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Estimating global lake primary production by a new remote sensing method

Research Project

Project/Area Number 17H01850
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Environmental dynamic analysis
Research InstitutionUniversity of Tsukuba

Principal Investigator

Matsushita Bunkei  筑波大学, 生命環境系, 准教授 (80361319)

Co-Investigator(Kenkyū-buntansha) 楊 偉  千葉大学, 環境リモートセンシング研究センター, 助教 (80725044)
福島 武彦  茨城県霞ケ浦環境科学センター(湖沼環境研究室、大気・化学物質研究室), 湖沼環境研究室, センター長 (90124354)
Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥17,550,000 (Direct Cost: ¥13,500,000、Indirect Cost: ¥4,050,000)
Fiscal Year 2021: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2020: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2019: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2018: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2017: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Keywords一次生産量 / 全球水域 / 機械学習 / 吸収係数 / クロロフィルa濃度 / 半理論方式 / 水温 / 半理論モデル / 植物プランクトン吸収係数 / 大気補正 / リモートセンシング / 植物プランクトン / 炭素固定率 / 植物プランクトンの吸収係数 / 湖水吸収係数 / 湖水透明度
Outline of Final Research Achievements

In this research, we aimed to estimate the primary production of global waters by utilizing remote sensing technique. For this purpose, we first compared three types of water body primary production estimation algorithms and found that the most promising method is the Theory-based primary Production Model (TPM), which requires the concentration of chlorophyll-a, the photosynthetically available radiation, the assimilation number (PmaxB), and the light saturation parameter (Ek) as its inputs. We then proposed a machine learning algorithm(ERFR), to retrieve PmaxB and Ek from satellite observations. Evaluations with independent in situ data and matchup data showed that the ERFR outperformed conventional empirical and semi-analytical algorithms, and could well capture the variability of PmaxB and Ek. Finally, we integrated the ERFR with the TPM as well as other climatological satellite products (2010-2019) to estimate global daily depth-integrated primary production.

Academic Significance and Societal Importance of the Research Achievements

本研究で開発したモデルを用いて全球水域一次生産量の推定結果は35.4Pg C/yr(2010-2019の年平均)である。この推定値は、一般的に使用されているVGPMモデルの推定値(47.1Pg C/yr)の約75%となっている。現地データによるモデルの評価結果は、本研究で提案したモデルの方がより合理的な一次生産量の空間分布(特に極地、沿岸及び内陸水域)を示している。従って、今までの全球水域一次生産量に対する見積もりは25%の過大推定と考えられる。本研究による得た成果は水資源の持続可能な利用や全球水域による有機炭素貯蔵量の見積もり、気候変動に対する水域生態系のレスポンスの研究などに期待できる。

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (45 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (3 results) Journal Article (18 results) (of which Int'l Joint Research: 10 results,  Peer Reviewed: 18 results,  Open Access: 7 results) Presentation (23 results) (of which Int'l Joint Research: 16 results,  Invited: 1 results) Remarks (1 results)

  • [Int'l Joint Research] Research Center for Limnology(インドネシア)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Research Center for Limnology(インドネシア)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Research Centre for Limnology(インドネシア)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] A Semianalytical Algorithm for Estimating Water Transparency in Different Optical Water Types from MERIS Data2022

    • Author(s)
      A.D. Msusa, D. Jiang, B. Matsushita
    • Journal Title

      Remote Sensing

      Volume: 14 Pages: 868-868

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Simultaneous retrieval of selected optical water quality indicators from Landsat-8, Sentinel-2, and Sentinel-32022

    • Author(s)
      N. Pahlevan, B. Smith, K. Alikas, J. Anstee, C. Barbosa, C. Binding, M. Bresciani, B. Cremella, C. Giardino, D. Gurlin, V. Fernandez, C. Jamet, K. Kangro, M. K. Lehmann, H. Loisel, B. Matsushita, N. Ha`, L. Olmanson, G. Potvin, S. G.H. Simis, A. VanderWoude, V. Vantrepotte, A. Ruiz-Verd;
    • Journal Title

      Remote Sensing of Environment

      Volume: 270 Pages: 112860-112860

    • DOI

      10.1016/j.rse.2021.112860

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Remote estimation of phytoplankton primary production in clear to turbid waters by integrating a semi-analytical model with a machine learning algorithm2022

