Estimation of freshwater discharge from the Kamchatka Peninsula to its surrounding oceans

Journal of Hydrology: Regional Studies - Tập 36 - Trang 100836 - 2021
Muqing Shi1, Takayuki Shiraiwa2, Humio Mitsudera2, Yaroslav Muravyev3
1Graduate School of Environmental Science, Hokkaido University, Kita-10, Nishi-5, Sapporo, 060-0810, Japan
2Institute of Low Temperature Science, Hokkaido University, Kita-19, Nishi-8, Sapporo 060-0819, Japan
3Institute of Volcanology and Seismology, Far Eastern Branch of Russian Academy of Sciences, 9 Piip Boulevard, Petropavlovsk-Kamchatsky 683006, Russia

Tài liệu tham khảo

Abbaspour, 2015 Abbaspour, 2007, Modelling hydrology and water quality in the pre-alpine/alpine Thur watershed using SWAT, J. Hydrol., 333, 413, 10.1016/j.jhydrol.2006.09.014 Abbaspour, 2015, A continental-scale hydrology and water quality model for Europe: Calibration and uncertainty of a high-resolution large-scale SWAT model, J. Hydrol., 524, 733, 10.1016/j.jhydrol.2015.03.027 Arai, 1980 Arnold, 1993, A comprehensive surface-groundwater flow model, J. Hydrol., 142, 47, 10.1016/0022-1694(93)90004-S Arnold, 1998, Large area hydrologic modeling and assessment part I: model Development1, JAWRA J. Am. Water Resour. Assoc., 34, 73, 10.1111/j.1752-1688.1998.tb05961.x Arnold, 2012 Bárdossy, 2007, Calibration of hydrological model parameters for ungauged catchments, Hydrol. Earth Syst. Sci., 11, 703, 10.5194/hess-11-703-2007 2013 Blume, 2008, Investigation of runoff generation in a pristine, poorly gauged catchment in the Chilean Andes I: a multi-method experimental study, Hydrol. Process., 22, 3661, 10.1002/hyp.6971 Chow, 1988 Cuceloglu, 2019, Assessing the impact of CFSR and local climate datasets on hydrological modeling performance in the Mountainous Black Sea Catchment, Water, 11, 2277, 10.3390/w11112277 Curry, 2003, A change in the freshwater balance of the Atlantic Ocean over the past four decades, Nature, 426, 826, 10.1038/nature02206 Dickson, 2002, Rapid freshening of the deep North Atlantic Ocean over the past four decades, Nature, 416, 832, 10.1038/416832a Duan, 2006, Model Parameter Estimation Experiment (MOPEX): an overview of science strategy and major results from the second and third workshops, J. Hydrol., 320, 3, 10.1016/j.jhydrol.2005.07.031 Franchini, 1991, Comparative analysis of several conceptual rainfall-runoff models, J. Hydrol., 122, 161, 10.1016/0022-1694(91)90178-K Frolova, 2014, 73 Fujisaki, 2011, Dense shelf water formation process in the Sea of Okhotsk based on an ice-ocean coupled model, J. Geophys. Res. Oceans, 116, 10.1029/2009JC006007 Fukamachi, 2004, Transport and modification processes of dense shelf water revealed by long-term moorings off Sakhalin in the Sea of Okhotsk, J. Geophys. Res. Oceans, 109, 10.1029/2003JC001906 Gan, 1990, An assessment of a conceptual rainfall-runoff model’s ability to represent the dynamics of small hypothetical catchments: 1. Models, model properties, and experimental design, Water Resour. Res., 26, 1595, 10.1029/WR026i007p01595 Gladyshev, 2000, Dense water production on the northern Okhotsk shelves: comparison of ship-based spring-summer observations for 1996 and 1997 with satellite observations, J. Geophys. Res. Oceans, 105, 26281, 10.1029/1999JC000067 Golmohammadi, 2014, Evaluating three hydrological distributed watershed models: MIKE-SHE, APEX, SWAT, Hydrology, 1, 20, 10.3390/hydrology1010020 Hansell, 2002, Dissolved organic carbon export with north pacific intermediate water formation, Global Biogeochem. Cycles, 16, 10.1029/2000GB001361 Hansen, 2004, Already the Day After Tomorrow?, Science, 305, 953, 10.1126/science.1100085 He, 2016, Prediction skill and