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    SPBO-ANFIS Model of Combined Monthly Runoff Forecasting Based on Singular Spectrum Analysis by ZHANG Yajie, CUI Dongwen

    Published 2022-01-01
    “…In view of the multi-scale non-stationarity and other characteristics of monthly runoff in hydrological time series,this paper proposes a singular spectrum decomposition (SSD)-based model of combined monthly runoff forecasting that integrates the student psychology based optimization (SPBO) algorithm with the adaptive network based fuzzy inference system (ANFIS),namely the SSD-SPBO-ANFIS model.This model is then applied to the monthly runoff forecasting at a hydrological station in Yunnan Province.Specifically,time series data of sample monthly runoff are decomposed into various independent sub-series components through SSD to reduce the complexity of the time series data;then,the principle of the SPBO algorithm is outlined,and eight standard functions are selected for simulation verification and comparison of the SPBO algorithm;finally,the SPBO algorithm is employed to optimize the ANFIS condition and conclusion parameters.The SSD-SPBO-ANFIS model is built to forecast each sub-series,which is then superimposed to obtain the final monthly runoff forecasting result.In addition,the results of the proposed model are compared with those of the ensemble empirical mode decomposition (EEMD)-based EEMD-SPBO-ANFIS model and the SPBO-ANFIS model without decomposition.The following observations can be made from the results:The SPBO algorithm has favorable optimization accuracy;with a mean absolute percentage error of 5.57%,a mean absolute error of 0.20 m<sup>3</sup>/s,a Nash coefficient of 0.994 8,and a pass rate of 96.7%,the SSD-SPBO-ANFIS model has an effect better than that of the EEMD-SPBO-ANFIS model and far better than that of the SPBO-ANFIS model in forecasting sample monthly runoff.The proposed model and method can provide references for related research on hydrological time series forecasting.…”
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    T. P. N. Against "Spebo medical" healthcare institution: Woman's right to continue with the procedure of biomedically assisted fertilization after the death of her husband by Rusić Nikola

    Published 2024-01-01
    “…N. against the Health Institution SPEBO MEDICAL made a decision that woman has the right to continue the procedure of biomedically assisted fertilization which she started together with her husband, who died during the procedure. …”
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    Pengembangan Fast Render Objek Grafis Menggunakan Shader dan Non-Shader Berbasis WebGL dari Primitive Object untuk Membuat Raw Metaverse Material Objek Skybox 3D di Filkom UB by Imam Cholissodin, Eriq Muhammad Adams Jonemaro, Bayu Rahayudi, Willyan Eka Ksatria, Annisa Sukmawati, Muhammad Farid Muzayyani

    Published 2022-12-01
    “…Hasil pengamatan pengujian pada beberapa skenario yang berbeda berdasarkan lama waktu proses render objek untuk membuat raw metaverse material objek Skybox 3D tersebut, didapatkan rata-rata waktu 0,12668 detik.   …”
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