    • Author(s)
      Z. Li, W. Yang, B. Matsushita, A. Kondoh
    • Journal Title

      Remote Sensing of Environment

      Volume: 275 Pages: 113027-113027

    • DOI

      10.1016/j.rse.2022.113027

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Remotely estimating total suspended solids concentration in clear to extremely turbid waters using a novel semi-analytical method2021

    • Author(s)
      Jiang Dalin、Matsushita Bunkei、Pahlevan Nima、Gurlin Daniela、Lehmann Moritz K.、Fichot C?dric G.、Schalles John、Loisel Hubert、Binding Caren、Zhang Yunlin、Alikas Krista、Kangro Kersti、Uus?ue Mirjam、Ondrusek Michael、Greb Steven、Moses Wesley J.、Lohrenz Steven、O'Donnell David
    • Journal Title

      Remote Sensing of Environment

      Volume: 258 Pages: 112386-112386

    • DOI

      10.1016/j.rse.2021.112386

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Limiting nutrient and its use efficiency of phytoplankton in a shallow eutrophic lake, Lake Kasumigaura2021

    • Author(s)
      Fukushima Takehiko、Matsushita Bunkei
    • Journal Title

      Hydrobiologia

      Volume: 848 Issue: 15 Pages: 3469-3487

    • DOI

      10.1007/s10750-021-04593-y

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Lake water quality observed after extreme rainfall events: implications for water quality affected by stormy runoff2021

    • Author(s)
      Fukushima Takehiko、Kitamura Tatsumi、Matsushita Bunkei
    • Journal Title

      SN Applied Sciences

      Volume: 3 Issue: 11 Pages: 841-841

    • DOI

      10.1007/s42452-021-04823-x

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Convection of waters in Lakes Maninjau and Singkarak, tropical oligomictic lakes2021

    • Author(s)
      Fukushima Takehiko、Setiawan Fajar、Subehi Luki、Fakhrudin Muh、Triwisesa Endra、Dianto Aan、Matsushita Bunkei
    • Journal Title

      Limnology

      Volume: 23 Issue: 2 Pages: 375-383

    • DOI

      10.1007/s10201-021-00686-8

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Mapping submerged aquatic vegetation in Lake Akan from WorldView-2 image by SAVMA method2020

    • Author(s)
      尾山洋一・山田浩之・松下文経・福島武彦
    • Journal Title

      Wetland research

      Volume: 10 Issue: 0 Pages: 53-66

    • DOI

      10.24785/wetlandresearch.WR010008

    • NAID

      130007886576

    • ISSN
      2185-4238, 2434-1762
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Seamless retrievals of chlorophyll-a from Sentinel-2 (MSI) and Sentinel-3 (OLCI) in inland and coastal waters: A machine-learning approach2020

    • Author(s)
      N. Pahlevan, B. Smith, J. Schalles, C. Binding, Z. Cao, R. Ma, K. Alikas, K. Kangro, D. Gurlin, N. H, B. Matsushita, W. Moses, S. Greb, M. K. Lehmann, M. Ondrusek, N. Oppelt, R. Stumpf
    • Journal Title

      Remote Sensing of Environment

      Volume: 240 Pages: 111604-111604

    • DOI

      10.1016/j.rse.2019.111604

    • NAID

      120007163359

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A simple and effective method for removing residual reflected skylight in above-water remote sensing reflectance measurements2020

    • Author(s)
      Jiang Dalin、Matsushita Bunkei、Yang Wei
    • Journal Title

      ISPRS Journal of Photogrammetry and Remote Sensing

      Volume: 165 Pages: 16-27

    • DOI

      10.1016/j.isprsjprs.2020.05.003

    • NAID

      120007169663

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Long-term changes in water mineral concentrations and their influence on sediment water content in a shallow lake2020

    • Author(s)
      Fukushima Takehiko、Komuro Shunsuke、Kitamura Tatsumi、Nagahama Yumi、Matsushita Bunkei
    • Journal Title

      SN Applied Sciences

      Volume: 2 Issue: 8 Pages: 1319-1319

    • DOI

      10.1007/s42452-020-3119-z

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Robust algorithm for estimating total suspended solids (TSS) in inland and nearshore coastal waters2020

    • Author(s)
      S. V. Balasubramaniana, N. Pahlevana, B. Smitha, C. Binding,J. Schalles, H. Loisel, D. Gurlin, S. Greb, K. Alikas, M. Randla, B. Matsushita, W. Moses, H. Nguy, M. K. Lehmann, D. O'Donnell, M. Ondrusek, T. Han, C. G. Fichot, T. Moore E. Boss
    • Journal Title

