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Journal : Building of Informatics, Technology and Science

Penerapan EfficiencyNet Untuk Pembuatan Model CNN Pada Klasifikasi Bahasa Isyarat Putri, Amanda Kanaya; Suroso, Suroso; Handayani, Ade Silvia
Building of Informatics, Technology and Science (BITS) Vol 6 No 2 (2024): September 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i2.5592

Abstract

This study discusses the application of EfficientNet architecture in developing a Convolutional Neural Network (CNN) model for sign language classification. Sign language is a vital communication method for the deaf community, but automatic recognition remains a challenge in the field of computer vision. One of the primary issues is the limitation in accuracy and efficiency of models in recognizing complex variations of sign language in real-world conditions. EfficientNet, known for its computational efficiency, is used as a backbone to build a CNN model that can classify sign language letter patterns with high accuracy while remaining lightweight. The dataset used in this study is American Sign Language (ASL) with data augmentation techniques to enhance the variety and quality of the dataset. The dataset comprises 14,740 images of sign language letter patterns from various angles and lighting conditions. Experimental results show that the EfficientNet-based model developed achieves training and validation accuracies of 98.40% with a more efficient model size and inference time. This study demonstrates the significant potential of using EfficientNet in developing sign language classification systems that can be applied to devices with limited resources, such as mobile applications and edge computing. These findings are expected to improve accessibility and social inclusion for the deaf and speech-impaired communities. Thus, this research not only contributes to the field of pattern recognition technology but also to efforts to enhance the quality of life for individuals with communication disabilities through the development of effective and efficient assistive tools.
Implementasi Long Short Term Memory (LSTM) dalam Deteksi Kantuk pada Pengemudi Menggunakan Sensor Detak Jantung Afifah, Inas; Silvia, Ade; Suroso, Suroso
Building of Informatics, Technology and Science (BITS) Vol 6 No 2 (2024): September 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i2.5664

Abstract

Traffic accidents are often caused by drowsiness or negligent sleep, as well the use of alcohol or drugs. Microsleep, which is drowsiness or falling asleep within a few seconds without the driver realizing it, is a dangerous condition that can lead to death while driving. This research aims to implement the Long Short Term Memory (LSTM) algorithm as an early warning of microlsleep in drivers and develop a drowsiness detection tool using a pulse heart rate sensor. LSTM, with its ability to memory long-range information, has proven to be superior in time series prediction and is applied in real-time driver heart rate data analysis. The results show that the implemented LSTM model has good performance in detecting drowsiness, with MAE values of 6.42 in training data and 6.35 in testing data. RMSE of 8.82 for training and 8.33 for testing. MAPE of 8.87% in training data and 8.97% in testing data, and MSE of 77.80 in training data and 69.47 in testing. Thus, the LSTM algorithm is effective in detecting drowsiness in drivers through heart rate data analysis, which can serve as an early warning system to prevent traffic accidents caused by microsleep.
Penerapan Algoritma Yolov3 pada Sistem Cerdas Pendeteksi dan Pengendali Hama Bawang Merah Berbasis IoT As'ad, Avif; Suroso, Suroso; Ciksadan, Ciksadan; Hawayanti, Erni
Building of Informatics, Technology and Science (BITS) Vol 6 No 2 (2024): September 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i2.5697

Abstract

Technological advancements play a crucial role in enhancing the efficiency of modern agriculture, particularly in addressing pest management challenges. This study focuses on the development of an automatic pest detection system for shallot crops using a combination of Arduino Uno microcontroller, ESP32-CAM camera module, and YOLOv3 object detection model. The system is designed to detect pests in real-time through images captured by ESP32-CAM and analyzed using YOLOv3, then provide an automatic response by spraying pesticides only in areas where pests are detected. The study began with the development of hardware and software for the automatic pest detection system. Arduino Uno is used as the main microcontroller to control the entire system, while ESP32-CAM is responsible for capturing images and detecting pests. The YOLOv3 model is trained using the COCO dataset, supplemented with sample images of pests on shallot crops to improve detection accuracy. The training process is conducted using a GPU to speed up model learning. Field tests on shallot crops infested with various types of pests show that this system has a high accuracy rate in detecting pests and effectively provides automatic pesticide spraying responses. The spraying system's effectiveness reaches 93%, ensuring pesticides are sprayed only in areas where pests are detected, thus optimizing pesticide use and reducing negative environmental impacts. This system offers an efficient and environmentally friendly solution for pest control and has significant potential for application in various agricultural scenarios. This research contributes to the improvement of agricultural productivity and the welfare of farmers in Indonesia.
Rancang Bangun Alat Pendeteksi Zat Berbahaya Pada Makanan Berbasis Internet of Things (IoT) Edy, Rizma Ruqayyah; Nurdin, Ali; Suroso, Suroso
Building of Informatics, Technology and Science (BITS) Vol 6 No 2 (2024): September 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i2.5575

