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Classification Methods in Sentiment Analysis of Customers Statisfaction as a Services Improvement Strategy Wiwin Windihastuty; Yani Prabowo; M.N. Farid Thoha
Proceeding of the International Conference on Management, Entrepreneurship, and Business Vol. 1 No. 1 (2024): June : Proceeding of the International Conference on Management, Entrepreneursh
Publisher : Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61132/icmeb.v1i1.74

Abstract

Customer satisfaction is a crucial indicator in assessing the quality of a company's products, services and overall experience. This research aims to identify the level of customer satisfaction and optimize the available data for effective use in sentiment analysis. In this study, we analyzed 4,353 customer reviews collected over the past year, with 3,481 reviews used as training data and 871 reviews as testing data. The analysis process was conducted using the Cross-Industry Standard Process for Data Mining (CRISP-DM) approach and leveraged the Logistic Regression algorithm to build a predictive model. Model evaluation using the confusion matrix yielded an accuracy of 94.60%, a precision of 94.26%, and a recall of 94.60%. The analysis was conducted using Jupyter Notebook and the Python programming language. The results indicate that sentiment analysis is effective in identifying and predicting customer satisfaction levels, which in turn can help a company’s products improve its service strategies. The optimization of previously underutilized data now provides deeper insights into customer perceptions and expectations, enabling the company to make more targeted decisions and enhance overall customer satisfaction.
Smart Gardening Berbasis IoT Menggunakan Pengendali Mikro ESP32 Serta Protokol Komunikasi Modbus Yani Prabowo; Tatang Wirawan Wisnuadji; Yan Everhard; Daffa Putra
OKTAL : Jurnal Ilmu Komputer dan Sains Vol 2 No 09 (2023): OKTAL : Jurnal Ilmu Komputer Dan Sains
Publisher : CV. Multi Kreasi Media

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

Abstract

The internet has now become part of human life both in villages and cities, as long as it is still accessible by cellular communication networks, the internet will be easily accessible, by anyone as long as they have a device, this internet will hereinafter be called the Internet of Things (IoT), this internet in addition to providing Various information can also be used for control systems or control systems. To utilize the Internet, you need a device that has access to the internet network, the ESP32 microcontroller is one of the microcontrollers that can be used to access the internet, with this microcontroller it can also be used as a controller which can receive data from the environment and then process the data according to the embedded program. . It is possible that the microcontroller can be applied in plantations, how to create a minimum system design based on an ESP32 microcontroller with communication capabilities via the internet to be applied in plantations. The method in this research is the design and minimum design of a microcontroller-based system and how to integrate between microcontroller-based IoT devices and how SCADA protocols and technology can be implemented as a reliable system.
PENGGUNAAN ANTENA GRID UNTUK OPTIMASI JARINGAN INTERNET: PENGGUNAAN ANTENA GRID UNTUK OPTIMASI JARINGAN INTERNET Ryan, Mohamad; Broto, Suwasti; Prabowo, Yani; Wisjhnuadji, TW
Prosiding Seminar Nasional Teknologi Informasi, Mekatronika, dan Ilmu Komputer Vol 1 (2022): Sentimeter 2022
Publisher : Prosiding Seminar Nasional Teknologi Informasi, Mekatronika, dan Ilmu Komputer

