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            LSTMŒ)¿À, Ӗ•œ~¦)ñ——)p¶•                               2792.
            [|z, 5š›³j·1ÈÑ¿À¦ñԗ8¿À                            [5]HUANGYi,CAIJialiang,YINHe,etal.Correlationof
                                                                  precipitationtotemperaturevariationintheHuangheRiver
            ñ™, ºž'./¦ÓJ»#$»<¿À7=:; j
                                                                  (YellowRiver)Basinduring1957-2006[J].Journalof
            µ, ќ³kÌÍsªž¥n¾¿ÀrY)¦
                                                                  Hydrology ,2009,372(14):18.
            •u+Õ¼, Ð5, Ú"ÔÄ2¿À, Ñ¿Àží¹
                                                               [6]DONGQuan,CHENXing,CHENTiexi.Characteristics
            26ˆ5¦Ä2/e826ÏЦ%ޖ…—œ¨
                                                                  andchangesofextremeprecipitationintheYellow-Hua
            —)pº¶, ¿À¿Çëì¦óÊԈԥnÞ¦
                                                                  iheandYangtze-HuaiheRiversBasins ,China[J].Jour
            ¥+“D。Õ¶kO,Æ7=¥n¦%ޖ…—7                                nalofClimate,2011,24(14):37813795.
            8Ñ9¨¤¥:Ë¿À¦?@=, €Ë¿À¦?                            [7]KREIBICH H,VANLOONAF,SCHROTERK,etal.
            @é궕[,-ь)¿À¦y@—。                                    Thechallengeofunprecedentedfloodsanddroughtsinrisk
                                                                  management [J].Nature,2022,608(7921):8086.
            5 I N
                                                               [8]NEARINGGS,KRATZERTF,SAMPSONAK,etal.
                 '6‰ž,Æ26*+'<Ü9m[B¦<ô                             Whatroledoeshydrologicalscienceplayintheageofma
                                                                  chinelearning ?[J].WaterResourcesResearch,2021,
            ˜™jšÞ¦Ú;—, MNÌû VMDš:G¦^
                                                                  57(3):e2020WR028091.
            ¿ÇË8o;¦7=˜™jš, ×{yÓÔÚ;—
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            ¿Àkö÷O±¿Ç’c, Óý™—³×。                                  [20230323].http://kns.cnki.net/kcms/detail/32.
                 (2) ]@ VMDË LSTM¿À¦7=、 7G¶·                       1356.TV.20230316.1547.008.html.
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            ¿½¦OÑ, ‡û^¿ÇË8o;¦7=š¡, k                              +626¿À[J]. 2*+¶@,2022,33(6):904913.
            ö÷O& LSTM¿ÀËÚãµ*‰Š¦·¸8ߺ                           [12]ØÇÊ, Ìpê, Ë9o, :. bâ»úÚãË78N>‰
            ´¿。                                                    Š¦¦§—š›[J]. 2QRfü,2023,39(1):119126.
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                 ( 4) ^ùþüÆ«Ú", !"ÚãËÔ LSTM¿
                                                                   㷎¿À[J]. 2QR^245+­,2023,34(1):
            À¦?@»¹9N, žÚã¿ÇmY)³kº¾¦                                8490.
            s3。                                                [15]CHENShu,RENMiaomiao,SUNWei.Combiningtwo
                                                                   stagedecompositionbasedmachinelearningmethodsfor
            ‡–LM:                                                  annualrunoffforecasting [J]. JournalofHydrology,
            [1]KIKSTRAJS,NICHOLLSZRJ,SMITHCJ,etal.The              2021,603:126945.
                IPCCSixthAssessmentReportWGIIIclimateassessmentof  [16]z<©, 0,B, Ó ë, :. <R¥nÖ)¦Ãc+6
                mitigationpathways :fromemissionstoglobaltemperatures  Ú㷎¿À[J]. 2¿«3+­,2023,42(5):4352.
                [J].GeoscientificModelDevelopment,2022,15(24):  [17]BENGIOY,SIMARDP,FRASCONIP.Learninglong
                90759109.                                         termdependencieswithgradientdescentisdifficult [J].
            [2]à ?, éL9, W"?, :. ÓÔ<ôõ)¿À¦Úã·                      IEEETransactionsonNeuralNetworks,1994,5(2):
                Ž./[J]. 2]+­,2020,51(1):112125.                   157166.
            [3]WALLINGDE,FANGD.Recenttrendsinthesuspended      [18]GRAVESA.Longshorttermmemory[J].SupervisedSe
                sedimentloadsoftheworld ’srivers[J].GlobalandPlane  quenceLabellingwithRecurrentNeuralNetworks ,2012,
                taryChange,2003,39(12):111126.                   385:3745.
            [4] DAIAiguo,QIAN Taotao,TRENBERTH K E,etal.       [19]-Úî, ³¢á, ^UT, :. ÓÔ LSTMabú_EÛ
                Changesincontinentalfreshwaterdischargefrom1948to  ‘ãTÚã¿Ç./[J]. VmZc:++­( ,-*
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