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PENERAPAN MOVING AVERAGE PADA PREDIKSI PENJUALAN ACCU Azis, Adi Khoirul; Kustanto, Kustanto
Jurnal Teknologi Informasi dan Komunikasi (TIKomSiN) Vol 11, No 1 (2023): Jurnal TIKomSiN, Vol. 11, No. 1, April 2023
Publisher : STMIK Sinar Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30646/tikomsin.v11i1.722

Abstract

The problem faced by TIO ACCU is the difficulty of providing stock according to consumer needed, it caused every month has difference sale of product.  The purpose of this research is to create a battery sales prediction system using the Moving Average method. The Moving Average algorithm used for past sales data doesn’t has seasonal trends or elements. This method is applied to predict the number of battery sales in future periods. The results from 5 periods and validity test with 31 sales data for the MAD method is 3.90, for the MSE method is 20.09, and for the MAPE method is 7.72%. Meanwhile, the results of calculation 7 periods with validity test of 29 sales data for the MAD method is 3.70, the MSE method is 18.90, and for the MAPE method is 7.28%. The test results of the battery sales prediction system using the Moving Average method have run well and optimally with accuracy rate of 92.28% for 5-period predictions and 92.72% for 7-period predictions can be classified as very good criteria, because it has an error rate of less than 10%. 
Peningkatan kompetensi pengelolaan sistem operasi Linux Red Hat di SMK Muhammadiyah 2 Sukoharjo Yudanto, Bramasto Wiryawan; Kustanto, Kustanto
SOROT : Jurnal Pengabdian Kepada Masyarakat Vol 4 No 1 (2025): Januari
Publisher : Fakultas Teknik dan Ilmu Komputer (FASTIKOM) UNSIQ

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32699/sorot.v4i1.8553

Abstract

The increasing need for information systems at this time also coincides with the demand for reliable server infrastructure provider services, in order to produce maximum Information Technology services, IT human resources are needed who are able to manage server infrastructure optimally (Sirait, 2018). The vocational school educational institution with the TKJ major currently produces graduates who have an impact on fulfilling human resources in the field of IT services. The current level of mastery of the latest Linux technology which is still low in vocational school institutions majoring in TKJ can have an impact on the quality of skills possessed by vocational school graduates, therefore up-to-date Linux learning resources are needed so that vocational school graduates have competencies that are in line with the needs of the current IT industry.
IMPLEMENTASI GOOGLE ML KIT UNTUK LIVENESS DETECTION DALAM SISTEM FACE RECOGNITION: ANALISIS KINERJA DAN KEAMANAN PADA APLIKASI MOBILE Hartanto, Budi; Yudanto, Bramasto Wiryawan; Kustanto, Kustanto
Biner : Jurnal Ilmiah Informatika dan Komputer Vol 4 No 1 (2025): Januari
Publisher : Program Studi Teknik Informatika, Fakultas Teknik dan Ilmu Komputer, Universitas Sains Al-Qur'an

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32699/biner.v4i1.8870

Abstract

Penelitian ini mengkaji implementasi Google ML Kit untuk deteksi liveness dalam sistem pengenalan wajah pada aplikasi mobile dengan tujuan untuk meningkatkan keamanan aplikasi dan mencegah ancaman spoofing. Pengenalan wajah telah banyak diterapkan dalam berbagai aplikasi, namun kerentanannya terhadap serangan menggunakan foto atau video statis menimbulkan tantangan besar dalam hal keamanan. Oleh karena itu, deteksi liveness yang mengidentifikasi apakah wajah yang dikenali merupakan wajah hidup menjadi sangat penting. Penelitian ini fokus pada integrasi teknologi liveness detection dalam pengenalan wajah menggunakan Google ML Kit, yang memungkinkan aplikasi mobile untuk mendeteksi gerakan kepala (geleng kanan, kiri) dan kedipan mata sebagai indikator wajah yang hidup. Hasil implementasi menunjukkan bahwa sistem dapat mencapai akurasi tinggi dengan kecepatan pengenalan yang baik, serta mampu mengurangi potensi serangan spoofing. Penelitian ini memberikan kontribusi pada pengembangan aplikasi mobile yang lebih aman dan dapat diandalkan dalam pengenalan wajah, dengan memastikan bahwa sistem tidak hanya mengenali wajah, tetapi juga memastikan bahwa wajah tersebut adalah wajah yang hidup.
Sosialisasi Pengolahan Data Anggota Koperasi Dan Simpan Pinjam Untuk Meningkatkan Efisiensi dan Transparansi Santi, Indyah Hartami; Kustanto, Kustanto
Jurnal Pengabdian Masyarakat: Pemberdayaan, Inovasi dan Perubahan Vol 5, No 6 (2025): JPM: Pemberdayaan, Inovasi dan Perubahan
Publisher : Penerbit Widina, Widina Media Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59818/jpm.v5i6.2294

