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Enhanced Semarang batik classification using deep learning: a comparative study of CNN architectures Winarno, Edy; Solichan, Achmad; Putra Ramdani, Aditya; Hadikurniawati, Wiwien; Septiarini, Anindita; Hamdani, Hamdani
Bulletin of Electrical Engineering and Informatics Vol 14, No 5: October 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i5.9347

Abstract

Batik is an important part of Indonesia’s cultural heritage, with each region producing unique designs. In Central Java, Semarang is known for its distinctive batik patterns that reflect rich local traditions. However, many people are still unfamiliar with these designs, which threatens their preservation. This study develops an automated system to classify Semarang batik patterns, showing how technology can help safeguard cultural heritage. A convolutional neural network (CNN) approach was used to recognize ten batik types, including Asem Arang, Asem Sinom, Asem Warak, Blekok, Blekok Warak, Gambang Semarangan, and Kembang Sepatu. Pre-processing steps—such as image resizing, cropping, flipping, and rotation—improved model performance and reduced complexity. Five CNN architectures (MobileNetV2, ResNet-50, DenseNet-121, VGG-16, and EfficientNetB4) were tested using 224×224 input size, Adam optimizer, ReLU activation, and categorical cross-entropy loss. Results show VGG-16, ResNet-50, and DenseNet-121 achieved perfect accuracy (1.0) on a dataset of 3,000 locally collected images. These findings highlight CNN models’ strong potential for batik pattern recognition, supporting digital preservation of Indonesian culture.
Design and Build a Water Pump Control System Using a Monitoring System Based on Telegram Communication Muntasiroh, Laily; Solichan, Achmad; Ikhwanuddin, Muhammad
Jambura Journal of Electrical and Electronics Engineering Vol 6, No 2 (2024): Juli - Desember 2024
Publisher : Electrical Engineering Department Faculty of Engineering State University of Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/jjeee.v6i2.24604

Abstract

creatures which is very important in a everyday, therefore ensuring that there is always water available in the reservoir is very important. However, in the process of controlling and monitoring water in the reservoir there are several problems, for example the location of the reservoir is on the top floor of the building and access is too difficult for monitoring the water reservoir. By designing a water pump control system with NodeMCU ESP 8266 using a Telegram communication-based monitoring system, system design using research and development methods can provide solutions and resolve existing problems. Via Smartphone, computer or laptop you can control water pumps and monitor water levels based on Telegram communication anytime and anywhere with Internet of Things (IoT) technology. Using an ultrasonic sensor type HC-SR04 to detect the water level in the reservoir, the process with the NodeMCU ESP 8266 board can be controlled and monitored using the Telegram massager application. The design has been carried out to test the function of every aspect of the components used, such as manual control, automatic systems, results read by ultrasonic sensors, Telegram communications and Telegram notifications that can run and optimally.   
Kalibrasi Sensor TDS Menggunakan Metode Regresi Linear untuk Sistem Kontrol Nutrisi Hidroponik Berbasis IoT Dava Abi Wardhana; Achmad Solichan; Aris Kiswanto
Jurnal Teknik Informatika dan Teknologi Informasi Vol. 5 No. 1 (2025): April: Jurnal Teknik Informatika dan Teknologi Informasi
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jutiti.v5i1.6094

Abstract

Modern agriculture faces increasingly complex challenges that demand innovative technological solutions to improve efficiency, precision, and sustainability. The Internet of Things (IoT) offers significant potential for agricultural automation, particularly in hydroponic cultivation systems. This study presents the design and development of an IoT-based automatic nutrient control and monitoring system for vertical hydroponics. The system utilizes an ESP32 microcontroller to regulate the distribution of nutrient solutions enriched with essential macro- and micronutrients. Nutrient concentration is measured as Total Dissolved Solids (TDS) and monitored in real time through the Blynk mobile application. Users can operate the system in either automatic or manual mode. Experimental results show that the developed prototype achieves high accuracy in TDS measurement, with an average accuracy of 97.38%, and effectively maintains nutrient concentration within the desired range. The proposed system demonstrates reliable control performance and contributes to enhancing nutrient delivery precision, productivity, and land-use efficiency in modern smart farming practices.
Deteksi Kerentanan SQL Injection pada Website Menggunakan Vulnerability Assessment Nova Christina Sari; Achmad Solichan; Basirudin Ansor; Aditya Putra Ramdani; Muhammad Zainudin Al Amin; Mulil Khaira; Auliya Rohman Riquelme Al Ubaidah
Journal of Data Insights Vol 2 No 1 (2024): Journal of Data Insights
Publisher : Department of Sains Data UNIMUS Universitas Muhammadiyah Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26714/jodi.v2i1.393