      Remote Sensing of Environment

      Volume: 246 Pages: 111768-111768

    • DOI

      10.1016/j.rse.2020.111768

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Long-Term Change of the Secchi Disk Depth in Lake Maninjau, Indonesia Shown by Landsat TM and ETM+ Data2019

    • Author(s)
      .F. Setiawan, B. Matsushita, R. Hamzah, D. Jiang & T. Fukushima
    • Journal Title

      Remote Sensing

      Volume: 11, 2875 Issue: 23 Pages: 1-20

    • DOI

      10.3390/rs11232875

    • NAID

      120007163364

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Characteristics of DO decline in Lakes Kasumigaura and Kitaura, shallow polymictic eutrophic lakes in Japan2019

    • Author(s)
      T. Fukushima, T. Kitamura, S. Komuro, K. Nakagawa, Y. Nagahama, S. Matsumoto, B. Matsushita
    • Journal Title

      Lakes & Reservoirs: Science, Policy and Management for Sustainable Use

      Volume: 24 Issue: 4 Pages: 314-323

    • DOI

      10.1111/lre.12294

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Decadal change in tripton concentration in a shallow lake2019

    • Author(s)
      T. Fukushima, S. Komuro, T. Kitamura, Y. Nagahama, B. Matsushita
    • Journal Title

      SN Applied Sciences

      Volume: 1 Issue: 12 Pages: 1637-1637

    • DOI

      10.1007/s42452-019-1668-9

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] An Improved Algorithm for Estimating the Secchi Disk Depth from Remote Sensing Data Based on the New Underwater Visibility Theory.2019

    • Author(s)
      D. Jiang, B. Matsushita, F. Setiawan & A. Vundo
    • Journal Title

      ISPRS Journal of Photogrammetry and Remote Sensing

      Volume: 152 Pages: 13-23

    • NAID

      120007133630

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Overall Evaluation of Water Transparency in Lake Malawi from MERIS Data2019

    • Author(s)
      A. Vundo, B. Matsushita, D. Jiang, M. Gondwe, R. Hamzah, F. Setiawan & Takehiko Fukushima
    • Journal Title

      Remote Sensing

      Volume: 11 Issue: 3 Pages: 1-18

    • DOI

      10.3390/rs11030279

    • NAID

      120007133446

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Factors explaining the yearly changes in minimum bottom dissolved oxygen concentrations in Lake Biwa, a warm monomictic lake2019

    • Author(s)
      T. Fukushima, T. Inomata, E. Komatsu & B. Matsushita
    • Journal Title

      Scientific Reports

      Volume: 9:298 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s41598-018-36533-7

    • NAID

      120007133468

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 牛久沼における近年の水質変動要因2022

    • Author(s)
      長濱祐美,福島武彦
    • Organizer
      第56回日本水環境学会年会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Remote Estimation Of Phytoplankton Primary Production In Clear To Turbid Waters By Incorporating A Semi-Analytical Model With A Machine-Learning Algorithm2022

    • Author(s)
      Zhaoxin Li, Wei Yang, Bunkei Matsushita, Akihiko Kondoh
    • Organizer
      Ocean Carbon from Space 2022 Workshop
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Machine-learning Algorithm for Remotely Retrieving Phytoplankton Photosynthetic Parameters and Its Applications on the Modeling of Gross Primary Production in Various Aquatic Ecosystems2021

    • Author(s)
      Zhaoxin Li, Wei Yang, Bunkei Matsushita, Akihiko Kondoh
    • Organizer
      American Geophysical Union Fall Meeting
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Removal of residual reflected skylight for accurate measurement of water-leaving reflectance2021

    • Author(s)
      Wei Yang, Bunkei Matsushita, Dalin Jiang
    • Organizer
      日本地球惑星科学連合
    • Related Report
      2021 Annual Research Report
  • [Presentation] 牛久沼流入河川における汚濁負荷と流域の土地利用特性2021

    • Author(s)
      木村夏紀、古川真莉子、湯沢美由紀、福島武彦
    • Organizer
      第55回日本水環境学会年会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Remote sensing of floating macroalgae in the coastal areas based on machine learning2020

    • Author(s)
      Zhaoxin Li, Zhongfeng Qiu, Wei Yang
    • Organizer
      JpGU-AGU Joint Meeting 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A conceptual model for explaining the decadal change in tripton and its influences on limnological processes in a shallow lake2019

    • Author(s)
      T. Fukushima, S. Komuro, T. Kitamura, Y. Nagahama, B. Matsushita
    • Organizer
      ISEM Global Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Remote estimation of chlorophyll-a concentration across different trophic states in inland lakes by a hybrid algorithm2019

