?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=PEMODELAN+HYBRID+GSTAR%E2%80%93ANN+PADA+DATA+KELEMBABAN%0D%0AUDARA+DI+TIGA+LOKASI+STASIUN+PENGAMATAN%0D%0A%0D%0APROVINSI+BANTEN&rft.creator=Nur+%2C+Azzura+Asyifa%09&rft.subject=500+ilmu+pengetahuan+alam+dan+matematika&rft.description=Model+GSTAR+merupakan+model+yang+lebih+fleksibel+dibandingkan+model+STAR%0D%0Akarena+dapat+memiliki+parameter+autoregressive+berbeda+untuk+setiap+lokasi+atau%0D%0Abersifat+heterogen.+Model+GSTAR+tentu+memiliki+keterbatasan%2C+hal+ini+dapat+diatasi%0D%0Adengan+menerapkan+model+hybrid.+Salah+satu+model+yang+dapat+digunakan+ialah%0D%0Amodel+ANN.+Keuntungan+model+ANN+memiliki+kemampuan+pemodelan+nonlinear%0D%0Ayang+fleksibel.+Tujuan+dari+penelitian+ini+adalah+menerapkan+model+hybrid%0D%0AGSTAR-ANN+pada+data+kelembaban+udara+di+tiga+lokasi+stasiun+pengamatan%0D%0AProvinsi+Banten.+Data+yang+digunakan+ialah+data+kelembaban+udara+di+Stasiun%0D%0AKlimatologi+Tangerang+Selatan%2C+Stasiun+Meteorologi+Serang+dan+Stasiun+Geofisika%0D%0ATangerang+dengan+menggunakan+dua+bobot+lokasi+yaitu+bobot+invers+jarak+dan%0D%0Abobot+normalisasi+korelasi+silang+serta+estimasi+parameter+menggunakan+metode%0D%0AOrdinary+Least+Square+(OLS).+Pemodelan+ANN+pada+penelitian+ini+menggunakan%0D%0Atiga+skema+pembagian+data+training+dan+data+testing+yaitu+60%3A40%2C+70%3A30%2C+dan+80%3A20.%0D%0ADari+hasil+analisis+diperoleh+model+terbaik+yaitu+model+GSTAR+(11)+dengan+bobot%0D%0Anormalisasi+korelasi+silang+yang+selanjutnya+di+kombinasikan+dengan+model+ANN%0D%0Amendapatkan+skema+yang+terbaik+yaitu+skema+70%25+training+30%25+testing+yang%0D%0Amampu+menghasilkan+nilai+MSE+sebesar+9.93+dan+MAPE+0.031.%0D%0A%0D%0AKata+kunci%3A+GSTAR%2C+ANN%2C+hybrid+GSTAR-ANN%2C+Kelembaban+Udara%2C+Peramalan%0D%0AThe+GSTAR+model+is+a+more+flexible+model+than+the+STAR+model+because+it+can%0D%0Ahave+different+parameters+for+each+location+or+heterogeneous.+The+GSTAR+model%0D%0Acertainly+has+limitations%2C+this+can+be+overcome+by+applying+a+hybrid+model.+One+of%0D%0Athe+model+that+can+be+used+is+the+ANN+model.+The+ANN+model+has+the+advantage%0D%0Aof+flexible+nonlinear+modeling+capabilities.+The+purpose+of+this+research+is+to+apply%0D%0Athe+GSTAR-ANN+model+into+air+humadity+data+in+three+station+on+Province+of%0D%0ABanten.+The+data+used+are+air+humidity+data+a+the+South+Tangerang+Climatology%0D%0AStation%2C+Serang+Meteorological+Station+and+Tangerang+Geophysical+Station+using%0D%0Atwo+location+weights%2C+namely+the+inverse+distance+weight+and+cross-correlation%0D%0Anormalization+weight+and+parameter+estimation+using+the+Ordinary+Least+Square%0D%0A(OLS)+method.+ANN+modeling+in+this+study+uses+three+splitting+schemes+of%0D%0Adividing+training+data+and+testing+data%2C+namely+60%3A40%2C+70%3A30%2C+and+80%3A20.+Best+on%0D%0A%0D%0Athe+result+of+analysis%2C+the+best+model+is+the+GSTAR+(11)+model+with+cross-%0D%0Acorrelation+weights+which+is+combined+with+the+ANN+model+to+get+the+best+scheme%2C%0D%0A%0D%0Anamely+the+70%25+training+30%25+testing+scheme+which+is+able+to+produce+an+MSE%0D%0Avalue+of+9.93+and+MAPE+0.031.%0D%0A%0D%0AKeywords%3A+GSTAR%2C+ANN%2C+Hybrid+GSTAR-ANN%2C+Air+Humidity%2C+Forecasting&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+&rft.date=2024-04-01&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F83488%2F1%2FABSTRAK%2520-%2520Nur%2520Azzura%2520Asyifa.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F83488%2F2%2FSKRIPSI%2520FULL%2520-%2520Nur%2520Azzura%2520Asyifa.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F83488%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN%2520-%2520Nur%2520Azzura%2520Asyifa.pdf&rft.identifier=++Nur+%2C+Azzura+Asyifa+++(2024)+PEMODELAN+HYBRID+GSTAR%E2%80%93ANN+PADA+DATA+KELEMBABAN+UDARA+DI+TIGA+LOKASI+STASIUN+PENGAMATAN+PROVINSI+BANTEN.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F83488%2F