Details

PDF BIBTEX RIS

Title

Spatiotemporal mapping of inundation area at Lake Limboto in Gorontalo, Indonesia, using cloud computing technology

Journal title

Journal of Water and Land Development

Yearbook

2022

Issue

No 52

Authors

Lahay, Rakhmat Jaya ; Koem, Syahrizal

Affiliation

Lahay, Rakhmat Jaya : Universitas Negeri Gorontalo, Department of Earth Science and Technology, B.J Habibie Street, Bone Bolango, 96183, Gorontalo, Indonesia ; Koem, Syahrizal : Universitas Negeri Gorontalo, Department of Earth Science and Technology, B.J Habibie Street, Bone Bolango, 96183, Gorontalo, Indonesia

Keywords

Google Earth Engine ; Lake Limboto ; lake shrinkage ; Landsat ; remote sensing ; water index

Divisions of PAS

Nauki Biologiczne i Rolnicze

Coverage

27-33

Publisher

Polish Academy of Sciences; Institute of Technology and Life Sciences - National Research Institute

Bibliography

ACHARYA T., SUBEDI A., LEE D. 2018. Evaluation of water indices for surface water extraction in a Landsat 8 scene of Nepal. Sensors. Vol. 18, 2580. DOI 10.3390/s18082580.
AMANI M., GHORBANIAN A., AHMADI S.A., KAKOOEI M., MOGHIMI A., MIRMAZLOUMI S.M., ..., BRISCO B. 2020. Google Earth Engine Cloud Computing Platform for remote sensing big data applications: A comprehensive review. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. Vol. 13 p. 5326–5350. DOI 10.1109/JSTARS.2020.3021052.
BOLANOS S., STIFF D., BRISCO B., PIETRONIRO A. 2016. Operational surface water detection and monitoring using Radarsat 2. Remote Sensing. Vol. 8, 285. DOI 10.3390/rs8040285.
BUMA W., LEE S.-I., SEO J. 2018. Recent surface water extent of Lake Chad from multispectral sensors and GRACE. Sensors. Vol. 18, 2082. DOI 10.3390/s18072082.
CHEN Z., YANG G. 2013. Analysis of drought hazards in North China: Distribution and interpretation. Natural Hazards. Vol. 65 p. 279– 294. DOI 10.1007/s11069-012-0358-3.
CLINTON N. 2017. Otsu’s method for image segmentation [online]. [Access 28.07.2020]. Available at: https://medium.com/google-earth/otsus-method-for-image-segmentation-f5c48f405e
DINKA M.O., CHAKA D.D. 2019. Analysis of land use/land cover change in Adei watershed, Central Highlands of Ethiopia. Journal of Water and Land Development. No. 41 (IV–VI) p. 146–153. DOI 10.2478/jwld-2019-0038.
DU Y., ZHANG Y., LING F., WANG Q., LI W., LI X. 2016. Water bodies’ mapping from Sentinel-2 imagery with modified Normalized Difference Water Index at 10-m spatial resolution produced by sharpening the SWIR band. Remote Sensing. Vol. 8. Iss. 4, 354 p. 1–19. DOI 10.3390/rs8040354.
ERAKU S., AKASE N., KOEM S. 2019. Analyzing Limboto Lake inundation area using Landsat 8 OLI imagery and rainfall data. Journal of Physics: Conference Series. Vol. 1317, 012111. DOI 10.1088/1742-6596/1317/1/012111.
Google Earth Engine 2020. NDVI, mapping a function over a collection, quality mosaicking [online]. [Access 02.08.2020]. Available at: https://developers.google.com/earth-engine/tutorials/tutorial _api_06.
GORELICK N., HANCHER M., DIXON M., ILYUSHCHENKO S., THAU D., MOORE R. 2017. Google Earth Engine: Planetary-scale geospatial analysis for everyone. Remote Sensing of Environment. Vol. 202 p. 18–27. DOI 10.1016/j.rse.2017.06.031.
HAMZAH R., MATSUSHITA B., TAKEHIKO F. 2018. Long-term monitoring of lake surface area change in Indonesia from global surface water data [online]. In: 17th World Lake Conference. Ibaraki, Japan p. 600–602. [Access 02.08.2020]. Available at: https://www.pref.ibarakijp/soshiki/seikatsukankyo/kasumigauraesc/04_ken- kyu/kaigi/docments/kosyou/17/ronbun/WLC17procidings_O6 _14.pdf
HARDY A., ETTRITCH G., CROSS D.E., BUNTING P., LIYWALII F., SAKALA J., SILUMESII A., SINGINI D., SMITH M., WILLIS T., THOMAS C.J. 2019. Automatic detection of open and vegetated water bodies using Sentinel 1 to map African malaria vector mosquito breeding habitats. Remote Sensing. Vol. 11, 593. DOI 10.3390/rs11050593.