Abstract

As technology advances public awareness of food safety is increasing. Food safety is a crucial issue that requires special attention, especially regarding the use of hazardous substances in food. The misuse of these hazardous substances has led to many people suffering from food poisoning, which can cause serious health problems such as shortness of breath, diarrhea, allergies, kidney irritation, and even cancer. Despite many efforts to address this issue, the results have not been satisfactory. Therefore, the aim of this research is to use the Internet of Things (IoT) to design and build a device that can identify hazardous substances in food. This device detects potentially harmful substances using a TCS3200 sensor, which works by detecting the RGB (Red, Green, Blue) frequency values of food samples suspected of containing hazardous substances. The detection data is then sent to a server and the MIT App Inventor application via the internet, allowing real-time monitoring through Android devices. Testing results show that this detection device achieves an accuracy rate of 97.91% with an error margin of 2.09% and can display data in real-time on the Android application. The correlation between RGB values and the concentration of hazardous substances indicates that the higher the content of hazardous substances, the lower the detected RGB values, while higher RGB values indicate a darker color due to the presence of hazardous substances. This device is expected to help the public ensure food safety and raise awareness of the dangers of using hazardous substances. With this device, the public is expected to be more vigilant and protected from potential health risks due to consuming food containing hazardous substances. Additionally, this technology has the potential to be further developed to detect various other types of hazardous contaminants in the future.
Co-Authors A.A. Ketut Agung Cahyawan W AA Sudharmawan, AA Abadi, Slamet Abd. Rasyid Syamsuri Abdi, Nugraha Rangga Abdul Wahab Abu Bakar, Afarulrazi Ade Silvia Handayani Ade Silvia, Ade Adewasti, Adewasti Adi Widodo Afendy Widayat Afifah, Inas Agistiawati, Eva Agmeilia, Irene Friska Agung Mubyarto Agung, M. Zakuan AGUS MULIADI PUTRA, AGUS MULIADI Ahmad Fanani Ahmad Fauji, Ahmad AHMAD JUNAEDI Ahmad Taqwa Akbar, Muhammad Hafidz Ali Nurdin Alvin, Fauzi Aman, Mustar Amanah, Nur Izzah Amelia, Dinda Ananto Aji, Ananto Ananto, Aji Andiani, Anip Andrean, Rio Angela, Flora Patricia Angelica, Ayu Anggela, Flora Fatricia Anggela, Flora Patricia Anggela, Flora Praticia Anggielita, Renata Anggraeni, Nadinda Via Anik Kurniawati Antoro, Landung Malik Anung Suwarno, Anung Apik Budi Santoso Aprilia, Cheni Arti Apriliza, Anggia Nur Apriliza, Anggia Nur Ardhany, Gladys Carissa Ari Fadli Aristasari, Deby Indah Arum Uktiani, Arum Aryati, Ani As'ad, Avif Asriyadi Asriyadi Astari, Fajar Ayu Azis Wisnu Widhi Nugraha Azis, Fareza Putri Baiq Ahda Razula Apriyeni