[]},{"given":"Yukihiro","family":"Nojiri","sequence":"additional","affiliation":[]},{"given":"Shin-ichiro","family":"Nakaoka","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"42_CR1","volume-title":"Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change","author":"P. Ciais","year":"2013","unstructured":"Ciais, P., Sabine, C., Bala, G., Bopp, L., Brovkin, V., Canadell, J., Chhabra, A., DeFries, R., Galloway, J., Heimann, M., Jones, C., Le Qu\u00e9r\u00e9, C., Myneni, R.B., Piao, S., Thornton, P.: Carbon and Other Biogeochemical Cycles. In: Stocker, T.F., Qin, D., Plattner, G.-K., Tignor, M., Allen, S.K., Boschung, J., Nauels, A., Xia, Y., Bex, V., Midgley, P.M. (eds.) Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge (2013)"},{"key":"42_CR2","doi-asserted-by":"crossref","unstructured":"Qu\u00e9r\u00e9, C., Le, G.P., Peters, R.J., Andres, R.M., Andrew, T.A., Boden, P., Ciais, P., Friedlingstein, R.A., Houghton, G., Marland, R., Moriarty, S., Sitch, P., Tans, A., Arneth, A., Arvanitis, D.C.E., Bakker, L., Bopp, J.G., Canadell, L.P., Chini, S.C., Doney, A., Harper, I., Harris, J.I., House, A.K., Jain, S.D., Jones, E., Kato, R.F., Keeling, K., Klein Goldewijk, A., K\u00f6rtzinger, C., Koven, N., Lef\u00e8vre, F., Maignan, A., Omar, T., Ono, G.-H., Park, B., Pfeil, B., Poulter, M.R., Raupach, P., Regnier, C., R\u00f6denbeck, S., Saito, J., Schwinger, J., Segschneider, B.D., Stocker, T., Takahashi, B., Tilbrook, S., van Heuven, N., Viovy, R., Wanninkhof, A.: Global Carbon Budget 2013. Earth System Science Data\u00a06, 235\u2013263, doi:10.5194\/essd-6-235-2014","DOI":"10.5194\/essd-6-235-2014"},{"key":"42_CR3","doi-asserted-by":"publisher","first-page":"7373","DOI":"10.1029\/92JC00188","volume":"97","author":"R. Wanninkhof","year":"1992","unstructured":"Wanninkhof, R.: Relationship between Wind-Speed and Gas-Exchange over the Ocean. J. Geophys. Res.-Oceans\u00a097, 7373\u20137382 (1992)","journal-title":"J. Geophys. Res.-Oceans"},{"key":"42_CR4","doi-asserted-by":"publisher","first-page":"465","DOI":"10.5194\/essdd-6-465-2013","volume":"6","author":"D.C.E. Bakker","year":"2013","unstructured":"Bakker, D.C.E., Pfeil, B., Smith, K., Hankin, S., Olsen, A., Alin, S.R., Cosca, C., Harasawa, S., Kozyr, A., Nojiri, Y., O\u2019Brien, K.M., Schuster, U., Telszewski, M., Tilbrook, B., Wada, C., Akl, J., Barbero, L., Bates, N.R., Boutin, J., Bozec, Y., Cai, W.-J., Castle, R.D., Chavez, F.P., Chen, L., Chierici, M., Currie, K., de Baar, H.J.W., Evans, W., Feely, R.A., Fransson, A., Gao, Z., Hales, B., Hardman-Mountford, N.J., Hoppema, M., Huang, W.-J., Hunt, C.W., Huss, B., Ichikawa, T., Johannessen, T., Jones, E.M., Jones, S.D., Jutterstr\u00f6m, S., Kitidis, V., K\u00f6rtzinger, A., Landsch\u00fctzer, P., Lauvset, S.K., Lef\u00e8vre, N., Manke, A.B., Mathis, J.T., Merlivat, L., Metzl, N., Murata, A., Newberger, T., Omar, A.M., Ono, T., Park, G.