{"title":"Comparison features importance for temporal and spatial-temporal approaches in GRACE and GRACE-FO signal reconstruction based on GLDAS data","authors":"Viktor Szabó","doi":"10.1504/ijhst.2023.134623","DOIUrl":"https://doi.org/10.1504/ijhst.2023.134623","url":null,"abstract":"Machine learning algorithms can effectively learn the complex relationships between various input variables from the global land data assimilation system (GLDAS) and the total water storage (TWS) observed by gravity recovery and climate experiment (GRACE) and GRACE-FO (follow-on) missions. As the TWS depends on various features, a serious question arises about the importance of used variables for reconstruction. Furthermore, will the variables used for the reconstruction be equally significant for grid-based and basin-based analyses? This work examined the importance of individual predictors for the temporal and spatial-temporal approach over 254 river basins using GRACE and GRACE-FO data as target and GLDAS data as predictors. The extreme gradient boosting (XGBoost) algorithm was used to reconstruct TWS. Results were evaluated with root-mean-square error, normalised root-mean-square error, Pearson correlation coefficient, Nash-Sutcliffe efficiency, and Kolmogorov-Smirnow-test metrics. Model output influence was checked by the model-agnostic version of the feature importance and by Shapley additive explanations (SHAP).","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134891161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
B. Chowdhury, Kajri Sengupta, Manas Hudait, Mohammed O. Faizan
{"title":"Flood susceptibility mapping using MCDM-AHP approach and geospatial technique- a study of Hyderabad district, Telangana, India","authors":"B. Chowdhury, Kajri Sengupta, Manas Hudait, Mohammed O. Faizan","doi":"10.1504/ijhst.2022.10049478","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10049478","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66945745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Sattari, B. Pham, D. Misra, K. Shahedi, Esmaeel Dodangeh
{"title":"Rainfall-runoff modelling using the machine learning and conceptual hydrological models","authors":"M. Sattari, B. Pham, D. Misra, K. Shahedi, Esmaeel Dodangeh","doi":"10.1504/ijhst.2022.10050152","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10050152","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66946253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An application of transfer function noise models for predicting groundwater level signals using rainfall signals in Adyar Basin, India","authors":"S. Mohanasundaram, So-Min Lim","doi":"10.1504/ijhst.2022.120624","DOIUrl":"https://doi.org/10.1504/ijhst.2022.120624","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"6 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66946371","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Water quality evaluation analysis of an urban river based on self-organising maps: Annaba City (Eastern Algeria)","authors":"R. Hafsi, H. Boutaghane","doi":"10.1504/ijhst.2022.10046088","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10046088","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66945246","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Density-based spatial clustering of application with noise approach for regionalisation and its effect on hierarchical clustering","authors":"R. Sahu, M. Verma, Ishtiyaq Ahmad","doi":"10.1504/ijhst.2022.10048476","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10048476","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"109 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66945712","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Geostatistical analyses empowered with gradient boosting and extra trees classifier algorithms in the prediction of groundwater quality and geology-lithology attributes over YSR district, India","authors":"Mogaraju Jagadish Kumar","doi":"10.1504/ijhst.2022.10050042","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10050042","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66946051","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Comparison features importance for temporal and spatial-temporal approaches in GRACE and GRACE-FO signal re-construction based on GLDAS data","authors":"Viktor Szabo","doi":"10.1504/ijhst.2022.10048532","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10048532","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"46 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66945768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Monthly TRMM correction and application in hydrological modelling","authors":"Xie Yuebo, W. Adidarma, D. Yudianto, Theo Senjaya","doi":"10.1504/ijhst.2022.10047197","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10047197","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66945607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
L. Amara, Samir Hamchaoui, B. Remini, A. Benzerra, S. Benmamar, A. Berreksi, T. Ikni
{"title":"Numerical study using an implicit finite difference scheme of a high velocity flow crossing a non-prismatic hydraulic structure – case of symmetrical gradual expansion","authors":"L. Amara, Samir Hamchaoui, B. Remini, A. Benzerra, S. Benmamar, A. Berreksi, T. Ikni","doi":"10.1504/ijhst.2022.10047698","DOIUrl":"https://doi.org/10.1504/ijhst.2022.10047698","url":null,"abstract":"","PeriodicalId":38406,"journal":{"name":"International Journal of Hydrology Science and Technology","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66945657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}