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Siska Andriani

Unversitas Islam Negeri Raden Intan Lampung

Author-ID : 2375321

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Comparison of Genetic Algorithm Optimization with Support Vector Machine (SVM) for Weather Forecast Andriani, Siska; Wihartiko, Fajar Delli
Journal of Applied Sciences and Advanced Technology Vol. 6 No. 3 (2024): Journal of Applied Sciences and Advanced Technology
Publisher : Faculty of Engineering Universitas Muhammadiyah Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24853/jasat.6.3.83-90

Weather forecasts are one of the important factors for daily activities. It can be used for daily work activities such as farming, aviation, production and distribution. The Meteorology, Climatology and Geophysics Agency makes weather forecasts based on weather parameters, namely temperature, air pressure, solar radiation, humidity and rainfall. The weather forecast class is divided into 5 classes, namely Cloudy, Rainy, Sunny, Cloudy Rainy and Cloudy Sunny. In this research, a comparison of weather forecast models using Learning Vector Quantization optimization and Genetic Algorithms will be made with weather forecast models using the Support Vector Machine method. The data used in this research is weather data at the Citeko Class III Climatology and Geophysics station, the data used is data from the last 3 years. Then the data is divided into training and test data using percentage split with a division of 65% used for training data and 35% used for test data. After making the model using the LVQ-GA and SVM methods, a comparison of the model test results was carried out, from the test results the accuracy value was calculated using a confusion matrix for each model. The accuracy result of the LVQ-GA optimization weather forecast model was 73%, while the weather forecast model using the SVM method obtained an accuracy value of 81.5%, thus the results from SVM were better.

Co-Authors A.A. Ketut Agung Cahyawan W Abi Fadila Achi Rinaldi Ade Marganda ade, Nur Ade Halimah Afriani, Sahra Agus Pahrudin Alda, Trilisa Amirul Mukminin Ana Risqa JL Anathiya, Ladika Anggraeni, Ade Irma Anggraeni, Ruly Anggraini, Devina Ingrid Anisa Fitri Anisatul Farida Anita Destati APRILYANTI, EVI Ardisal Ardisal Arfani Manda Tama Ariawan, Feri Arini Alhaq Aris Munandar Arrsyi, Esty Nurbaity Atica Puspitaningtyas Az-zahra, Nadia Baderi Baderi Bambang Sri Anggoro Bettri Yustinaningrum bettri yustinaningrum, bettri Daniel Happy Putra Desmita Rohadatu Aisy Dewi Robbi Anti Diana Yonika Sari Dinar Munggaran Akhmad, Dinar Munggaran Dona Dinda Pratiwi Dwi Nurmalasari Dwiyanti , Ni Made Ayu Eka Cahyaningsih Eka Suhardi Elvi Salviani Enni Ersari Ernawati Ernawati Fadly Nendra Faidah, Nuzulul Fajar Delli Wihartiko Farida Farida Farida Farida Farida Farida Farida, Farida Febi Febriyanti Feri Ariawan Fitriani, Wa Ode Heni Fitrianingsih Fitrianingsih Fraulein Intan Suri Gusti Ayu Farah Nabilla Gusti Rahmadi Haerlina, Lina Handayani, Fitroh Haris Budiman Herman Herman Huda, Luluk Lailul Huri Suhendri Iip Sugiharta Imam Sulhani Imam Syafei Imron, HR Muhammad Ina Subekti Indah Resti Ayuni Suri Indri Septiani Indri Septiani Indria, Rani Irma Mardian Isnani Isnani Istihana Istihana Izni Marwa Hanifah Juliyana, Melinda Kadir Kadir Kiki Ambar Sari Ladika Anathiya Lina Haerlina Linia Lupita M. Hadin Muhjad M.Rony Muhazir Mardiyah Mardiyah Marina Lestari Maryam Maryam Maskur Maskur Mazida Zahra Megananda Elvaliana Mila Nirmalasari Hasibuan Mudi, Helena Muhamad Syazali Muhammad Khoirul Ritonga Mujib Mujib Mujib Mujib Mujib, Mujib Nanang Supriadi Nasrati Natria Netriwati Netriwati Netriwati Nilawati Tadjuddin Ningrum, Della Tri Aditiya Nining Ratnasari Novian Riskiana Dewi Noviana, Dewi Novita Indriyani Nur Ana, Sri Nur Faddilah Sani Nur Fitri Lestari Nurmaladewi, Rina Nurul Habibah Nurul Zannah Nuzulul Faidah Oktavia, Yovi Puspita, Anindita Puspita, Dhea Qurotunnisa, Asri Rachmawati, Ruruh Rani Kurniawati Ratnasari, Nining Ratnasari, Nining Reka Septiana Putri Reni Novilia Reni Ulfa Sari Resti Pangestu Ria Indriani Ridha Yoni Astika Ridho, Fachri Ridho, Fachri Ririn Cahyani AS Ririn Maratus Solekha Riska, Hadya Risma Risma Riyama Ambarwati Rizki Wahyu Yunian Putra Roby Firdian Ruswanda Rohana Rohana Romlah Rosida Rakhmawati Rubhan Masykur Rubhan Masykur Rubhan Masykur Ruhban Masykur Ruly Anggraeni Saprudin Sapta Desty Sugiharti Saputra, Wanda Sari, Arissona Dia Indah Sari, Renny Ninda Sarum, Lia Sekar Handayani Septiani, Indri Septia_Marcella Sesnawati, Yeni Sholichatun Nisa Sri Purwanti Nasution, Sri Purwanti Sri Siti Supatimah Suhendra Suhendra Sundari, Nining Sungkono Sungkono Syarifah, Annisa Jamil Tadjudin, Nilawati Tama, Arfani Manda Tama, Arfani Manda Trilisa Alda Uyun, Nur Wahyuni Ayu Lestari Yahya AD Yahya AD, Yahya Yanuar Hery Murtianto Yanuar Hery Murtianto Yumn Jamilah YUSUF, FITRIA AGUSTINA Yusuf, Ode Yahyu Herliany

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