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Robusta London Coffee Price Forecasting Analysis Using Recurrent Neural Network – Long Short Term Memory (RNN – LSTM) Nosa, Ferzy Tryanda; Kurniasari, Dian; Amanto, Amanto; Warsono, Warsono
Jurnal Transformatika Vol. 20 No. 2 (2023): January 2023
Publisher : Jurusan Teknologi Informasi Universitas Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26623/transformatika.v20i2.5482

Abstract

Coffee price forecasting has a significant role in preventing price fluctuations at a time. Therefore, a method is needed that can be used to forecast the price of coffee. This study discusses the analysis of coffee price forecasting using the Recurrent Neural Network – Long Short-Term Memory (RNN – LSTM) method. This study will be determined the best LSTM model that aims to get the results of forecasting the price of London robusta coffee with the smallest  Root Mean Square Error (RMSE) and Mean Absolute Percentage Error (MAPE) values. Using the LSTM model with units of 128 and dropouts of 0.1, forecasting the price of London robusta coffee has an RMSE value of 1,303 and MAPE of 3.53%. Therefore, the LSTM model can indicate the cost of London robusta coffee with an accuracy rate of 96.47%. 
KARAKTERISTIK AERODINAMIKA AIRFOIL NACA 0015 DAN NACA 4415 MELALUI KAJIAN EKSPERIMENTAL DAN SIMULASI NUMERIK Suramta, Suramta; Bintoro, Carolus; Warsono, Warsono
SINERGI POLMED: Jurnal Ilmiah Teknik Mesin Vol. 6 No. 2 (2025): Edisi Agustus
Publisher : Politeknik Negeri Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51510/sinergipolmed.v6i2.2264

Abstract

Penelitian tentang airfoil terus berkembang untuk meningkatkan performa aerodinamika, khususnya dalam menghasilkan gaya angkat yang lebih besar sehingga pesawat dapat mengangkut beban dengan lebih mudah. Analisis performa aerodinamika pada penampang airfoil menjadi hal yang sangat penting untuk menentukan gaya angkat maksimum serta berbagai gaya lain yang bekerja pada penampang tersebut. Pengujian model Airfoil NACA dapat dilakukan melalui dua pendekatan, yaitu metode eksperimen dan metode komputasi. Dibandingkan dengan metode eksperimen, metode komputasi lebih efisien karena tidak memerlukan ruang pengujian yang besar dan dapat menghemat waktu secara signifikan. Penelitian ini membahas karakteristik aerodinamika airfoil simetris NACA 0015 dan tidak simetris NACA 4415 melalui analisis numerik menggunakan CFD NUMECA dan eksperimen di wind tunnel. Penelitian dilakukan dengan variasi sudut serang 0o, 2o, 6o, 8o, 10o, 12o, 14o, 16o dan 18o untuk mengamati distribusi kecepatan, tekanan, koefisien gaya angkat, dan koefisien gaya hambat. Hasilnya menunjukkan peningkatan sudut serang memengaruhi gaya angkat dan gaya hambat pada kedua airfoil. Titik separasi aliran pada NACA 0015 terjadi pada sudut 10o komputasi dan 14o eksperimen, sedangkan pada NACA 4415 pada sudut 12o komputasi dan 14o eksperimen. Pola distribusi gaya angkat dan gaya hambat dari kedua metode menunjukkan kecenderungan yang serupa, sehingga dapat disimpulkan semulasi numerik memiliki prediksi yang akurat.
PENGARUH KUALITAS PRODUK, LIFESTYLE DAN DIGITALISASI TERHADAP KEPUTUSAN PEMBELIAN PRODUK SKINCARE PADA MARKETPLACE SHOPEE DI JAKARTA Rahman, Arif; Ariandi, Fajri; Arista, Roynaldi; Utama, Dani Chandra; Warsono, Warsono
JURNAL LENTERA BISNIS Vol. 14 No. 2 (2025): JURNAL LENTERA BISNIS, MEI 2025
Publisher : POLITEKNIK LP3I JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34127/jrlab.v14i2.1710