HUANG C., CHEN Y., ZHANG S., WU J. 2018. Detecting, extracting, and monitoring surface water from space using optical sensors: A review. Reviews of Geophysics. Vol. 56 p. 333–360. DOI 10.1029/2018RG000598.
JASKUŁA J., SOJKA M.. 2019. Assessing spectral indices for detecting vegetative overgrowth of reservoirs. Polish Journal of Environ- mental Studies. Vol. 28. No. 6 p. 4199–4211. DOI 10.15244/pjoes/ 98994.
JIANG H., FENG M., ZHU Y., LU N., HUANG J., XIAO T. 2014. An automated method for extracting rivers and lakes from Landsat imagery. Remote Sensing. Vol. 6. Iss. 6 p. 5067–5089. DOI 10.3390/rs6065067.
JICA 2002. The study on flood control and water management Limboto-Bolango-Bone Basin in The Republic of Indonesia [online]. Final report. Vol. 1. Summary. Japan International Cooperation Agency. [Access 02.08.2020]. Available at: https://openjicareport.jica.go.jp/pdf/11709730_01.pdf
KENDALL M.G. 1975. Rank correlation methods. 4th ed. London. Griffin. ISBN 0852641990 pp. 202.
KIMIJIMA S., SAKAKIBARA M., AMIN A.K.M.A., NAGAI M., INDRIATI A.Y. 2020. Mechanism of the rapid shrinkage of Limboto Lake in Gorontalo, Indonesia. Sustainability. Vol. 12. Iss. 22, 9598. DOI 10.3390/su12229598.
KLHK 2015. Gerakan penyelamatan danau Limboto (Germadan Limboto) [Lake rescue movement of Limboto Lake]. Gorontalo. Kementerian Lingkungan Hidup dan Kehutanan pp. 91.
KOEM S., RUSIYAH 2017. Monitoring of drought events in Gorontalo Regency. IOP Conference Series: Earth and Environmental Science. Vol. 98, 012053. DOI 10.1088/1755-1315/98/1/012053.
KOEM S., RUSIYAH 2018. Karakteristik spasiotemporal kekeringan meteorologi di Kabupaten Gorontalo tahun 1981–2016 [Spatio-temporal characteristics of meteorological drought in Gorontalo Regency in 1981–2016]. Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan. Vol. 8 p. 355–364. DOI 10.29244/jpsl.8.3.355-364.
KUMAR L., MUTANGA O. 2018. Google Earth Engine applications since inception: Usage, trends, and potential. Remote Sensing. Vol. 10, p. 1509. DOI 10.3390/rs10101509.
MANN H.B. 1945. Nonparametric tests against trend. Econometrica. Vol. 13. No. 3 p. 245–259. DOI 10.2307/1907187.
MAXWELL A.E., WARNER T.A. 2020. Thematic classification accuracy assessment with inherently uncertain boundaries: An argument for Center-Weighted Accuracy Assessment Metrics. Remote Sensing. Vol. 12, 1905. DOI 10.3390/rs12121905.
MCFEETERS S.K. 1996. The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features. International Journal of Remote Sensing. Vol. 17 p. 1425–1432. DOI 10.1080/01431169608948714.
NGUYEN U.N.T., PHAM L.T.H., DANG T.D. 2019. An automatic water detection approach using Landsat 8 OLI and Google Earth Engine cloud computing to map lakes and reservoirs in New Zealand. Environmental Monitoring and Assessment. Vol. 191, 235. DOI 10.1007/s10661-019-7355-x.
OKORO S.U., SCHICKHOFF U., BÖHNER J., SCHNEIDER U.A. 2016. A novel approach in monitoring land-cover change in the tropics: Oil palm cultivation in the Niger Delta, Nigeria. DIE ERDE – Journal of the Geographical Society of Berlin. Vol. 147(1) p. 40–52. DOI 10.12854/erde-147-3.
OTSU N. 1979. A threshold selection method from gray-level histograms. IEEE Transactions on Systems, Man, and Cyber- netics. Vol. 9 p. 62–66. DOI 10.1109/TSMC.1979.4310076.
PEKEL J.-F., COTTAM A., GORELICK N., BELWARD A.S. 2016. High- resolution mapping of global surface water and its long-term changes. Nature. Vol. 540 p. 418–422. DOI 10.1038/nature20584.
PUTRA S.S., HASSAN C., DJUDI, SURYATMOJO H. 2013. Reservoir saboworks solutions in Limboto Lake Sedimentations, Northern Sulawesi, Indonesia. Procedia Environmental Sciences. Vol. 17 p. 230–239. DOI 10.1016/j.proenv.2013.02.033.
