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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 Abdullah, Ahmad Zaidi bin Abdurrahman, Dede Abdurrazaq Abdurrazaq, Abdurrazaq Adipratiwi, Nadia Afni Khadijah Agil Al Fatah, Muhammad Akbar, Muhammad Ramzil Akhyar Akhyar Al Usrah, Cut Rizka Alfikri Siregar, Tio Nanda Alhadi, Sahrul Alhadi, Syahrul Ali Djamhuri Almutawallid, Almutawallid Alya, Nauriel Amirullah -, Amirullah Andik Bintoro 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 Arnawan Hasibuan Askarov, Rafael Asmawati Asmawati Aulia, Annisa Rizka Awaluddin Hamzah Azhar Azhar Bahtiar Bahtiar Bakhtiar Bakhtiar Bakri Yusuf, Bakri Bashir, Yuslan Buana, Tjandra Chaniago, Fransisko Darman Darman Daru Winarti, Daru Daud, L Dedi Fariadi Dedi Sastradika Dewi Fortuna Dewi Hasanah Dian Agustina Dima, Darsilan Djoko Kisworo 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 Fatihah, Nurul Hidayat S.Kom. Fazilla, Dian Fikram, Roy Fitriani Fitriani Fitriani, Nurul Fujiko, Masita Furda, Yani Prihatina Furqan, M Ginting, Rachel Ardana Putra Gusnarib, Gusnarib habibah, ummi Halfin, La Ode Hariati Lestari Harmadi Harmadi Hartina Batoa Harun, Hamzah Hasriati Hasriati, Hasriati Hendrawaty Hendrawaty, Hendrawaty Hendriani, Sutri Husaini Husaini Husna, Muflihun Bil Huzaeni, Huzaeni Idrus Salam Iqbal, Lailul Irakusuma, Ratna Nur Fatimah Irfansyah Irfansyah Irham Irham Iskandar Iskandar Iskandar, Andi Dheviani Oksaputri Islamy, Jalin Atma Isnani Isnani Isnian, Sitti Nur Isra, Raihan Jamaluddin, Aisyah Jayadisastra, Yoenita Jazila, Ulfa Jessica, Melia K, Rahmana Emran Kembaren, Emmia Tambarta KHADAFI, MUHAMMAD Laila Nazirah Lesnida, Lesnida Mahdi Mahdi, Mahdi Mahlil, Mahlil Mahmud MY Maknuun. S, Lu’luil Mardin, Mardin Mega Bagus Herlambang Meilvinasvita, Dwi Meutia, Rizka Dwi Misbahul Jannah Mistiani, Wiwin MISYKAT MALIK IBRAHIM Mitha Mitha, Mitha Mualla, Said Mufida, Nabila Muhammad Aswar Limi Muhammad Davi Muhammad Hanafi Muhammad Isra Muhammad Muhammad Muhammad Nasir Mukhlisin, Kharazzi Munirwan Zani, Munirwan Munza, Luthfia Musadar Mappasomba Nasyratullah, Fadillah Neneng Hasanah Neni, Neni Nilahayati Nirwan Nirwan Niya, Wa Ode Nur NL, Puspa Dewi Noferianto Sitompul Noferianto Sitompul Nugraha Syafroni, Roni Nurakmalinda, Nurakmalinda Nurarifah, Rina Nurhaliza, Nurhaliza NURHAYU MALIK, NURHAYU Nuryani Rustaman Oktaviani, Revina Dwi Paratu, Inda PARLUHUTAN, PARLUHUTAN Parto, Parto Pransiska, Susy Purnama, Boby Yasman Purwanti, Rahayu Endah Putu Arimbawa, Putu R. Rusli Rahayu, Besse Resky Rahmad Hidayat Rahmani, Dirratu Rahmayanti Rahmayanti Raihan Putri Raiyan, Muhammad Ramadani, Syah Putri Rela, Iskandar Zainuddin Rifai Rizkiani, Firliah Rosnini, Wa Ode Sitti S. Anhar, Ades Safira, Putri Julia Safriadi Safriadi Said Said, Said Sakunti, Sri Ramdayeni Saputra, Ikra 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 Sriatun Sriatun Subhina, Yusma Suci Fitriani, Suci Sugeng Sapto Surjono Sukmawati Abdullah Sulmiyati Sulmiyati Suntoko, Suntoko Susilawati, Fidar 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 Yassir Yassir Yusman, Yusman