Basuki, Sucipto Benedikta Anna Haulian Siboro Bramasta S, Hanggara Ditto Bregas Widya Pratama, Bregas Widya Buana, Chandra Budi Haryanto Budi Witjaksana, Budi Bursandy, Azimi Bursandy, Azimi Cahyawati, Cici Indah Chidir, Gusli Choirunnisa Choirunnisa, Choirunnisa Ciksadan, Ciksadan Dahlia Dahlia Darmawan, Nabeela Reyhandini Daru Tri Nugroho Dasrina, Dasrina Denny Zebyan, Denny Dermawan, Totok Devy, Rosindi Arta Dewi Ayu Lestari Dewi Liesnoor Setyowati Diana Ariswanti Triningtyas, Diana Ariswanti Diandono Kuntjoro Yoga Dianita Ratna Kusumastuti Difa, M Kelvin Dini Yuniar Safitri, Dini Yuniar Dolly Arthur Siregar, Dolly Arthur Doni Prayogo, Doni Duski Ibrahim, Duski dwi ayu lestari, dwi ayu Dwi Budiyanto Edy Yulianto Edy, Rizma Ruqayyah Eka Susanti Emilia Hesti Endang Wuryandini, Endang Endhar Gilang Pradipta, Endhar Endri, Jon Enjang Suherman Eny Latifah, Eny Erick Fernando B311087192 Erni Suharini Esmijati Esmijati, Esmijati ETI KURNIAWATI Fadhil, Moh Fadhilah, Zikry Fadhli, Mohammad Fadhli Fadlilah, Eva Shofiyatul Fahira, Salma Ridha Fahrudin, Gantar Fitra Farid Firmansyah Farida Asriani Fauzy M.R., Imam Febriyan, Muhammad Fadhiil Fikri, Muhamad Agung Ali Firman Aziz Garnis, Aishah Garnis, Aishah Gatot Wijayanto Gu, Kan Myon Hadi, Hasrul Hafsa, Andi Halim, Nirmala Yunita Hanan, Reihan Fadhil Syah Hari Prasetijo Hari Siswantoro, Hari Hartono Hartono Harwina Widya Astuti Hashin, Muhammad Hishin Al Hawayanti, Erni Hayudini, Magna Anissa A. Hendratri, Bhaswarendra Guntur Heppi Syofya, Heppi Heri Tjahjono Herlan Pratikto Herlidanara, Aldo Jeremia Herman Budiyono Hery Santoso, Muhammad Heryanto Heryanto Hesti Susilawati Hoeruddin, Hoeruddin Hulu, Paulinus Hutagalung, Dhaniel Ibnu Andli Marta Ibnu Ziad, Ibnu Igaa Noviekayati, Igaa Ilala, Oze Dora Inah, Inah Irawan Hadi IRAWAN, FERY Irma Salamah Islami, Qonitath Bella Isrida Yul Arifiana Istajib Kulla Himmy’azz Iswanto, Juni Iwan Harsono Jack H. Syauta Jamal Mahbub Joni Iskandar, Joni Jumiran, Jumiran Jumrotin, Jumrotin Junaidi Junaidi Jushermi Jushermi, Jushermi Karnama, Maman Mulya Karnawi Kamar, Karnawi Khaerus Syahidi Khoirudin, Ahmad Khoirul Muslimin Khoirunnisaa, Alfina Krisna Rendi Awalludin Kumara, Gilang Fatah Langi, Jeffrey Payung Latif, Muhammad Faris Leni Novianti Lestari, Maria Sekar Liza Husnita Loso Judijanto Luh Putu Ratna Sundari Mafizatun Nurhayati Maharani, Aulya Maharani, Prita Yulia Mahfudlah Fajrie Maliatul Inayati, Maliatul Maman Mulya Karnama Maman Suryaman Manullang, Jessica M Maramis, Fandy Marchus Budi Utomo, Marchus Budi Marisdayana, Rara Marsudi Marsudi Martiwi, Wanala Abdillaika Martono Martono Marzuki Mawaidi, Mawaidi Mei Anjar Kumalasari Miftachul Munir Mila mila Moch., Arifien Moh.Hadi Mahmudi Mohamad Muslih Muakhor, Abdul Bari Kamal Mufarrohah, Mufarrohah Muhammad Adhimawan Wijaya Muhammad Eka Putra, Muhammad Eka Muhammad Erwin Muhammad Farid Muhammad Nashrul Haqqi Muhtadan Muhtadan Mulyadi, Wiwid Bangun Mulyo Wicaksono, Teguh