Abstract

The millennial generation in Indonesia today is not only keeping up-to-date with technology, but also with fashion and skincare products. Besides gadgets and fashion, skincare is one of the most sought-after products by the younger generation. This is because it is relatively easy to find and obtain affordable, high-quality skincare products on marketplaces and e-commerce platforms like Shopee. The purpose of this study is to examine and analyze the influence of product quality, lifestyle, and digitalization on purchasing decisions. The research method used was a quantitative approach with accidental sampling, and a sample size of 150 respondents. The results indicate that the variables of product quality, lifestyle, and digitalization have a positive and significant influence on consumer purchasing decisions, both simultaneously and partially.
ROBUST CLUSTERING OF COVID-19 PANDEMIC WORLDWIDE Wibowo, Rizki Agung; Nisa, Khoirin; Venelia, Hilda; Warsono, Warsono
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 16 No 2 (2022): BAREKENG: Jurnal Ilmu Matematika dan Terapan
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (459.524 KB) | DOI: 10.30598/barekengvol16iss2pp687-694

Abstract

COVID-19 pandemic is described as the most challenging crisis that humans have faced since World War II. From December 2019 until August 2021 based on the dataset provided by WHO, globally 219 countries in the world are affected by this virus. There are 205.338.159 cases cumulative total and 4.333.094 death cumulative total caused by this virus. In this paper, the data of 219 countries are analyzed using a robust clustering method namely K-Medoids cluster analysis. Based on the result, 219 countries in the world can be divided into five clusters based on four COVID-19-related variables, i.e. the number of cases cumulative total, death cumulative total, positive cases per capita, and case fatality rate. The distribution of the countries in five clusters was as follows; the first cluster contained 48 countries, the second cluster contained 3 countries, the third and fourth clusters contained 16 and 89 countries respectively, and the last cluster contained 63 countries. The largest cluster is the fourth one, containing countries that form a cluster with a centroid below the world average, and the smallest cluster is the second cluster with the high cases in all attributes, consisting of the USA, India, and Brazil.
PERFORMANCE OF THE ACCURACY OF FORECASTING THE CONSUMER PRICE INDEX USING THE GARCH AND ANN METHODS Kurniasari, Dian; Mukhlisin, Zaenal; Wamiliana, Wamiliana; Warsono, Warsono
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 17 No 2 (2023): BAREKENG: Journal of Mathematics and Its Applications
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol17iss2pp0931-0944

Abstract

The Consumer Price Index (CPI) is the most widely used indicator of the inflation rate. Then, the value of CPI in the future must be known to be the basis of the government's making appropriate and accurate policies. The CPI data used in this study was taken from the Central Statistics Agency (BPS) from January 2006 - to December 2021. The CPI data used has a data pattern containing symptoms of heteroskedasticity. To overcome the symptoms of heteroskedasticity, the author uses the GARCH and ANN methods to determine the value of CPI in the future. The GARCH method can overcome the symptoms of heteroskedasticity in the time series forecasting process, while ANN is an effective method in time series forecasting because of its high level of accuracy. In this study, mape error calculation results were obtained with the ARIMA model (4,2,2)~GARCH(1.1) of 3.19% or with an accuracy of 96.81%, and ANN using two hidden layers of 1.24% or with an accuracy of 98.76%. Thus, the results of this study show that the ANN method is the best method of forecasting Consumer Price Index (CPI) data.
Pengaruh Lingkungan Kerja Dan Motivasi Kerja Terhadap Kinerja Karyawan Pada PT Swakarya Insan Mandiri Rachmawati, Devi; Warsono, Warsono
ULIL ALBAB : Jurnal Ilmiah Multidisiplin Vol. 4 No. 11: Oktober 2025
Publisher : CV. Ulil Albab Corp