Abstract

The Mangoentanan Cooperative has significant potential for empowering its members economically. However, member data management and savings and loan transaction processes are still carried out conventionally (manual recording in a ledger), which carries a high risk of errors in calculations and inefficiencies. The purpose of this community service activity is to socialize and train the administrators and members of the Mangoentanan Cooperative in using a web-based application to digitize member data processing and savings and loan transactions. This activity applies a technology-based participatory approach, which combines theoretical socialization and direct practice (hands-on training) using a web-based cooperative application. The training focused on the administrators and members of the cooperative to ensure they have adequate technical skills in operating the new system. Evaluation of participant responses was conducted to measure acceptance and readiness to use the application. The evaluation results showed a very positive level of acceptance towards the application implementation. 85% of participants stated that the application facilitated transaction recording, and 78% stated that they were ready to use the application as the cooperative's main system. Furthermore, 90% of participants proposed further training to explore other features. The evaluation results showed a very positive level of acceptance towards the application implementation. 85% of participants stated that the application facilitated transaction recording, and 78% stated that they were ready to use the application as the cooperative's main system. Furthermore, 90% of participants proposed further training to explore other features. The digitalization of cooperatives through web-based applications has proven to accelerate and simplify the management of member data and savings and loan transactions, making the recording and reporting process more efficient, accurate, and accessible. The implementation of this technology substantially increases the transparency and accountability of cooperatives, as digital data supports easy auditing and the preparation of reliable, real-time reports.ABSTRAKKoperasi Mangoentanan memiliki potensi signifikan dalam pemberdayaan ekonomi anggota. Namun, pengelolaan data anggota dan proses transaksi simpan pinjam masih dilakukan secara konvensional (pencatatan manual di buku besar), yang berisiko tinggi menyebabkan kekeliruan dalam perhitungan dan inefisiensi. Tujuan dari kegiatan pengabdian masyarakat ini adalah untuk mensosialisasikan dan melatih pengurus serta anggota Koperasi Mangoentanan dalam menggunakan aplikasi berbasis web untuk digitalisasi pengolahan data anggota dan transaksi simpan pinjam Kegiatan ini menerapkan pendekatan partisipatif berbasis teknologi, yang mengombinasikan sosialisasi teoretis dan praktik langsung (hands-on training) menggunakan aplikasi koperasi berbasis web. Pelatihan difokuskan pada pengurus dan anggota koperasi untuk memastikan mereka memiliki keterampilan teknis yang memadai dalam mengoperasikan sistem baru. Evaluasi respons peserta dilakukan untuk mengukur penerimaan dan kesiapan penggunaan aplikasi. Hasil evaluasi menunjukkan tingkat penerimaan yang sangat positif terhadap implementasi aplikasi. Sebanyak 85% peserta menyatakan bahwa aplikasi tersebut memudahkan pencatatan transaksi, dan 78% menyatakan siap menggunakan aplikasi sebagai sistem utama koperasi. Selain itu, 90% peserta mengusulkan adanya pelatihan lanjutan untuk eksplorasi fitur-fitur lainnya Digitalisasi koperasi melalui aplikasi berbasis web terbukti mampu mempercepat dan mempermudah pengelolaan data anggota serta transaksi simpan pinjam, menjadikan proses pencatatan dan pelaporan lebih efisien, akurat, dan mudah diakses. Penerapan teknologi ini secara substantif meningkatkan transparansi dan akuntabilitas koperasi, karena data digital mendukung kemudahan audit dan penyusunan laporan real-time yang tepercaya.