Abstract

Website merupakan sumber informasi yang terus berkembang mengikuti perkembangan teknologi dimasa sekarang, dan penggunaan website telah banyak diterapkan di berbagai bidang. Penggunaan cyber security berkembang sangat pesan mengikuti perkembangan teknologi dan penelitian-penelitian dalam tema cyber security semakin banyak. Metode vulnerability asesement dalam penelitian ini digunakan untuk melakukan scanning terhadap suatu website untuk mendeteksi kerentananan website tersebut terhadap SQL Injection. SQL Injection. SQL Injection merupakan salah satu teknik peretasan dengan cara menyalahgunakan celah keamanan yang ada di lapisan SQL berbasis data pada suatu aplikasi atau website. Vulnerability scanner menggunakan Zap, memberikan hasil 22 alert, 3 diantaranya memiliki kerentanan yang tinggi (high risk). Hasil dari kerentanan website memiliki SQL Injenction yang tinggi. Terdapat 5 dari 10 ancaman yang terdapat pada OWASP Top 10
PEREKAMAN DATA SENSOR KE GOOGLE SHEETS MENGGUNAKAN SISTEM MIKROPENGENDALI ATMEGA16A DAN APLIKASI SERVER Arief Hendra Saptadi; Achmad Solichan
MEDIA ELEKTRIKA Vol 9, No 2 (2016): MEDIA ELEKTRIKA
Publisher : PSRE UNIMUS

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (572.689 KB) | DOI: 10.26714/me.v9i2.2442

Abstract

There are various occasions where data taken from field measurements need to be stored remotely, but yet accessible from many places and by any means. The emergence of online data storage for documents such as Google Docs had made it possible to build a system that acquires data from sensors and stores them as an online document accessible anywhere. The purpose of this research is to develop a system prototype to store and display data from the result of measurements toGoogle Sheets through the use of ATmega16A microcontroller system and a server application. The proposed system consists of a data acquisition unit, a PC that acts as a server and web services. The data acquisition unit is made up from an ATmega16A microcontroller, LM35 astemperature sensor, photoresistor for light intensity measurement and FT232RL module for serial communication. Application server that runs on a PC is written in Processing programming language.The web services being used are Temboo and Google Sheets. From the test results it can be concluded that data acquisition unit had been able to transmit data to PC via serial communication, the server application was successfully built in terms of interface design and functionalities and a table in Google Sheets had been capable to store measurement results and display them correctly. In order to deliver a sense of real-time measurement, it is advisable to add a real-time clock chip module to microcontroller system such that the momentthe data arrive from sensors is recorded. The server application can be improved by the addition of local data logging feature to anticipate the loss of data caused by disturbances during onlinetransmission. Keywords: Data Logging, Sensors, Google Sheets, ATmega16A, Server Application
Penerapan Sistem Presensi Pintar dengan Fingerprint Berbasis IoT untuk Mendukung Digitalisasi Manajemen Kehadiran Siswa Al Amin, Muhammad Zainudin; Solichan, Achmad; Sari, Nova Christina; Winarno, Edy; Ansor, Basirudin; Ramdani, Aditya Putra; Zulfikar, M. Fiqri; Nabilah, Alfa Hikmatun; Bani, Yasyifa Nur
Journal of Appropriate Technology for Community Services Vol. 7 No. 2 (2026)
Publisher : Universitas Islam Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20885/jattec.vol7.iss2.art8

Abstract

Transformasi digital di bidang pendidikan mendorong pemanfaatan teknologi untuk meningkatkan efisiensi pengelolaan administrasi sekolah, khususnya dalam pencatatan kehadiran siswa. Namun, sebagian sekolah masih menggunakan sistem absensi manual yang rentan terhadap kesalahan pencatatan, manipulasi data, serta keterlambatan pelaporan. Kegiatan pengabdian kepada masyarakat ini bertujuan untuk merancang dan mengimplementasikan sistem presensi pintar berbasis Internet of Things (IoT) dengan autentikasi biometrik fingerprint di SMK Negeri 1 Tuntang. Metode pelaksanaan dilakukan melalui tahapan observasi, identifikasi masalah, pelatihan dan pendampingan, implementasi sistem, serta monitoring dan evaluasi. Hasil implementasi menunjukkan bahwa sistem dapat berfungsi dengan baik dan mampu meningkatkan efisiensi pengelolaan presensi. Evaluasi melalui survei kepuasan pengguna menggunakan skala Likert menunjukkan nilai rata-rata kepuasan guru sebesar 4,19 dengan indeks 83,81%, serta nilai rata-rata kepuasan siswa sebesar 4,61 dengan indeks 92,23%. Hasil tersebut menunjukkan bahwa sistem presensi berbasis fingerprint diterima dengan sangat baik oleh pengguna dan efektif dalam meningkatkan akurasi, efisiensi, serta transparansi pengelolaan kehadiran di lingkungan sekolah.
Optocoupler Sensor Optimization for an Arduino Nano–Based Ocean Current Velocity Measurement System Ahmad Syah Masud Baihaqi; Achmad Solichan; Laily Muntasiroh
Jambura Journal of Electrical and Electronics Engineering Vol 8, No 1 (2026): Januari - Juni 2026
Publisher : Electrical Engineering Department Faculty of Engineering State University of Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/jjeee.v8i1.32897

