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Penerapan Algoritma K-Nearest Neighbors untuk Klasifikasi Kualitas Air Minum Jansen, Jansen; Tanova, Cariven; Dariel, Dariel; Marciano, Marciano; Maulana, Ade
JDMIS: Journal of Data Mining and Information Systems Vol. 3 No. 2 (2025): August 2025
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v3i2.4513

Abstract

This study aims to classify drinking water potability based on physical and chemical parameters using the K-Nearest Neighbors (KNN) algorithm. The dataset, sourced from the Kaggle platform, contains 100,000 water samples with nine key attributes, including pH, hardness, total dissolved solids (TDS), sulfate, chloramines, conductivity, organic carbon, trihalomethanes, and turbidity. The target label is potability, indicating whether the water is safe (1) or unsafe (0) for consumption. The preprocessing steps included normalization and splitting the data into training and testing sets. The KNN model was trained by experimenting with various K values to achieve optimal performance. Evaluation using a confusion matrix showed that the model achieved an accuracy of 78%. For the potable class, the model reached a precision of 72%, recall of 91%, and F1-score of 81%. For the non-potable class, it achieved a precision of 88%, recall of 65%, and F1-score of 75%. Although the model tends to misclassify unsafe water as safe, overall performance is promising. These findings suggest that the KNN algorithm can serve as an effective classification approach and has potential for application in automated water quality monitoring systems.
Peningkatan Produksi Dan Pemasaran Melalui Smart Greenhouse Dan Content Marketing Strategy Untuk Urban Farmer Hidroponik Ade Maulana; Okky Putra Barus; Haryati; Aditya Kristanto; Derick Chainatra; Winar Joko Alexander
Jurnal Pengabdian kepada Masyarakat Nusantara Vol. 4 No. 4 (2023): Jurnal Pengabdian kepada Masyarakat Nusantara (JPkMN)
Publisher : Lembaga Dongan Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Syifa Hidroponik, sebuah Usaha Mikro, Kecil, dan Menengah (UMKM) yang bergerak dalam budidaya hidroponik, didirikan oleh Ir. Suardi Raden pada tahun 2014, menghadapi tantangan dalam manajemen produksi dan pemasaran. Pendekatan Pengabdian kepada Masyarakat telah diambil untuk mengatasi masalah-masalah ini. Di bidang produksi, solusi telah diterapkan untuk meningkatkan pengelolaan kualitas air, pemberian nutrisi yang tepat, perlindungan tanaman dari kontaminasi dan hama, serta pengendalian suhu dan kelembapan. Hasilnya, kualitas air telah ditingkatkan, pemahaman tentang nutrisi tanaman meningkat, perlindungan tanaman diperkuat, dan suhu serta kelembapan terkontrol secara efisien. Di bidang pemasaran, strategi pemasaran konten yang lebih tepat telah diterapkan dengan mengidentifikasi target pasar yang spesifik, memberikan pelatihan, dan memanfaatkan berbagai platform media sosial. Hasilnya adalah peningkatan lalu lintas media sosial, pengunjung situs web, dan penggunaan iklan digital. Implementasi ini telah memberikan manfaat signifikan bagi Syifa Hidroponik dengan meningkatkan penjualan dan daya saing di pasar. Secara keseluruhan, pendekatan Pengabdian kepada Masyarakat telah membantu Syifa Hidroponik mengatasi masalah produksi dan meningkatkan strategi pemasaran, dengan dampak positif pada kualitas produksi dan pertumbuhan bisnis.
Rancang Bangun Mesin Pengemasan Pupuk Kompos Limbah Penyulingan Minyak Kayu Putih Berbasis Sistem Kendali PLC Maulana, Ade; Rahmat, Saepul; Prima Dewi, Riyani
Infotekmesin Vol 16 No 1 (2025): Infotekmesin: Januari 2025
Publisher : P3M Politeknik Negeri Cilacap

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35970/infotekmesin.v16i1.2475