-H., Paterson, K., Pierrot, D., R\u00edos, A.F., Sabine, C.L., Saito, S., Salisbury, J., Sarma, V.V.S.S., Schlitzer, R., Sieger, R., Skjelvan, I., Steinhoff, T., Sullivan, K.F., Sun, H., Sutton, A.J., Suzuki, T., Sweeney, C., Takahashi, T., Tjiputra, J., Tsurushima, N., van Heuven, S.M.A.C., Vandemark, D., Vlahos, P., Wallace, D.W.R., Wanninkhof, R., Watson, A.J.: An update to the Surface Ocean CO2 Atlas (SOCAT version 2). Earth System Science Data Discussions\u00a06, 465\u2013512 (2013), doi:10.5194\/essdd-6-465-2013.","journal-title":"Earth System Science Data Discussions"},{"key":"42_CR5","doi-asserted-by":"publisher","first-page":"5303","DOI":"10.1016\/S0967-0645(02)00192-3","volume":"49","author":"J.Y. Zeng","year":"2002","unstructured":"Zeng, J.Y., Nojiri, Y., Murphy, P.P., Wong, C.S., Fujinuma, Y.: A comparison of Delta pCO2 distributions in the northern North Pacific using results from a commercial vessel in 1995-1999. Deep-Sea Res. Part II-Top. Stud. Oceanogr\u00a049, 5303\u20135315 (2002)","journal-title":"Deep-Sea Res. Part II-Top. Stud. Oceanogr"},{"key":"42_CR6","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1111\/j.1600-0889.2005.00164.x","volume":"57","author":"N. Lefevre","year":"2005","unstructured":"Lefevre, N., Watson, A.J., Watson, A.R.: A comparison of multiple regression and neural network techniques for mapping in situ pCO2 data. Tellus Ser. B-Chem. Phys. Meteorol.\u00a057, 375\u2013384 (2005)","journal-title":"Tellus Ser. B-Chem. Phys. Meteorol."},{"key":"42_CR7","doi-asserted-by":"crossref","unstructured":"Chierici, M., Fransson, A., Nojiri, Y.: Biogeochemical processes as drivers of surface fCO(2) in contrasting provinces in the subarctic North Pacific Ocean. Glob. Biogeochem. Cycle\u00a020 (2006)","DOI":"10.1029\/2004GB002356"},{"key":"42_CR8","doi-asserted-by":"crossref","unstructured":"Sarma, V.V.S.S., Saino, T., Sasaoka, K., Nojiri, Y., Ono, T., Ishii, M., Inoue, H.Y., Matsumoto, K.: Basin-scale pCO2 distribution using satellite sea surface temperature, Chla, and climatological salinity in the North Pacific in spring and summer. Glob. Biogeochem. Cycle\u00a020 (2006)","DOI":"10.1029\/2005GB002594"},{"key":"42_CR9","doi-asserted-by":"publisher","first-page":"2247","DOI":"10.5194\/angeo-25-2247-2007","volume":"25","author":"C. Jamet","year":"2007","unstructured":"Jamet, C., Moulin, C., Lefevre, N.: Estimation of the oceanic pCO2 in the North Atlantic from VOS lines in-situ measurements: parameters needed to generate seasonally mean maps. Ann. Geophys.\u00a025, 2247\u20132257 (2007)","journal-title":"Ann. Geophys."},{"key":"42_CR10","doi-asserted-by":"crossref","unstructured":"Friedrich, T., Oschlies, A.: Neural network-based estimates of North Atlantic surface pCO(2) from satellite data: A methodological study. J. Geophys. Res.-Oceans\u00a0114 (2009)","DOI":"10.1029\/2007JC004646"},{"key":"42_CR11","doi-asserted-by":"publisher","first-page":"1405","DOI":"10.5194\/bg-6-1405-2009","volume":"6","author":"M. Telszewski","year":"2009","unstructured":"Telszewski, M., et al.: Estimating the monthly pCO2 distribution in the North Atlantic using a self-organizing neural network. Biogeosciences\u00a06, 1405\u20131421 (2009)","journal-title":"Biogeosciences"},{"key":"42_CR12","doi-asserted-by":"publisher","first-page":"883","DOI":"10.2151\/jmsj.2010-602","volume":"88","author":"T.R. Takamura","year":"2010","unstructured":"Takamura, T.R., Inoue, H.Y., Midorikawa, T., Ishii, M., Nojiri, Y.: Seasonal and Inter-Annual Variations in pCO2sea and Air-Sea CO2 Fluxes in Mid-Latitudes of the Western and Eastern North Pacific during 1999-2006: Recent Results Utilizing Voluntary Observation Ships. Journal of the Meteorological Society of Japan\u00a088, 883\u2013898 (2010)","journal-title":"Journal of the Meteorological Society of Japan"},{"key":"42_CR13","doi-asserted-by":"publisher","first-page":"8799","DOI":"10.5194\/bgd-10-8799-2013","volume":"10","author":"P. Landsch\u00fctzer","year":"2013","unstructured":"Landsch\u00fctzer, P., Gruber, N., Bakker, D.C.E., Schuster, U., Nakaoka, S., Payne, M.R., Sasse, T., Zeng, J.: A Neural Network-based Estimate of the Seasonal to Inter-annual Variability of the Atlantic Ocean Carbon Sink. Biogeosciences Discuss\u00a010, 8799\u20138849 (2013)","journal-title":"Biogeosciences Discuss"},{"key":"42_CR14","doi-asserted-by":"publisher","first-page":"6093","DOI":"10.5194\/bg-10-6093-2013","volume":"10","author":"S. Nakaoka","year":"2013","unstructured":"Nakaoka, S., Telszewski, M., Nojiri, Y., Yasunaka, S., Miyazaki, C., Mukai, H., Usui, N.: Estimating temporal and spatial variation of ocean surface pCO2 in the North Pacific using a Self Organizing Map neural network technique. Biogeosciences\u00a010, 6093\u20136106 (2013)","journal-title":"Biogeosciences"},{"key":"42_CR15","doi-asserted-by":"crossref","unstructured":"Li, Z., Adamec, D., Takahashi, T., Sutherland, S.C.: Global aurocorrelation scales of the partial pressure of oceanic CO2. J Geophys. Res.\u00a0110, C08002 (2005), doi:10.1029\/2004JC002723.","DOI":"10.1029\/2004JC002723"},{"key":"42_CR16","doi-asserted-by":"publisher","first-page":"1983","DOI":"10.5194\/bg-10-1983-2013","volume":"10","author":"R. Wanninkhof","year":"2013","unstructured":"Wanninkhof, R., Park, G.H., Takahashi, T., Sweeney, C., Feely, R., Nojiri, Y., Gruber, N., Doney, S.C., McKinley, G.A., Lenton, A., Le Qu\u00e9r\u00e9, C., Heinze, C., Schwinger, J., Graven, H., Khatiwala, S.: Global ocean carbon uptake: magnitude, variability and trends. Biogeosciences\u00a010, 1983\u20132000 (2013)","journal-title":"Biogeosciences"},{"key":"42_CR17","doi-asserted-by":"publisher","first-page":"2075","DOI":"10.1016\/j.dsr.2009.07.007","volume":"56","author":"T. Takahashi","year":"2009","unstructured":"Takahashi, T., Sutherland, S.C., Wanninkhof, R., Sweeney, C., Feely, R.A., Chipman, D.W., Hales, B., Friederich, G., Chavez, F., Sabine, C., Watson, A., Bakker, D.C.E., Schuster, U., Metzl, N., Inoue, H.Y., Ishii, M., Midorikawa, T., Nojiri, Y., K\u00f6rtzinger, A., Steinhoff, T., Hoppema, M., Olafsson, J., Arnarson, T.S., Tilbrook, B., Johannessen, T., Olsen, A., Bellerby, R., Wong, C.S., Delille, B., Bates, N.R., de Baar, H.J.W.: Climatological mean and decadal change in surface ocean pCO2, and net sea-air CO2 flux over the global oceans (vol 56, pg 554, 2009). Deep-Sea Res. Part I-Oceanogr. Res. Pap.\u00a056, 2075\u20132076 (2009)","journal-title":"Deep-Sea Res. Part I-Oceanogr. Res. Pap."