Abstract

This study aims to optimize the use of an optocoupler sensor in an Arduino Nano–based ocean current velocity measurement device that is simple, cost-effective, and sufficiently accurate. The measurement system employs a propeller mechanism driven by ocean currents, where the optocoupler sensor detects rotational pulses and the Arduino Nano processes the data to calculate current velocity. The research methodology includes hardware design, software development, and performance evaluation. A comparative testing method was conducted by comparing the measurement results of the developed device with those obtained from a standard ocean current measurement instrument as a reference. Initial test results indicated measurement deviations with an average error of 13.54%, influenced by technical factors such as sensor orientation relative to flow direction, water depth, current turbulence, and data acquisition delay.
Media Pembelajaran Interaktif untuk Mengoptimalkan Pembelajaran Sanggar Belajar di Malaysia Achmad Solichan; Nova Christina Sari; Dhendra Marutho; Aditya Putra Ramdani; Muhammad Zainudin Al Amin; Basirudin Ansor; Arviza Puterizahra
Jurnal Hilirisasi Technology kepada Masyarakat (SITECHMAS) Vol. 6 No. 2 (2025): Vol. 6 No. 2 Oktober 2025
Publisher : Politeknik Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32497/sitechmas.v6i2.6131

Abstract

Dalam era digital yang terus berkembang, penggunaan teknologi dalam pendidikan telah menjadi semakin penting. Salah satunya di negara Malaysia, banyak sanggar belajar berusaha untuk mengintegrasikan teknologi dalam metode pengajaran mereka untuk meningkatkan efektivitas pembelajaran. Salah satu inovasi yang menjanjikan adalah penggunaan media pembelajaran interaktif melalui aplikasi permainan. Media pembelajaran interaktif menawarkan berbagai keunggulan dalam proses belajar-mengajar. Metode ini mampu menarik minat siswa melalui elemen interaktif dan gamifikasi, yang dapat membuat proses belajar menjadi lebih menyenangkan dan memotivasi dapat lebih cenderung untuk terlibat aktif dalam pembelajaran dan dapat meningkatkan retensi informasi. Aplikasi permainan sebagai media pembelajaran juga memberikan kesempatan untuk pembelajaran yang lebih personalisasi. Siswa dapat belajar sesuai dengan kecepatan mereka sendiri dan mendapatkan umpan balik langsung, yang membantu mereka memahami konsep dengan lebih baik. Pengabdian masyarakat di sanggar belajar Malaysia berlangsung dengan sangat baik. Motivasi guru dan siswa dalam proses pembelajaran interaktif, meningkat. Peningkatan hasil dari pembelajaran interaktif dapat dilihat pada survei hasil kepuasan peserta terhadap metode pembelajaran ini. Survei kepuasaan menghasilkan nilai 19% puas, dan 81% sangat puas, terhadapa kegiatan ini.
Implementasi Flashcard 3d Berbasis Augmented Reality Sebagai Media Pendukung Pembelajaran Klasifikasi Hewan Pada Anak Usia Dini Maulana Sihdi Habibie; Nisa Atthalia; Fahri Fahri; Ahmad Thoriq Alqi Ighafur; Aqib Ainun Najib; Muhammad Zainudin Al Amin; Achmad Solichan; Basirudin Ansor; Nova Christina Sari; Aditya Putra Ramdani
Jurnal Teknologi informasi dan Ilmu Komputer Vol. 2 No. 3 (2026): Juli 2026
Publisher : Nolsatu Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.65258/jutekom.v2.i3.70