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

Abstract

Lemahnya sinyal wireless yang digunakan sebagai link transmisi gelombang radio akan menyebabkan kinerja yang kurang baik pada perangkat pendukung komunikasi jaringan internet. Kondisi ini sering terjadi pada daerah daerah tertentu dimana lokasinya berada jauh dari jangkauan sinyal yag dipancarkan oleh BTS. Jika hasil pengukuran kekuatan sinyal transmisi wireless berada diantara -100dBm s/d -9,0dBm maka sinyal transmisi dikategorikan pada kondisi yang lemah, sehingga kemungkinan terjadinya error dalam transmisi data menjadi tinggi. Sedangkan sinyal yang memiliki kekuatan diatas -80dBm dapat dikategorikan sebagai sinyal transmisi yang kuat. Maka untuk meningkatkan kualitas sinyal transmisi wireless dapat diwujudkan dengan melakukan rancang bangun perangkat berupa prototipe Antena-Grid yang mampu memfokuskan kekuatan sinyal transmisi pada suatu titik fokus sehingga sinyal yang dikumpulkan pada titik fokus antena mengalami pengingkatan gain, sehingga kapasitas data yang dapat disalurkan mengalami peningkatan , baik pada arah uplink maupun arah downlink. Pengukuran dilakukan dengan 2 Aplikasi berbasis wireless , yaitu Network Cell Info dan Open signal , masing masing percobaan dilakukan selama 5 hari untuk mendapatkan data pengukuran kekuatan sinyal yang terbaik , Hasil yang diperoleh adalah adanya peningkatan dalam dalam kekuatan sinyal trasmisi yang diperoleh berada dalam range -80dBm sampai -70dBm, yang merupakan sinyal yang dapat dikategorikan kuat. Selain itu kecepatan transfer data berada dalam range 2,8 Mbps sampai 4,8 Mbps, yang merupakan kecepatan yang cukup baik jika digunakan untuk mentransmisikan data internet.
Penerapan Teknologi Recycling Aquaculture System (RAS) Dalam Pemeliharaan Benih Sidat Berbasis Ekonomi Digital Berkelanjutan bagi Kelompok Sidat Banten Martini; Windihastuty, Wiwin; Prabowo, Yani
Poltanesa Vol 23 No 1 (2022): Juni 2022
Publisher : P3KM Politeknik Pertanian Negeri Samarinda

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51967/tanesa.v23i1.1249

Abstract

Dalam melakukan kegiatan penangkapan benih sidat hingga pemasaran, terkendala masalah, seperti: Tingginya angka kematian benih sidat hasil tangkapan karena alat tangkap yang tidak layak dan tempat penampungan yang masih sangat minim hanya berupa kotak styrofoam dengan aerator serta kurangnya pengetahuan cara pemeliharaan dan penanganan benih sidat yang baik, Pemasaran yang belum terbuka, hanya mengandalkan dari mulut ke mulut, hal ini mengakibatkan banyak pembudayaan yang tidak mengetahui keberadaan benih sidat di Desa Sukamanah, Belum adanya pencatatan hasil penangkapan dan hasil penjualan, Produksi sidat dan pemeliharaan yang belum Optimal. Kegiatan ini akan mengangkat permasalahan pada masyarakat pesisir di Desa Sukamanah agar Kelompok Sidat Banten agar dapat terus berkembang dengan memberikan solusi dan metode pelaksanaan, seperti: Menerapkan teknologi tepat guna dalam pemeliharaan yaitu dengan Teknologi Recycling Aquaculture System (RAS), Mengganti alat tangkap dengan yang baru dan yang lebih layak, Memberikan penyuluhan, bimbingan dan pendampingan cara memelihara yang baik agar benih sidat dapat terjaga kondisinya, Membangun e-Commerce untuk membantu meningkatkan perluasan pemasaran dengan informasi secara digitalisasi yang dapat diakses oleh masyarakat luas melalui internet. Dalam mencapai target untuk memecahkan permasalahan, program yang dilakukan adalah : Menerapkan Teknologi Recycling Aquaculture System (RAS) untuk menekan mortalitas benih sidat, Menyiapkan alat tangkap benih sidat baru sesuai standar agar benih sidat tidak terluka saat ditangkap, Memberikan pendampingan cara pemeliharaan dengan teknologi RAS secara berkelanjutan, Membangun e-Commerce berbasis website, untuk memperluas hasil produksi dan pemasaran, baik untuk pasar Pulau Jawa maupun pasar luar Pulau Jawa, Kelompok sidat banten yang terlatih dalam memproduksi dan memelihara Sidat yang baik.
Rancang Bangun Pompa Hidraulik RAM (Hindram) untuk Mengairi Sawah di Desa Gunung Bunder Bogor Prabowo, Yani; Windihastuty, Wiwin; Purnawan, Peby Wahyu; Broto, Suwasti
Poltanesa Vol 23 No 2 (2022): Desember 2022
Publisher : P3KM Politeknik Pertanian Negeri Samarinda