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56799/jim.v4i11.12166

Abstract

Perusahaan didirikan dengan tujuan utama untuk memperoleh keuntungan. Dalam mencapai tujuan tersebut, kinerja karyawan menjadi faktor penting yang menentukan keberhasilan perusahaan. Karya ilmiah ini menggunakan metode kuantitatif statistik untuk mengetahui ada atau tidaknya pengaruh lingkungan kerja dan motivasi kerja terhadap kinerja karyawan PT Swakarya Insan Mandiri. Populasi penelitian ini adalah seluruh karyawan dibagian collection PT Swakarya Insan Mandiri sebanyak 50 karyawan. Penelitian ini menggunakan metode sensus atau sampel jenuh. Metode pengumpulan data dilakukan melalui observasi, studi dokumentasi, dan kuesioner. Penelitian ini menggunakan beberapa pengujian yaitu uji kualitas data, uji asumsi klasik, uji hipotesis, dan uji koefisien determinasi (R2). Hasil penelitian menunjukan bahwa lingkungan kerja berpengaruh signifikan secara parsial atau terpisah terhadap kinerja karyawan PT Swakarya Insan Mandiri, motivasi kerja berpengaruh signifikan secara parsial atau terpisah terhadap kinerja karyawan PT Swakarya Insan Mandiri, dan secara simultan atau bersama-sama lingkungan kerja dan motivasi kerja berpengaruh signifikan terhadap kinerja karyawan PT Swakarya Insan Mandiri. Koefisien determinasi (R2) sebasar 0,746 artinya bahwa 74,6% variabel kinerja karyawan dapat dijelaskan oleh lingkungan kerja dan motivasi kerja sedangkan sebanyak 25,4% dijelaskan oleh variabel lain yang tidak diteliti dalam penelitian ini.
Taking Care of Unity at St. Albertus Catholic Senior High School Malang Yuliarti, Agnes Pradini; Warsono, Warsono; Sarmini, Sarmini
The Indonesian Journal of Social Studies Vol 4 No 2 (2021): December
Publisher : Universitas Negeri Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26740/ijss.v4n2.p49-56

Abstract

This study aims to explore the representation of multicultural values contained in the school activities This study uses the perspective of James A. Banks multicultural education to identify multicultural values, while Peter L. Berger's theory of Social Construction to focus on how multicultural values are represented through school activities as an effort to nurture diversity.  The analysis in this study used the case study research method of Robert K. Yin. The results of this (1) representation of multiculual values in St. Albertus Catholic High School Malang, among others: tolerance, mutual respect and coexistence. (2) The multicultural values shall be represented through school activities shaded by the student and Pastoral Care departments as well as religious and ethical learning. Knowledge of multicultural values and the implementation of school activities based on the Carmel Spirituality Principle can practically be used as a school effort to implement multicultural policies in order to care for the bestiality at St Albertus Catholic High School Malang 
Perubahan Perilaku melalui Reward and Punishment di Program Sekolah Rizqiyah , Halimatur; Warsono, Warsono; Jacky, Muhammad
The Indonesian Journal of Social Studies Vol 4 No 2 (2021): December
Publisher : Universitas Negeri Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26740/ijss.v4n2.p31-39

Abstract

According to behaviorism theory, reward and punishment are needed to encourage desired behavior and prevent unwanted behavior. Rewards will be given to students who successfully implement the program and punishment will be given to students who violate or do not carry out the program properly. This study aims to determine the effect of giving rewards and punishments through a program called “Kata-Kata Berharga” on the behavior of ex-student of a junior high school in the Bangkalan area. The theory used in this research is the stimulus and response theory of B. F Skinner. The research is an ex-post-facto. Data analysis used simple linear regression which later showed that this program greatly influenced the behavior change of the ex-student of the junior high school, as seen from Rcount>Rtable which is 0.745>0.246. The balance between reward and punishment can create a sense of security and reward at the same time, according to the theory of motivation in Maslow's hierarchy of needs.
Penguatan Capacity Building Berbasis Nilai-Nilai Pancasila di Lembaga Adat Desa Kayu Kebek, Kecamatan Tutur, Kabupaten Pasuruan Listyaningsih, Listyaningsih; Warsono, Warsono; Setyawati, Raden Roro Nanik; Sari, Maya Mustika Kartika; Habibah, Siti Maizul; Sari, Beti Indah; Suprianto, Edy
Jurnal Medika: Medika Vol. 4 No. 4 (2025)
Publisher : LPPM Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/sagfcs88

Abstract

Indigenous institutions have an important position in maintaining social order and local cultural identity in the midst of ongoing social change. This community service aims to strengthen the capacity of customary institutions in Kayu Kebek Village, Tutur District, Pasuruan Regency through a capacity building approach that is integrated with Pancasila values. Activities are carried out through participatory observation, institutional training, workshops on Pancasila values, and assistance in strengthening the organizational structure. The results of this activity show that the integration of Pancasila values in strengthening customary institutions can increase community participation, strengthen institutional identity, and create synergy between local and national values. This strengthening is an important foundation in creating socio-cultural resilience based on local wisdom.
Pengembangan Perangkat Pembelajaran Model Cooperative Tipe Two Stay Two Stray Berbasis Tradisi Upacara Benyaru untuk Meningkatkan Kompetensi Peserta Hidayati, Yuni Nur; Warsono, Warsono; Basuki, Ismet
EDUKASIA Jurnal Pendidikan dan Pembelajaran Vol. 4 No. 2 (2023): Edukasia: Jurnal Pendidikan dan Pembelajaran
Publisher : LP. Ma'arif Janggan Magetan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62775/edukasia.v4i2.557