    • Author(s)
      W. Yang, B. Matsushita, A. Kondoh
    • Organizer
      Asia Oceania Geosciences Society 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Application of Satellite Remote Sensing to Monitor Eutrophication Status of Inland Lakes2019

    • Author(s)
      W. Yang, B. Matsushita
    • Organizer
      Japan Geoscience Union Meeting 2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] Estimation of Secchi depth in Lake Kasumigaura from MERIS.2018

    • Author(s)
      D. Jiang, B. Matsushita, T. Fukushima
    • Organizer
      17th World Lake Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Long-term monitoring of lake surface area change in Indonesian from global surface water data2018

    • Author(s)
      R. Hamzah, B. Matsushita, T. Fukushima
    • Organizer
      17th World Lake Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development a model for estimating Secchi disk depth using Landsat TM and ETM+ in Indonesian lakes.2018

    • Author(s)
      F. Setiawan, B. Matsushita, T. Fukushima, Luki Subehi
    • Organizer
      17th World Lake Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] NHKテレビ番組で放映された霞ヶ浦の環境問題2018

    • Author(s)
      川村志満子、福島武彦、松下文経
    • Organizer
      17th World Lake Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatio-temporal variability of chlorophyll-a concentration in Lake Malawi using MERIS data2018

    • Author(s)
      A. Vundo, B. Matsushita, T. Fukushima
    • Organizer
      17th World Lake Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Satellite Monitoring of Eutrophication in Inland Lakes: Algorithm Development and Applications2018

    • Author(s)
      Wei Yang, Bunkei Matsushita, Takehiko Fukushima, Akihiko Kondoh
    • Organizer
      Asia Oceania Geosciences Society 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] On Operational Monitoring of Water Quality Parameters by Satellite Remote Sensing in a Turbid Inland Lake of Japan2018

    • Author(s)
      Wei Yang, Bunkei Matsushita, Akihiko Kondoh
    • Organizer
      Asia Oceania Geosciences Society 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Long-term Satellite Monitoring of Water Quality Parameters in Lake Kasumigaura, Japan2018

    • Author(s)
      Wei Yang, Bunkei Matsushita, Akihiko Kondoh
    • Organizer
      Japan Geoscience Union Meeting 2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] 霞ヶ浦流域で生じる生態系サービス間のトレードオフとそれを緩和する保全策の検討2018

    • Author(s)
      松﨑 慎一郎、高津文人、今藤夏子、渡邊未来、角谷拓、大澤剛士、山口晴代、安藤温子、小松一弘、霜鳥孝一、中川惠、中嶋信美、吉岡明良、佐々井崇博、三枝信子、松下文経、高村典子
    • Organizer
      第65回日本生態学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Developing A General Algorithm for Estimating Secchi Disk Depth from Landsat 5 TM and 7 ETM+ data in Indonesian Lakes2017

    • Author(s)
      Fajar Setiawan, Bunkei Matsushita, Takehiko Fukushima
    • Organizer
      JpGU-AGU Joint Meeting 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Monitoring water quality of inland lakes by remotely sensed observations2017

    • Author(s)
      Wei Yang
    • Organizer
      International Conference on Natural Hazards and Disaster Management
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A quasi-analytical model for estimating Secchi depth (SD) in clear and turbid water bodies based on MERIS data2017

    • Author(s)
      Wei Yang, Bunkei Matsushita, Meylin Terrel, Takehiko Fukushima
    • Organizer
      第三回中国定量リモートセンシング学術フォーラム
    • Related Report
      2017 Annual Research Report
  • [Presentation] Impervious cover changes in the Lower Mekong countries from 2001 to 20132017

    • Author(s)
      Sophak Pok, Bunkei Matsushita, Takehiko Fukushima
    • Organizer
      International Symposium on Remote Sensing 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] REMOTE SENSING OF CHLOROPHYLL-A CONCENTRATION AND SECCHI DISK DEPTH IN LAKE MALAWI FROM MERIS DATA2017

    • Author(s)
      Augusto Vundo, Bunkei Matsushita, Takehiko Fukushima
    • Organizer
      The 3rd International Conference of Indonesia Society for Remote Sensing (ICOIRS) 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Remarks] 松下業績

    • URL

      http://www.ies.life.tsukuba.ac.jp/~modeling/staff09_iframe_2.html

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report

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Published: 2017-04-28   Modified: 2023-01-30  

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