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51967/tanesa.v23i2.1267

Abstract

Gunung Bunder adalah sebuah desa yang berada di Kecamatan Pamijahan, Bogor, Jawa Barat. Mata pencaharian masyarakat Desa Gunung Bunder adalah sebagai petani dan peternak. Desa Gunung Bunder II yang terletak di wilayah pegunungan, menjadikan desa ini hampir tidak pernah memiliki permasalahan dengan ketersediaan air. Air dalam sistem pertanian dan kehidupan masyarakat sangat memegang peranan terpenting, akan tetapi kurangnya pengetahuan masyarakat Desa Gunung Bunder dalam mengelola air sungai masih sangat kurang, sehingga aliran air sungai yang debitnya cukup besar belum dipergunakan dengan maksimal. Berdasarkan hal tersebut, dalam melakukan kegiatan pertanian, Masyarakat Desa Gunung Bunder terkendala masalah, seperti; keberadaan debit air sangat tidak menentu, hampir semua aliran air berada dibawah lahan pertanian sehingga diperlukan pompa untuk menaikan air sungai. Permasalahan dapat diatasi dengan membuat pompa hidran yang berguna untuk menaikan air dari sungai ke lokasi yang lebih tinggi tanpa menggunakan tenaga listrik atau mesin, air yang disedot pompa hidran akan disesuaikan dengan kebutuhan pertanian, Menginstalasi pompa hidran sebagai teknologi ramah lingkungan tanpa menggunakan sumber daya listrik. Desa Gunung Bunder menjadi desa yang ramah lingkungan dalam mengolah sumber daya alamnya. Dengan penerapan teknologi pompa hidran diharapkan dapat memperbanyak hasil pertanian dan perkebunan sehingga dapat meningkatkan perekonomian dan kesejahteraan masyarakat serta dapat berkontribusi dalam membangun Desa
Optimization Automatic Irrigation Model for Urban Forests Based on Internet of Thing Yani Prabowo; Wiwin Windihastuty; Jan Everhart R
Poltanesa Vol 26 No 1 (2025): June 2025
Publisher : P3KM Politeknik Pertanian Negeri Samarinda

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51967/tanesa.v26i1.3274

Abstract

Irrigation is one of the important factors in the agricultural and plantation industries. In addition, irrigation is also important for watering city parks and urban forests. Irrigation is needed to maintain water availability. Based on this, proper water management efforts are needed, especially for irrigation that is carried out conventionally because it is inefficient so that it requires a lot of water that does not match the needs. Conventional irrigation also takes a lot of time just to irrigate plants so that it is less effective for large and relatively large areas. For this reason, technology is needed that automatically carries out irrigation effectively and efficiently. This community service aims to be implemented in the Pondok Labu city forest which currently requires automatic watering to make it easier to carry out irrigation which can later be monitored. The system used in this study is automatic irrigation based on the Internet of Things (IoT). Automation uses Arduino Mega Pro Mini and other supporting components. Watering can be done automatically according to schedule or if the soil conditions are dry and stop watering on soil that shows moisture. Automatic irrigation can also be monitored using a smartphone by utilizing a smartphone application.
Optimizing Millennial Farmers' Harvest Results by Maximizing Internet of Things Programs in Lamongan Regency Emmy Hamidah; Saifuddin Zuhri; Idum Satia Santi; Etty Sri Hertini; Yani Prabowo
Reslaj: Religion Education Social Laa Roiba Journal Vol. 7 No. 5 (2025): RESLAJ: Religion Education Social Laa Roiba Journal
Publisher : Intitut Agama Islam Nasional Laa Roiba Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47467/reslaj.v7i5.7978

Abstract

                This study is a type of qualitative research with a descriptive approach, namely an approach that describes one by one the main topics in this study. The topics in this study are related to Millennial Farmers, the Internet of Things, and agricultural production results used in this study. The data used in this study are secondary data that researchers obtained indirectly through scientific articles, books, magazines, and other sources used in this study. The data obtained were analyzed by stages of data collection, data selection, data reduction, and drawing conclusions with a more complete explanation in the results and discussion sections. Why is it the choice of millennial farmers? Because millennial farmers are the generation that is most sensitive to and literate in technology. In addition, millennial farmers have a longer term to develop compared to previous generations. In addition, why should it be Lamongan district? Because Lamongan is the largest rice contributor in East Java.
INTRODUCTION OF LORA COMMUNICATION SYSTEM AND REMOTE CONTROL SYSTEM IN AGRICULTURAL AUTOMATION WITH INTERNET OF THINGS Yani Prabowo; Jan Everhard Riwurohi; Wiwin Windihastuti; Fuad Hasan
Journal of Computer Science Advancements Vol. 3 No. 2 (2025)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70177/jsca.v3i2.2230