Abstract

This research aims to develop learning tools using the Two Stay Two Stray Cooperative Model Based on the Benyaru Ceremony Tradition to Improve Participants' Competence. This study uses a development design adopted from 4D design, namely Define, Design, Develop and Disseminate. The results of the development show that the progress achieved on the LKS instrument has produced teaching materials and lesson plans that meet the criteria. valid and can be used as a learning tool. The results of the research attitude competency test show an increase in learning outcomes at SMPN 1 Long Ikis (which is used as an exam school) as well as at SMPN 2 Long Ikis and SMPN 5 Long Ikis. The knowledge competency research shows better learning outcomes both at SMPN 1 Long Ikis, as well as at SMPN 2 Long Ikis and SMPN 5 Long Ikis, this supports this. This is clear because the attitude scores and learning outcomes have exceeded the KKM. Based on the attitude competency test, learning outcomes have increased at SMPN 1 Long Ikis (which was used as a trial school) as well as at SMPN 2 Long Ikis and SMPN 5 Long Ikis.
Co-Authors Abdul Ayiz Abdul Hamid Abdurrachman Faridi Abdurrahman Faridi Afifi, Ruhana Agnes Widyaningrum Agung, Leni Yulinda Kesuma Agus Satmoko Adi Agus Solehudin Ahmad Fadhil Imran Aisyah, Rizka Nur Akbar Tukan, Ramdya Akmal Junaidi Ali Haidar Amanto Amanto AMINUDDIN KASDI Amperawaty, Anis Amperawaty, Anis Anggraini, Garin Ocshela Antonio, Yeftanus Aprilani, Susi Arani, Arani Ardy Prabasiwi, Evita Ardy Prabasiwi, Evita arief yanto, arief Arif Rahman Arina Yuliarti, Arina Arista, Roynaldi Asih Widi Lestari Audina, Sely Ayu Tresna Yunita Aziz, Muhammad Faris Abdil Bahana Aditya Adnan BAMBANG SURATMAN Bambang Widagdo BASUKI RAHMAD Bintoro, Carolus BUDI SETIAWAN Cahyani, Amalia Dwi Nur Cahyo Sasmito Dani Chandra Utama Daniarti, Dian Dery Purnama Saefudin Dewi, Nuna Mustikawati Dian Kurniasari Diana Tambunan Djoko Sutopo Dwi Anggani Linggar Bharati Dwi Rukmini Ektadinata, Sendy Natasya Via Aura Ellyana, Ellyana Erdi Suroso Euis Erlin F, Rizqi Amalia F, Rizqi Amalia Fahmi, Faradisa Yuanita Fajri Ariandi Faradila, Sita Nur Faticha, Dewi Faticha, Dewi Faulina, Naflah Fauziah, Meli Fauziah, Meli Fauziyatur Rohmah Febrianto, Nazala Wahyu Febrianto, Nazala Wahyu Fika Fitriasari Firman, Salabila Nararya Firtiati, Sri Wuli Firtiati, Sri Wuli Fitri Ani, Fitri Fitria, Azila Nurul Fitria, Trisonia Fitriyani, Sefty Hanida FX Sri Sadewo Hadi, Dholiful Hadi, Normi Abdul Haidar, Muhammad Ali Hariyanto, Shofan Harmanto Harmanto Hasriana Hasriana, Hasriana Hdiana, Yazid Zinedine Hendrasari, Widya Kurnia Herindri Samodera Utami, Bernadhita Herlan, Hasta Herry Mulyono Hidayah, Rekti Nurul Huda, Mi'rojul Ifadloh, Nur Iis Siti Aisyah Ilmiyati, Nur Inti Englishtina Irfan Maulana, Irfan Irfan, Miftahul Irwan, Raden Ismet Basuki Isna Fitria Agustina