},{"key":"42_CR18","doi-asserted-by":"publisher","first-page":"1838","DOI":"10.1175\/JTECH-D-13-00137.1","volume":"31","author":"J. Zeng","year":"2014","unstructured":"Zeng, J., Nojiri, Y., Landsch\u00fctzer, P., Telszewski, M., Nakaoka, S.: A Global Surface Ocean fCO2 Climatology Based on a Feed-Forward Neural Network. Journalof Atmospheric and Oceanic Technology\u00a031, 1838\u20131849 (2014)","journal-title":"Journalof Atmospheric and Oceanic Technology"},{"key":"42_CR19","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1038\/323533a0","volume":"323","author":"D.E. Rumelhart","year":"1986","unstructured":"Rumelhart, D.E., Hinton, G.E., Williams, R.J.: Learning Representations by Back-Propagating Errors. Nature\u00a0323, 533\u2013536 (1986)","journal-title":"Nature"},{"key":"42_CR20","first-page":"9","volume":"1524","author":"Y. LeCun","year":"1998","unstructured":"LeCun, Y., Bottou, L., Orr, G.B., Muller, K.R.: Efficient backprop. Neural Networks: Tricks of the Trade\u00a01524, 9\u201350 (1998)","journal-title":"Neural Networks: Tricks of the Trade"},{"key":"42_CR21","doi-asserted-by":"publisher","first-page":"930","DOI":"10.1109\/TNN.2010.2045657","volume":"21","author":"B.M. Wilamowski","year":"2010","unstructured":"Wilamowski, B.M., Yu, H.: Improved Computation for Levenberg-Marquardt Training. IEEE Transactions on Neural Networks\u00a021, 930\u2013937 (2010)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"42_CR22","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1016\/0893-6080(91)90047-9","volume":"4","author":"E.K. Blum","year":"1991","unstructured":"Blum, E.K., Li, L.K.: Approximation-Theory and Feedforward Networks. Neural Networks\u00a04, 511\u2013515 (1991)","journal-title":"Neural Networks"},{"key":"42_CR23","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1016\/0893-6080(91)90009-T","volume":"4","author":"K. Hornik","year":"1991","unstructured":"Hornik, K.: Approximation Capabilities of Multilayer Feedforward Networks. Neural Networks\u00a04, 251\u2013257 (1991)","journal-title":"Neural Networks"},{"key":"42_CR24","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/S0169-7439(97)00061-0","volume":"39","author":"D. Svozil","year":"1997","unstructured":"Svozil, D., Kvasnicka, V., Pospichal, J.: Introduction to multi-layer feed-forward neural networks. Chemometrics and Intelligent Laboratory Systems\u00a039, 43\u201362 (1997)","journal-title":"Chemometrics and Intelligent Laboratory Systems"}],"container-title":["IFIP Advances in Information and Communication Technology","Environmental Software Systems. Infrastructures, Services and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-15994-2_42","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T03:55:23Z","timestamp":1559102123000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-15994-2_42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319159935","9783319159942"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-15994-2_42","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"type":"print","value":"1868-4238"},{"type":"electronic","value":"1868-422X"}],"subject":[],"published":{"date-parts":[[2015]]}}}