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Journal : Proceeding Applied Business and Engineering Conference

Weather Forecasting Using Neural Networks with Backpropagation and ADAM Optimizer for city of Lhokseumawe Arhami, Muhammad; Aulia, Annisa Rizka; Salahuddin, Salahuddin; Desiani, Anita; Yassir, Yassir
ABEC Indonesia Vol. 12 (2024): 12th Applied Business and Engineering Conference
Publisher : Politeknik Negeri Bengkalis

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Abstract

Weather forecasting in Lhokseumawe is crucial due to its diverse climate and impact on community activities.It serves as an operational responsibility of the Meteorology, Climatology and Geophysics Agency (BMKG) worldwide.The method of forecasting currently employed by the BMKG involves meteorological teams observing and analyzingstatistics based on principles of mechanics and physics. Artificial Neural Networks (ANN) can be utilized to forecastlong-term weather conditions, with the backpropagation algorithm being an ANN algorithm employed for short-termweather prediction. This involves training the backpropagation architecture data, which includes an input layer with asize of 6 using Relu activation, one hidden layer with a size of 64 using Relu activation, and an output layer with a size of3 using softmax activation. We also apply the ADAM optimizer, loss sparse categorical crossentropy, and accuracymetrics. However, the backpropagation algorithm displays weaknesses, including slow convergence, overfitting, andsusceptibility to local minima, which can be addressed by utilizing the ADAM optimization algorithm. The researchutilizes Artificial Neural Network (ANN) with the backpropagation algorithm and ADAM optimization to predictweather conditions in Lhokseumawe City with high accuracy. The research methods comprise of data collection,preprocessing, division, model building, and evaluation. The study outcomes present the weather conditions as sunny,cloudy, or rainy with an algorithm accuracy of 72%.
Co-Authors Abdul Kadir Abdurrahman, Dede Abdurrazaq Abdurrazaq, Abdurrazaq Adipratiwi, Nadia Afni Khadijah Agil Al Fatah, Muhammad Akbar, Muhammad Ramzil Akhyar Akhyar Al Fath, Muhammad Fajar Al Usrah, Cut Rizka Alfikri Siregar, Tio Nanda Alhadi, Sahrul Alhadi, Syahrul Ali Djamhuri Almukarramah Almutawallid, Almutawallid Alwi , La Ode Alya, Nauriel Amirullah -, Amirullah Andini Sundowo Andri Hidayat, Andri Anggraini, Dhea Dwi Anita Desiani Anita Fauziah, Anita Anwar Anwar Apriadi, Apriadi Ardiansyah, A. Arhami, Muhammad Ariyani, Titin Armaya, Nursella Indah Asmawati Asmawati Asriati Asriati, Asriati Aulia Aulia Aulia, Annisa Rizka Awaluddin Hamzah Azhar Azhar Azhar Bafadal, Azhar Bahtiar Bahtiar Bakhtiar Bakhtiar Bakri Yusuf, Bakri Bashir, Yuslan Buana, Tjandra Bunaya, Siti Chaniago, Fransisko Darman Darman Daru Winarti, Daru Daud, L Dedi Fariadi Dedi Sastradika Dewi Fortuna Dewi Hasanah Dian Agustina Dima, Darsilan Djoko Kisworo DM, Mohd. Yusuf Dyah Utari Yusa Wardhani EDI SAPUTRA Eka Damayanti Ekafitrianda, J. M. Erniati Erniati ERWAHYUNI ENDANG PRABANDARI Fadiel, Teuku Muhammad