REZZAG BARA C., DJIDEL M., MEDJANI F., LABAR S. 2019. Spatiotemporal evolution of land surface temperature of Lake Oubeira catch-ment, northeastern Algeria. Journal of Water and Land Development. No. 43 (X–XII) p. 151–157. DOI 10.2478/jwld-2019-0073.
ROUSE W., HAAS H., DEERING W. 1973. Monitoring vegetation systems in the great plains with ERTS. In: 3rd Earth Resources Technology Satellite-1 Symposium. NASA. Vol. 1 p. 309–317.
SEN P.K. 1968. Estimates of the regression coefficient based on Kendall’s Tau. Journal of the American Statistical Association. Vol. 63(324) p. 1379. DOI 10.2307/2285891.
STUHLER S.C., LEITERER R., JOERG P.C., WULF H., SCHAEPMAN M.E. 2016. Generating a cloud-free, homogeneous Landsat-8 mosaic of Switzerland using Google Earth Engine. DOI 10.13140/RG.2.1.2432.0880.
SUBEHI L., WIBOWO H., JUNG K. 2016. Characteristics of rainfall- discharge and water quality at Limboto Lake, Gorontalo, Indonesia. Journal of Engineering and Technological Sciences. Vol. 48 p. 288–300. DOI 10.5614/j.eng.technol.sci.2016.48.3.4.
TAMIMINIA H., SALEHI B., MAHDIANPARI M., QUACKENBUSH L., ADELI S., BRISCO B. 2020. Google Earth Engine for geo-big data applica-tions: A meta-analysis and systematic review. ISPRS Journal of Photogrammetry and Remote Sensing. Vol. 164 p. 152–170. DOI 10.1016/j.isprsjprs.2020.04.001.
TRISAKTI B. 2013. Kajian penentuan luas permukaan air danau dan sebaran vegetasi air dengan metoda penginderaan jauh [Study of the lake water surface area and aquatic vegetation distribution determination based on remote sensing method]. LIMNOTEK. Vol. 20. No. 1 p. 10–20.
UMAR I., MARSYOYO A., SETIAWAN B. 2018. Analisis Perubahan Penggunaan Lahan Sekitar Danau Limboto Di Kabupaten Gorontalo [Analysis of changes in land use around Limboto Lake in Gorontalo District]. Jurnal Tata Kota dan Daerah. Vol. 10. No. 2 p. 77–90. DOI 10.21776/ub.takoda.2018.010.02.3.
WANG C., JIA, M., CHEN N., WANG W. 2018. Long-term surface water dynamics analysis based on Landsat imagery and the Google Earth Engine platform: A case study in the Middle Yangtze River Basin. Remote Sensing. Vol. 10, 1635. DOI 10.3390/rs10101635.
WANG Y., LI Z., ZENG C., XIA G.-S., SHEN H. 2020. An urban water extraction method combining deep learning and Google Earth Engine. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. Vol. 13 p. 769–782. DOI 10.1109/JSTARS.2020.2971783.
WANG Y., MA J., XIAO X., WANG X., DAI S., ZHAO B. 2019. Long-term dynamic of Poyang Lake surface water: A mapping work based on the Google Earth Engine cloud platform. Remote Sensing. Vol. 11, 313. DOI 10.3390/rs11030313.
WU G., LIU Y. 2014. Satellite-based detection of water surface variation in China’s largest freshwater lake in response to hydro-climatic drought. International Journal of Remote Sensing. Vol. 35 p. 4544–4558. DOI 10.1080/01431161.2014.916444.
YUNGINGER R., BIJAKSANA S., DAHRIN D., ZULAIKAH S., HAFIDZ A., KIRANA K., SUDARNINGSIH S., MARIYANTO M., FAJAR S. 2018. Lithogenic and anthropogenic components in surface sediments from Lake Limboto as shown by magnetic mineral characteristics, trace metals, and REE geochemistry. Geosciences. Vol. 8 p. 116. DOI 10.3390/geosciences8040116.
ZHOU G., MA Z., SATHYENDRANATH S., PLATT T., JIANG C., SUN K. 2018. Canopy reflectance modeling of aquatic vegetation for algorithm development: Global sensitivity analysis. Remote Sensing. Vol. 10. Iss. 6, 837 p. 1–22. DOI 10.3390/rs10060837.
ZOU Z., DONG J., MENARGUEZ M.A., XIAO X., QIN Y., DOUGHTY R.B., HOOKER K.V., HAMBRIGHT K.D. 2017. Continued decrease of open surface water body area in Oklahoma during 1984–2015. Science of The Total Environment. Vol. 595 p. 451–460. DOI 10.1016/j.scitotenv.2017.03.259.