Abstract

An Augmented Reality (AR)-based learning application was developed as an interactive visual medium to introduce animal classification to early childhood learners. The application uses flashcards scanned with a device camera to display three-dimensional (3D) objects in real time. This study aims to design and build an AR-based mobile application using Unity and Vuforia as an engaging self-learning tool. Development followed the Multimedia Development Life Cycle (MDLC), comprising concept, design, material collection, assembly, testing, and distribution. Functional black-box testing across 12 scenarios showed a 100% success rate, with all features operating as designed, including menu navigation, marker scanning, and 3D object visualization. Preliminary observations indicated that the visualization increased children's interest and involvement during learning, although this effect has not yet been measured with a validated evaluation instrument. Therefore, the application is considered a practical interactive medium for introducing animal classification based on feeding type - carnivores, herbivores, and omnivores - to young children.
Sistem SOLART Berbasis ESP32 untuk Kendali Otomatis Lampu dan Tirai Berdasarkan Intensitas Cahaya Muhammad Ihsan Wafiudin; Achmad Solichan; Aris Kiswanto
Jurnal Teknik Informatika dan Teknologi Informasi Vol. 6 No. 1 (2026): Jurnal Teknik Informatika dan Teknologi Informasi
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jutiti.v6i2.7623

Abstract

Residential lighting and curtains are commonly controlled independently, limiting daylight utilization and increasing reliance on electric lighting. This study developed SOLART, an ESP32-based local embedded system that integrates automatic lamp switching and curtain actuation using ambient light intensity as the control variable. The prototype employed an LDR-LM393 module, a one-channel relay for a 5 W AC lamp, and a BTS7960 motor driver connected to a DC motor. A rule-based threshold of 100 lx was implemented in Arduino IDE with a two-second sampling interval. Functional and electrical tests were conducted on the controller, sensor, relay, motor driver, motor, and lamp. At 70 lx, the system switched the lamp on and closed the curtain; at 220 lx, it switched the lamp off and opened the curtain. The sensor estimates differed from lux-meter readings by 1.43% and 0.45%, respectively. Relay and motor measurements generally showed deviations below 6%. A 19.39% deviation in the BTS7960 control-voltage reading was attributed to the limitation of measuring a switching or PWM signal with a handheld multimeter and therefore requires oscilloscope verification. The results demonstrate functionally consistent dual-actuator local control without internet dependence, although broader calibration, response-time measurement, and long-term energy testing remain necessary.
Co-Authors - Purnomo - Subronto Aditya Putra Ramdani Aditya Putra Ramdani Aditya Putra Ramdani Ahmad Syah Masud Baihaqi Ahmad Thoriq Alqi Ighafur Al Amin, Muhammad Zainudin Anindita Septiarini, Anindita Apondala Apondala Aqib Ainun Najib Arief Hendra Saptadi Arief Hendra Saptadi Aris Kiswanto Arviza Puterizahra Auliya Rohman Riquelme Al Ubaidah Bani, Yasyifa Nur Basirudin Ansor Basirudin Ansor Basirudin Ansor Dava Abi Wardhana Devina Puspa Wulandari DEWI RAHMAWATI Dhendra Marutho Diaz Aditya Dina Mariani Dini Cahyandari Dwi Sulistyaningsih Edy Winarno Fadli, Rifqi Nur Fahri Fahri Fahri Fahri Febyliana, Eva Fitri Nuroini Fitri Nuroini Hamdani Hamdani Hanif Caesar Rachmad Hanityo Adi Nugroho Heri Suryo Hernanda Afrizal Lisna Gifhari Ikhwanuddin, Muhammad Ilham Yustar Afif Indri Astuti Purwanti Karima Elsami Khoeri - Kilala Mahadewi Laily Muntasiroh Luqman Assaffat M. Toni Prasetyo Mahadewi, Kilala Maulana Sihdi Habibie Moh. Sabiqul Faiz Muchamad Faris Chakim Muhammad Ihsan Wafiudin Muhammad Zainudin Al Amin Muhammad Zainudin Al Amin Mulil Khaira Muntasiroh, Laily Musoffiyah, Nurul Luayli Nabilah, Alfa Hikmatun Naimatul Husna Ni Putu Pramanasari Nisa Atthalia Nova Christina Sari Nova Christina Sari Nova Christina Sari Nova Christina Sari Purnomo . Putra Ramdani, Aditya R. Ery Wibowo Agung Radiktyo Nindyo Sumarno Rohmalia Shoffi Salsabila Rohmatul Fitri Ummumah Rokhani Rokhani* Rudy Haryanto Saefudin, Slamet Samsudi Raharjo Shokhibul Kahfi SRI REJEKI Sri Rejeki Syarif Mahmud Venissa Dian Mawarsari Wiwien Hadikurniawati Zulfikar, M. Fiqri