Fadlilah Fadlilah Fadlilah Fahrullah Fahrullah Farah Salsabila, Farah fathushahib, fathushahib Fatihah, Nurul Hidayat S.Kom. Fatmawati, Fatmawati Fazilla, Dian Ferry Kurniawan, Ferry Fikram, Roy Firmansyah Firmansyah Fitri, Ainun Fitria, Ainul Fitriani Fitriani Fitriani, Nurul Fransisko Chaniago Fujiko, Masita Furda, Yani Prihatina Furqan, M Ginting, Rachel Ardana Putra Gusnarib, Gusnarib habibah, ummi Haeril, Haeril Halfin, La Ode Hariati Lestari Harmadi Harmadi Hartina Batoa Harun, Hamzah Hasriati Hasriati, Hasriati Hendrawaty Hendrawaty, Hendrawaty Hendriani, Sutri Hisein , Waode Siti Anima Husaini Husaini Husna, Muflihun Bil Huzaeni, Huzaeni Idrus Salam Iqbal, Lailul Irakusuma, Ratna Nur Fatimah Irfansyah Irfansyah Irham Irham Irwan Irwan Iskandar Iskandar Iskandar, Andi Dheviani Oksaputri Islamy, Jalin Atma Isnani Isnani Isnian, Sitti Nur Jamaluddin, Aisyah Jayadisastra, Yoenita Jazila, Ulfa JB, Salwa Nur Jessica, Melia Junesti, Nadia K, Rahmana Emran Karnedi Karnedi, Karnedi Kembaren, Emmia Tambarta KHADAFI, MUHAMMAD Laila Nazirah Lesnida, Lesnida Mahdi Mahdi, Mahdi Mahlil, Mahlil Mahmud MY Maknuun. S, Lu’luil Mardin, Mardin Marselia , Maya Mega Bagus Herlambang Meilvinasvita, Dwi Milda Surgani Firdania, Milda Surgani Misbahul Jannah Mistiani, Wiwin MISYKAT MALIK IBRAHIM Mitha Mitha, Mitha Mualla, Said Mufida, Nabila Muhammad Aswar Limi Muhammad Davi Muhammad Hanafi Muhammad Isra Muhammad Nasir Muhammad Rizka, Muhammad Mukhlisin, Kharazzi Munandar, M Tajul Munirwan Zani, Munirwan Munza, Luthfia Musadar Mappasomba N. Nazaruddin Nasyratullah, Fadillah Neneng Hasanah Neni, Neni Nilahayati Nirwan Nirwan Niya, Wa Ode Nur NL, Puspa Dewi Noferianto Sitompul Noferianto Sitompul Nofriadi, Nanang Nugraha Syafroni, Roni Nur Asyik, Nur Nuraida, Waode Nurakmalinda, Nurakmalinda Nurarifah, Rina Nurhaliza, Nurhaliza NURHAYU MALIK, NURHAYU Nuryani Rustaman Oktaviani, Revina Dwi Paratu, Inda PARLUHUTAN, PARLUHUTAN Parto, Parto Permana, Djaka Pransiska, Susy Purnama, Boby Yasman Purwanti, Rahayu Endah Putu Arimbawa, Putu R. Rusli Rahayu, Besse Resky Rahmad Hidayat Rahmani, Dirratu Rahmayanti Rahmayanti Rahni , Nini Mila Raiyan, Muhammad Ramadani, Syah Putri ramadoan, syahri Rela, Iskandar Zainuddin Rifai Rini Susiani Rizkiani, Firliah Rosnini, Wa Ode Sitti Rozal, Edi S. Anhar, Ades Safiah, Safiah Safira, Putri Julia Safriadi Safriadi Said Said, Said Sakunti, Sri Ramdayeni Samsul Bahri Saputra, Ikra Saragih, Geofani Milthree Sari, Rati Dewisna Sauri, Sauri Sayed Munazzar Septian, I Gede Nano Setyagustina, Kurniasih Shabilli, Andika Mazid Shabilli Silvia Merdikawati Simbolon, Zulfan Khairil Siti Nurasiah, Siti Sri Untari Puji Rejeki Sriatun Sriatun Subhina, Yusma Suci Fitriani, Suci Sugeng Sapto Surjono Sukmawati Abdullah Sulmiyati Sulmiyati Suntoko, Suntoko Susilawati, Fidar Syahmi, Wahilman Syahrini, Elvira Syahrul Azmi Taufik, Yani Taufiq Taufiq Tirani, Nia Triyogo Varianto, Yohanes Ardhito Utama, Gusneli Waluyo, Danang Wanandi, Hafidh Rizki Wasariana, Wasariana Widdha Mellyssa Widi Purwianingsih Wulansari, Reni Wunawarsih, Ima Astuty Yani, Lilis Yassir Yassir Yenny Novita Yusman, Yusman