Date

2022.02.18

Type

Article

Identifier

DOI: 10.24425/jwld.2021.139940

Aims and scope

Journal of Water and Land Development - is a peer reviewed research journal published in English. Journal has been published continually since 1998. From 2013, the journal is published quarterly in the spring, summer, autumn, and winter. In 2011 and 2012 the journal was published twice a year, and between 1998 and 2010 it was published as a yearbook. Papers may report the results of experiments, theoretical analyses, design of machines and mechanization systems, processes or processing methods, new materials, new measurements methods or new ideas in information technology.


The Journal of Water and Land Development is the quarterly journal devoted to the publication of papers dealing with the following subjects:
- development of water resources in small river basins: assessment of surface and ground water resources, drought and floods, the methods of assessment of man activity influence on water resources;
- sustainable development of agricultural landscape: farm arrangement, wetlands protection, the role of forest and grassland;
- protection of water resources quality: non-point contamination from agriculture, villages and farms, methods of surface and ground water pro-tection;
- irrigation and drainage: management, maintenance and operation, water use, water-crop relations, the influence of drainage and irrigation on environment;
- hydraulic structures for water management in small basins, earth structures, river conservation, etc.

Editorial Board

Editorial Board:

Jan Franklin ADAMOWSKI – McGill University, Quebec, Canada

Tariq AFTAB – Aligarh Muslim University, Alīgarh, India ORCID logo0000-0002-5927-719X

Suleyman I. ALLAKHVERDIEV – Azerbaijan State University, Baku, Azerbaijan

Ozan ARTUN – Çukurova University, Adana, Turkey ORCID logo0000-0002-6122-2729

Habib R. ATHAR – Institute of Pure and Applied Biology, Zakariya University, Multan, Pakistan ORCID logo0000-0002-8733-3865

Atilgan ATILGAN – Alanya Alaaddin Keykubat University, Alanya, Turkey

Okke BATELAAN – Flinders University, Adelaide, Australia ORCID logo0000-0003-1443-6385

Marian BRESTIC – Slovak University of Agriculture, Nitra, Slovakia

Filippo BUSSOTTI – University of Firenze, Firenze, Italy

Shiguo CHEN – Nanjing Agricultural University, Nanjing, China

Ralf DANNOWSKI – Leibniz-Zentrumfür Agrarlandschaftsforschung, Brandenburg, Germany ORCID logo0000-0002-9331-672X

Nabil ELSHERY–Tanta University, Tanta, Egypt ORCID logo0000-0001-9542-1913

Domenica FARCI – Università degli studi di Cagliari, Cagliari, Italy

GOVINDJEE – University of Illinois at Urbana-Champaign, Urbana, USA ORCID logo0000-0003-3774-0638