Abstract

This research focuses on the integration of LoRa (Long Range) communication system and remote control system in agricultural automation with Internet of Things (IoT) using ESP32 microcontroller, Arduino nano and STM32 aims to improve the efficiency of intelligent agricultural management. LoRa is used as a long-range wireless communication protocol to collect data from sensors that are widely distributed in agricultural land, such as soil moisture sensors, temperature. The ESP32 microcontroller functions as the main controller that processes data from sensors and sends it in real-time to the control center via the LoRa network. Modbus is used as a standard serial communication protocol to connect sensors, actuators and other devices, thus ensuring compatibility between devices. In addition, Node-RED is used as a graphical interface (GUI) to manage data flow, control automation processes, and provide real-time data visualization to users. The results of this research are a stable integration system between sensor systems and communication systems. The novelty of this research is the integration of LoRa, ESP32, Modbus, and Node-RED to create a reliable and efficient agricultural automation system, enabling remote management of irrigation, fertilization, and environmental monitoring, thereby increasing agricultural productivity and optimizing resource use.
STEM to STEM: Integrating Applied Mathematics with Visual Arts to Enhance Creative Thingking in Higher Education Yani Prabowo; Kardina Metha Rozhana; Antonius Alam Wicaksono; Firsta Bagus Sugiharto; Kailie Maharjan
Journal of Social Science Utilizing Technology Vol. 2 No. 4 (2024)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70177/jssut.v2i4.1615

Abstract

Background. The integration of Science, Technology, Engineering, and Mathematics (STEM) with the Arts, forming STEAM, has gained attention as an approach to enhance creative thinking and interdisciplinary learning in higher education. While STEM disciplines emphasize analytical and problem-solving skills, the inclusion of visual arts fosters innovation and creativity, preparing students for complex, real-world challenges. Purpose. This study explores the integration of applied mathematics with visual arts as a STEAM approach to enhance creative thinking in higher education. Method. The research adopts a mixed-method design, combining quantitative and qualitative methods to assess the impact of a STEAM-based curriculum. A quasi-experimental study was conducted with 120 undergraduate students divided into experimental and control groups. The experimental group engaged in interdisciplinary projects combining mathematical modeling with artistic design, while the control group followed a traditional STEM curriculum. Creativity was measured using the Torrance Tests of Creative Thinking (TTCT) and student reflections. Results. The findings reveal that the experimental group demonstrated a 40% improvement in creative thinking scores compared to the control group. Qualitative data indicated that students in the experimental group exhibited greater engagement, motivation, and ability to connect abstract mathematical concepts with practical, creative applications. Challenges included time management and adapting to interdisciplinary methodologies. Conclusion. The study concludes that integrating applied mathematics with visual arts in a STEAM-based curriculum significantly enhances creative thinking. This approach fosters interdisciplinary collaboration, innovation, and engagement among students. Future research should explore its scalability across diverse educational settings and disciplines.
RANCANG BANGUN SISTEM PENGENDALI SUHU BARREL PADA MESIN SINGLE SCREW EXTRUDER MENGGUNAKAN METODE PID BERBASIS ESP32 Yani Prabowo; Anwar Rifai; Jan Everhard
SKANIKA: Sistem Komputer dan Teknik Informatika Vol 9 No 2 (2026): Jurnal SKANIKA Juli 2026
Publisher : Universitas Budi Luhur

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36080/skanika.v9i2.3773

Abstract

Barrel temperature stability is a crucial factor in the polymer extrusion process, as temperature fluctuations directly affect melt viscosity and final product quality. This study designed a temperature control system for a single-screw extruder using an ESP32 microcontroller to compare the performance of the Proportional-Integral-Derivative (PID) method against a system without control (open loop). The research methodology involved testing various screw rotation speeds from 50 to 200 RPM to observe barrel temperature stability and melt homogeneity. The determination of the PID parameters in this study was based on the evaluation of the open-loop system's thermal response mapping, yielding optimal tuning values of Kp = 4.8, Ki = 0.09, and Kd = 55. The test results showed that the system without control experienced temperature fluctuations of ±8–12°C, while the PID controller successfully maintained temperature stability with a low deviation of ±1–3°C. Furthermore, the PID system was able to automatically compensate for temperature increases caused by material friction at high speeds. The implementation of PID control was proven to increase thermal stability by up to 80% compared to conventional systems. These results demonstrate that the use of PID algorithms on microcontrollers ensures a more precise and stable plastic extrusion process compared to traditional methods.