Abstract

Ujungmanik Village has a eucalyptus oil distillery with essential oil products produced of 100 kg per year. The problem is that the waste from the eucalyptus oil distillation, in the form of twigs and leaves from the eucalyptus oil distillation, accumulates and reduces the production area. The purpose of this study was to design a eucalyptus waste compost fertilizer packaging machine with the addition of a load cell sensor. The method used in making this compost fertilizer packaging machine is a PLC control system for the packaging section and ESP8266 is used to control the load cell sensor for weighing during the packaging process. The test results show that the eucalyptus oil distillation waste compost fertilizer packaging machine based on the PLC control system is capable of packaging 1000-gram organic fertilizer by the load cell sensor and is capable of packaging 10 plastic bags. Based on the monitoring results through the Blynk application, the packaging has an average value of 994.1 grams and an error percentage of 2.1%
Digitalizing MSME Financial Recording in Medan: The Development and Implementation of a User-Centered POS System Barus, Okky Putra; Maulana, Ade; Sinaga, Triandes
Engagement: Jurnal Pengabdian Kepada Masyarakat Vol. 9 No. 2 (2025): November 2025
Publisher : Asosiasi Dosen Pengembang Masyarajat (ADPEMAS) Forum Komunikasi Dosen Peneliti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29062/engagement.v9i2.2143

Abstract

This community engagement project aimed to address operational challenges faced by Micro, Small, and Medium Enterprises (MSMEs) through an integrated Point of Sales (POS) system. A case study at Akane Beauty Studio and Salon used a User-Centered Design (UCD) and Rapid Application Development (RAD) approach, managed under the PMBOK framework. The implementation yielded a significant impact on operational efficiency, notably reducing transaction time from over one minute to under one minute. A comparison of the workflow also showed improvement, with a manual process that previously took four minutes now being completed in two minutes. User Acceptance Testing (UAT) confirmed the system was fully functional and easy to use. This project demonstrates that a user-centric digital solution can tangibly improve the efficiency, data accuracy, and business sustainability of MSMEs.
Co-Authors Abdul Kholik, Muhamad Abdul Munif Adhitya Pratama, Yudhistira Adi Ganda Putra Aditya Kristanto Albert, Brian Alifiana Safitri Allyssa Zahra Azizah Salsabilla Angkasa, Verrel Apriani Handayani Arief Firmanto Arifin, A. Zainul Asima Manurung Barus, Okky Putra Brian Ramadhan Cahyadi, Rico Calista Chandra Calvin Wendy Chai, Christopher Alexander Chainatra, Derick Chandra Dwiaji, Yudhi Chandra, Carissa Chenardy, John Michael Churul Ain Yahya Cuaca, Davidsen Dariel, Dariel Darmana, Vicky Davidsen Cuaca Derick Chainatra Djoko Hananto Dulianto, Des Elrico Tanto Jaya Fachri Darmawan Fajar Hidayanto, Fajar Felix, Owen Fernand William Citra Firda Auliatunnajah Florenza Jovana Gunawan, Jason Andrew Gustyaanto Firgiawan Halim, Daniel Lexandrosth Halim, Marcello Stevin Harefa, Ade May Luky Haryati Iis Aisyah Jansen, Jansen Jason, Jason Joli, Angelika Kevin Aditya Santoso Khairullah Tulfah Lee, James Rafferty Marciano, Marciano Maruf, Fachdika Neza Mitasari Muhamad Ramadien Rizki Darmawan Muyassar Ahmad Taqy Nababan, Adli Abdillah Nababan, Arif Hamied Natalie, Vellyn Naufal Febrian Nazdan Rosidin Nazwa Lintang Seina Nugraha, Evan Owen Felix Pangaribuan, Jefri Junifer Patra, Oviyan Perani Rosyani Phan, Wincent Coleus Prima Dewi, Riyani Putra, Purwa Hasan Rahmat, Ariz Abiyyu Retno Tri Purnamasari, Retno Tri Rico Cahyadi Rizkiansyah, Aprila Rizky Imam Saputra Roselin, Vanesia Rosita Darianty Sabrina Jovanka Saepul Rahmat, Saepul Samsoni Santie Adhy, Muchamad Rendy Simwim, Gilbert Januar Slamet Supriyadi Stephanie Stephanie Sunario, Imelda Suryana, Hendy Sutanto, Jefferson Tanoto, Jackie Tanova, Cariven Tantono, Calvin Tjonadi, Callista Topan Padilla Malik Triandes Sinaga Veny Masullah Wijaya, Frans Wijaya, Khellyn Viorensa Wimbrayardi Wimbrayardi Winar Joko Alexander Yudhistira Adhitya Pratama Yusuf, Amirul