predictability of Eurasian snow cover fraction in the NCEP Climate Forecast System version 2 reforecasts, Int. J. Climatol., 36, 10.1002/joc.4618 Hrachowitz, 2013, A decade of Predictions in Ungauged Basins (PUB)—a review, Hydrol. Sci. J. Des Sci. Hydrol., 58, 1 Hydrometeoizdat, 1973, Basic hydrological characteristics, Kamchatka, 366 Hydrometeoizdat, 1977, Basic hydrological characteristics, Kamchatka, 292 Hydrometeoizdat, 1987, Rivers of the Kamchatka region, 385 Jones, 2015, The geography of Kamchatka, Glob. Planet. Change, 134, 3, 10.1016/j.gloplacha.2015.06.003 Kitani, 1973, An oceanographic study of the Okhotsk Sea-Particularly in regard to cold waters-, Bull. Far. Seas. Fish. Res., 9, 45 Komatsu, 1996, Spatial variation in specific discharge of base flow in a small catchments, oe-yama region, Western Japan, J. Jpn. Soc. Hydrol. Water Resour., 9, 489, 10.3178/jjshwr.9.489 Kotlyakov, 1997 Kotlyakov, 1999, The world atlas of snow and ice resources: a review, Mapp. Sci. Remote. Sens., 36, 28 Krajewski, 2006, A remote sensing observatory for hydrologic sciences: a genesis for scaling to continental hydrology, Water Resour. Res., 42, 10.1029/2005WR004435 Krause, 2005, Comparison of different efficiency criteria for hydrological model assessment, 89 Lindsay, 2014, Evaluation of seven different atmospheric reanalysis products in the Arctic, J. Clim., 27, 10.1175/JCLI-D-13-00014.1 Luo, 2003, A theoretical travel time based on watershed hypsometry, JAWRA J. Am. Water Resour. Assoc., 39, 785, 10.1111/j.1752-1688.2003.tb04405.x Lyon, 2012, Specific discharge variability in a boreal landscape, Water Resour. Res., 48, 2880, 10.1029/2011WR011073 Masutomi, 2009, Development of highly accurate global polygonal drainage basin data, Hydrol. Process., 23, 572, 10.1002/hyp.7186 Matsuda, 2009, Wind and buoyancy driven intermediate-layer overturning in the Sea of Okhotsk, Deep. Sea Res. Part I Oceanogr. Res. Pap., 56, 1401, 10.1016/j.dsr.2009.04.014 Matsuda, 2015, Overturning circulation that ventilates the intermediate layer of the Sea of Okhotsk and the North Pacific: the role of salinity advection, J. Geophys. Res. Oceans, 120, 1462, 10.1002/2014JC009995 Mengistu, 2019, Techniques for calibration and validation of SWAT model in data scarce arid and semi-arid catchments in South Africa, J. Hydrol. Reg. Stud., 25 Mizuta, 2003, Structure and seasonal variability of the east sakhalin current, J. Phys. Oceanogr., 33, 2430, 10.1175/1520-0485(2003)033<2430:SASVOT>2.0.CO;2 Mockus, 1972, National engineering handbook, section 4 hydrology Monteith, 1965, Evaporation and environment, Symp. Soc. Exp. Biol., 19, 205 Moriasi, 2007, Model evaluation guidelines for systematic quantification of accuracy in watershed simulations, Trans. ASABE, 50, 10.13031/2013.23153 Neitsch, 2011 Nester, 2012, Flood forecast errors and ensemble spread—A case study, Water Resour. Res., 48, 10.1029/2011WR011649 Nihashi, 2009, Thickness and production of sea ice in the Okhotsk Sea coastal polynyas from AMSR-E, J. Geophys. Res., 114 Nishioka, 2007, Iron supply to the western subarctic Pacific : importance of iron export from the Sea of Okhotsk, J. Geophys. Res., 112 Nishioka, 2013, Intensive mixing along an island chain controls oceanic biogeochemical cycles, Glob. Biogeochem. Cycles, 27, 920, 10.1002/gbc.20088 Ohshima, 2014, Freshening and dense shelf water reduction in the Okhotsk Sea linked with sea ice decline, Prog. Oceanogr., 126, 71, 10.1016/j.pocean.2014.04.020 Oki, 2006, Global hydrological cycles and world water resources, Science, 313, 1068, 10.1126/science.1128845 Oshima, 2015, Climate and year-to-year variability of atmospheric and terrestrial water cycles