Memprediksi Harga Komoditas Cabe Menggunakan Metode Backpropagation di Wilayah Kota Payakumbuh
DOI:
https://doi.org/10.35134/komtekinfo.v8i1.96Keywords:
Artificial Intelligence, Artificial Neural Networks, Reverse Propagation, Price Prediction, Chili PredictionAbstract
Chili is one of the spices needed by the majority of Indonesian people. These high needs have an impact on the price of this agricultural commodity which has become very fluctuated. This study, uses the backpropagation method to predict chilli prices in Payakumbuh City, with data sourced from the Badan Pusat Statistik Kota Payakumbuh. The data format are weekly chilli price data for the period 2014 to 2019. Data variables are arranged into time series forms with 4 input values from each week per year, and 1 target value. From the test results obtained the MSE value (Mean Squared Error) of 0.00118 with prediction accuracy of 98.56%. The results of this study can prove that Artificial Neural Networks using the backpropagation method can predict commodity prices for chilli in Payakumbuh City with a good level of accuracy, so that it can be used for the following year.
References
Lesnussa, Y. A., Sinay, L. J. and Idah, M. R. (2017) „Aplikasi Jaringan Saraf Tiruan Backpropagation untuk Penyebaran Penyakit Demam Berdarah Dengue (DBD) di Kota Ambon‟, Jurnal Matematika Integratif, 13(2), p. 63. doi: 10.24198/jmi.v13.n2.11811.63-72.
Nur Hudha Wijaya, Indah Soesanti, E. F. (2017) „Klasifikasi Suara Jantung Menggunakan Neural Network Backpropagation Berbasis Ciri Statitis‟, pp. 89–96. Pamungkas, W. W. et al. (2018) „Pemodelan Statistical Control Detection Adaptive (SCDA) Untuk Monitoring Dan Prediksi Volume Produksi Crude Palm Oil (CPO) Nasional‟, Jurnal Teknologi Industri Pertanian, 27(1), pp. 1–8. Peole, I.
N., Ratianingsih, R. and Lusiyanti, D. (2018) „Mengkaji Perilaku Harga Komoditi Pangan Di Kota Palu Menggunakan Metode Backpropagation‟, Jurnal Ilmiah Matematika Dan Terapan, 15(1), pp. 58–68. doi: 10.22487/2540766x.2018.v15.i1.10199.
Pujianto, A., Kusrini, K. and Sunyoto, A. (2018) „Perancangan Sistem Pendukung Keputusan Untuk Prediksi Penerima Beasiswa Menggunakan Metode Neural Network Backpropagation‟, Jurnal Teknologi Informasi dan Ilmu Komputer, 5(2), p. 157. doi: 10.25126/jtiik.201852631