Issy Yuliasri Jani Januar Januarius Mujiyanto, Januarius Junaidi Junaidi Kaldicson, Alno Khairun Nisa Khalim, Abdul Khalim, Abdul Khayati, Iftitah Khayati, Iftitah Khoirin Nisa Komarudin, M. Koriyah, Nisa Ul Kristiani, Isti Kristiani, Isti Lailatul Badriyah Listyaningsih Listyaningsih Lumbanraja, Favorisen R Maharani, Suri Mala Nurilmala Marbangun, Melasari Febrianti Mardlatillah, Mardlatillah Mariyatul Qiptiyah, Mariyatul Maulana, Mas Dafri MAYA MUSTIKA KARTIKA SARI, MAYA Miftakhul Ulum, Miftakhul Muchammad Budiono, Muchammad MUHAMMAD JACKY Muhammad Turhan Yani Mukaromah, Hana Mufidatul Mukhlisin, Zaenal Mulyoho, Adi Sadewo Murni Wahyanti, C. Murni Wahyanti, C. Mursid Saleh Mustofa Usman Nabillah, Adinar Zahra Najihah, Najihah Nasution Nasution Nisa, Rizki Khoirun Nosa, Ferzy Tryanda Notiragayu, Notiragayu Novita, Ely Nuansa Bayu Segara Nugroho Hari Purnomo Nur Chamidah Nur Hidayat, Wahyu Nurfitria, Aziza Ramadhani Nurul Jannah Nurwijayanti Oksiana Jatiningsih Pahlevi, Sekar Ranis Anggita Pahlevi, Sekar Ranis Anggita Pangaribuan, Zekson Pangesti, Glorifya Julita Prihantoro, Nur Achmad Priyambodo Priyambodo Puspitasari, Vivanti Putri, Dian Puspita Eka Putri, Zahra Nabilah Rachmawati, Anita Rachmawati, Devi Rafdiono, M Naufal Ammar Rafika, Rahmi Rafika, Rahmi Raihandhany, Reza Ramadhani, Putri Salsabila Ramatillah, Diana Laila Rawati, Widya Yeni Rendy A.P, Dwi Bagus Retno Apriliyanti Ria Andriani Rizki Agung Wibowo Rizqiyah , Halimatur Rofitri, Desta Rosidi, Muhammad Rain Rr Nanik Setyowati Rudi Hartono Rusitati, Elly Lestari Saefudin, Dery Purnama Safitri, Irma Andriani Aji Salamah, Masning Salsabila, Anindya Dafa Santie, Firda Nur Rahma Sari, Beti Indah Sarmini Sarmini Savitri, Andini Syita Selan, I'anatul Muhtaromah Setiawan, Noferdis Setyawan, FX Arinto Setyawati, Dewi Setyawati, Raden Roro Nanik Setyowati, Raden Roro Nanik Siti Maizul Habibah Siti Nuraeni, Siti Soetriono Soetriono Solihah, Yuni Awalaturrohmah Solihah, Yuni Awalaturrohmah Sri Ratna Sulistiyanti Sri Wuli Fitriati Subur, Hikmayani Suciati, Indah Sugeng Wardoyo Sujito Sujito Sukma Perdana Prasetya Sunardi Sunardi Sunarto Sunarto Suparmin Suparmin Suparno Suparno Suramta Suramta Susan, Susandari Syabrinildi, Syabrinildi Syarifah Syarifah, Syarifah Tarina Dashela Taruna, Helmi Ivan Thohari, Habib Nihla Trias Septianingsih, Trias Triyono Bramantyo Usep Suparman Usmi, Rianda Utami, Redita Dwi Veithzal Rivai Zainal Venelia, Hilda Vika, Laila Vika Safitri Viona, Rachel Ocha W, Widhiyanto Wahyono Wahyono Wahyuni, Dita Eka Wahyuningtyas, Ellvina Pramitadewi Walidaini, Lulu Wamiliana Wamiliana Wardhani Utami Dewi Waspodo Tjipto Subroto Winajat, Uden Winanda, Lutgardis Dianika wisnu wisnu, wisnu Wulandari, Oktavia Nur Yuli Ardianto, Yuli Yuliani, Widya Yuliani, Widya Yulianto, Iwan Yuliarti, Agnes Pradini Yuni Nur Hidayati Yuni, Dede Zahroh, Rahil Virginia Az