in the three great Siberian rivers: water cycles in the Siberian rivers, J. Geophys. Res. Atmos., 120, 10.1002/2014JD022489 Pappenberger, 2005, Cascading model uncertainty from medium range weather forecasts (10 days) through a rainfall-runoff model to flood inundation predictions within the European Flood Forecasting System (EFFS), Hydrol. Earth Syst. Sci., 9, 381, 10.5194/hess-9-381-2005 Peel, 2007, Updated world map of the Köppen-Geiger climate classification, Hydrol. Earth Syst. Sci., 11, 1633, 10.5194/hess-11-1633-2007 Perrin, 2001, Does a large number of parameters enhance model performance? Comparative assessment of common catchment model structures on 429 catchments, J. Hydrol., 242, 275, 10.1016/S0022-1694(00)00393-0 Peterson, 2002, Increasing river discharge to the Arctic Ocean, Science, 298, 2171, 10.1126/science.1077445 Qiu, 2001, Kuroshio and Oyashio currents, 1413 Reed, 2004, Overall distributed model intercomparison project results, J. Hydrol., 298, 27, 10.1016/j.jhydrol.2004.03.031 Ritter, 2013, Performance evaluation of hydrological models: Statistical significance for reducing subjectivity in goodness-of-fit assessments, J. Hydrol., 480, 33, 10.1016/j.jhydrol.2012.12.004 Rostamian, 2008, Application of a SWAT model for estimating runoff and sediment in two mountainous basins in central Iran, Hydrol. Sci. J., 53, 977, 10.1623/hysj.53.5.977 Russian Federal State Statistics Service, 2020 Rutter, 2009, Evaluation of forest snow process models (SnowMIP2), J. Geophys. Res., 114 Schmugge, 2002, Remote sensing in hydrology, Adv. Water Resour., 19 Schuol, 2008, Estimation of freshwater availability in the West African sub-continent using the SWAT hydrologic model, J. Hydrol., 352, 30, 10.1016/j.jhydrol.2007.12.025 Shcherbina, 2003, Direct observations of north pacific ventilation: brine rejection in the Okhotsk Sea, Science, 302, 1952, 10.1126/science.1088692 Shcherbina, 2004, Dense water formation on the northwestern shelf of the Okhotsk Sea: 1. Direct observations of brine rejection, J. Geophys. Res. Oceans, 109 Sivapalan, 2003, IAHS Decade on Predictions in Ungauged Basins (PUB), 2003–2012: shaping an exciting future for the hydrological sciences, Hydrol. Sci. J., 48, 857, 10.1623/hysj.48.6.857.51421 Soulsby, 2008, Catchment data for process conceptualization: simply not enough?, Hydrol. Process., 22, 2057, 10.1002/hyp.7068 Spruill, 2000, Simulation of daily and monthly stream discharge from small watersheds using the SWAT model, Trans. Am. Soc. Agric. Eng., 43, 1431, 10.13031/2013.3041 Uehara, 2014, Remotely propagating salinity anomaly varies the source of North Pacific ventilation, Prog. Oceanogr., 126, 80, 10.1016/j.pocean.2014.04.016 Vinayachandran, 2015, Impact of river runoff into the ocean on Indian summer monsoon, Environ. Res. Lett., 10, 10.1088/1748-9326/10/5/054008 Vivoni, 2008, Hypsometric control on surface and subsurface runoff, Water Resour. Res., 44, 10.1029/2008WR006931 Wong, 1998, WOCE line P1W in the Sea of Okhotsk: 2. CFCs and the formation rate of intermediate water, J. Geophys. Res. Oceans, 103, 15625, 10.1029/98JC01008 Woods, 1995, Investigating the representative elementary area concept: an approach based on field data, Hydrol. Process., 9, 291, 10.1002/hyp.3360090306 Yamamoto‐Kawai, 2008, Freshwater budget of the Canada Basin, Arctic Ocean, from salinity, δ18O, and nutrients, J. Geophys. Res. Oceans, 113, 10.1029/2006JC003858 Yasuda, 1997, The origin of the north pacific intermediate water, J. Geophys. Res. Oceans, 102, 893, 10.1029/96JC02938 Zoelen, 2002, A world of Mountains, yet to conquer: the Kamchatka Peninsula, mred, 22, 191, 10.1659/0276-4741(2002)022[0191:AWOMYT]2.0.CO;2