Francisco GUERRERO – Universidad de Jaén, Jaén, Spain

Salim HEDDAM – Université 20 août 1955-Skikda, Skikda, Algeria ORCID logo0000-0002-8055-8463

Tomasz HORACZEK – Institute of Technology and Life Sciences, Falenty, Poland ORCID logo0000-0001-5534-7544

Miroslava KAČÁNIOVÁ – Slovak University of Agriculture, Nitra, Slovakia

Jan KAZAK – Wroclaw University of Environmental and Life Sciences, Poland

Sungwon KIM – Dongyang University, Yeongju, Republic of Korea ORCID logo0000-0002-9371-8884

Ozgur KISI – University of Applied Sciences, Lübeck, Germany ORCID logo0000-0001-7847-5872

Peter KOVALENKO – Institute of Water Problems and Melioration of the National Academy of Agrarian Sciences, Ukraine

Nour-Eddine LAFTOUHI – Cadi Ayyad University, Marrakesh, Morocco

Ramin LOTFI – Dryland Agricultural Research Institute, AREEO, Maragheh, Iran

Grażyna MASTALERCZUK – Warsaw University of Life Sciences – SGGW, Warsaw, Poland

Maria MRÓWCZYŃSKA – University of Zielona Góra, Poland ORCID logo0000-0002-4762-3999

Samar OMAR – Tanta University, Tanta, Egypt

Dario PIANO – Università degli studi di Cagliari, Cagliari, Italy

Karol PLESIŃSKI – Agricultural University in Cracow, Cracow, Poland

Majeti Narasimha Vara PRASAD – University of Hyderabad, Hyderabad, India

Mahendra RAI – SGB Amravati University, Maharashtra, India

Marcin RAPACZ – University of Agriculture, Cracow, Poland

Manzer H. SIDDIQUI – King Saud University, Riyadh, Saudi Arabia

Edyta SIERKA – University of Silesia, Katowice, Poland

Ewa SOBIESZCZUK-NOWICKA – Adam Mickiewicz University in Poznań, Poznań, Poland ORCID logo0000-0002-6603-0582

Kazimierz STRZAŁKA – Jagiellonian University, Cracow, Poland

Wayan SUPARTA – Institute Technology National Yogyakarta, Yogyakarta, Indonesia

Sawsan TAWKAZ – Consultative Group on International Agricultural Research, Montpellier, France

Adam TAŃSKI – West Pomeranian University of Technology, Szczecin, Poland

Renata TOBIASZ-SALACH – Rzeszow University, Rzeszow, Poland

Katarzyna TURNAU – Jagiellonian University, Cracow, Poland

Martin J. WASSEN – Utrecht University, Utrecht, Netherlands

Marek ZIVCAK – Slovak University of Agriculture, Nitra, Slovak Republic









Abstracting & Indexing

Abstracting & Indexing

Journal of Water and Land Development is covered by the following services:

AGRICOLA (National Agricultural Library)

AGRIS

AGRO

Arianta

Baidu Scholar

Cabell's Whitelist

CABI (over 50 subsections)

Chemical Abstracts Service (CAS) - CAplus

Chemical Abstracts Service (CAS) - SciFinder

CNKI Scholar (China National Knowledge Infrastructure)

CNPIEC - cnpLINKer

Current Geographical Publications Dimensions

DOAJ (Directory of Open Access Journals)

EBSCO (relevant databases)

EBSCO Discovery Service

Engineering Village

Genamics JournalSeek

GeoArchive

GeoRef

Google Scholar

Index Copernicus

Japan Science and Technology Agency (JST)

J-Gate

JournalGuide

JournalTOCs

KESLI-NDSL (Korean National Discovery for Science Leaders)

Microsoft Academic

MyScienceWork

Naver Academic

Naviga (Softweco)

POL-index

Polish Scientific Journals Contents

Primo Central (ExLibris)

ProQuest (relevant databases)

Publons QOAM (Quality Open Access Market)

ReadCube

Reaxys

SCImago (SJR)

SCOPUS

Semantic Scholar

Sherpa/RoMEO

SIGZ

Summon (ProQuest)

TDNet

Ulrich's Periodicals Directory/ulrichsweb

WanFang Data

WorldCat (OCLC)

×