Murdyantoro Am, Eko Murniati . Muthami’mah, Ervia Nur Mu’minah, Rina Ummatul Naim, Sidrotun Nalisa, Ganes Nalisa, Ganes Nasron Nasron Natakusuma, Adhitya Natakusuma, Adhitya Natalia, Anita NENI SUMARNI, NENI Ngurah Ayu Nyoman Murniati Niken Titi Pratitis Niken Titi Pratitis Ningsih, Fila Wahyu Nofriyanti, Duwi Nora Idiawati Novallita, Putri Nugroho, Danit Aji Nur Setiaji Pamungkas, Nur Setiaji Nurah, Nurah Nurasiah Nurasiah Nurhadi Nurhidayah Nurhidayah Nurlaila Mubarokah Nursanti, Yulis Nursyam, Aisyah Nurul Safarida, Nurul Ohnishi, Masahiro Oktafian, Ananda Wahyu Oom Komalasari Pangesti, Rendy Dwi Parhadi Parhadi, Parhadi Pertiwi, Devi Widya Pertiwi, Wike Pradana, Riska Pramuditha, Adeyuni Zada Prastya, Donny Prastyadi Wibawa Rahayu Pratama, Indah Sari Putri Pratitis, Niken Prawiro, Daniel Septo Prayugo, Muchammad Inggit Priharti, Rr. Dimas Veronica Prihatmoko, Andy Priswanto Priswanto, Priswanto Priyanto Priyanto Puji Hardati Puji Lestari, Nor Puji Wahyumi, Puji Pujiantoro, Azhar Abisya Purnama Putra, Surya Jaya Purnamasari, Aini Nadhifah Purno, Marhaendro Purnomo, Rafliansyah Ikhwan Muharram Purnomo, Widhiatmoko Herry Purwanto Bekti Santoso, Purwanto Bekti Puspasari, Ayu Puspita, Arum Listya Putra Muhammad Rifqi, Putra Muhammad Putri, Adisti Mashuri Putri, Amanda Kanaya Putri, Astriana Rahma Putri, Elfa Meirela Putri, Intan Maulidha Alifia Qobla, M. Marjuan Qosim, Marlin Ibnu Raharja, Ayang Talita Dinda Rahmawati, Arma Rakhman, M Arief Ramadhan, Aditya Retno Supriyanti Rifaldi, Kgs Muhammad Rio Devilito Risman Risman Rista, Karolin Riyanto Riyanto Romadhana, Winggo Rosa, Adelia Rosdiana Rosdiana Rosmala Dewi Rosyida, Yan Tamara S. Sugiharto S.T., M.T., DEDI BUDI SETIAWAN Sahat Saragih Sally Cahyati Salsabila, Dinah Salsabila, Unik Hanifah Salsabila, Wilda Salma Samrotul Rizqiyah, Samrotul Sandraini, Ika Santi, Dyan Evita Saputra, Bagas Sardulo Gembong, Sardulo Sari, Eka Permata Saskia, Kevi Agis Sasono, Ipang Satria Ardhi Permana Satria, Muhammad Diffa Savitri, Citra Setiaji Pamungkas, Nur Setiawan, Sukma Bayu Setiyono, Karnawan Joko Setiyowati, Iin Setyaningsih, Desi Shrestha, Prabin Sihotang, Manorang Singgih, Eman Siti Maesaroh SITI MARYANI Slamet Untung Sofyandi, Asep Solaiman, Saddam Mangondato Sopian Soim, Sopian Sopyan, Dedi Sri Agustina, Sri Sri Hunun Widiastuti Sri Sayekti Sri Wahyuni Sri Widyarti Sriyanto Sriyanto Stefanus Santosa Subakir Subakir Subhani, Armin - Subhi, Muhamad Rifa’i Sudarmanto, Eko Sudjatno, Agus Sudrajat, Didi Sugiarti, Laras Sih Sugiarti, Laras Sih Sugiarto S Sugiharto, Jessica Rahardja Suhendrianto Suhendrianto, Suhendrianto Suhendro, Budi Suherman, Aleida Istiqomah Suherman, Enjang Sujatno Sujatno SUKAMTI . Sukoco, Nesa Sukriyah, Sukriyah Sulaiman, Sri Wahyuningsih Sulaiman, Sriwahyuningsih SULISTIA, SULISTIA Sulistiyo, Andri Sulistiyowati, Lisa Sunarko Sunarko Suparman Suparman suprapto, Mohammad Nur suprapto, Mohammad Nur Supriyadi Supriyadi Supriyo Supriyo Suratiah, Siti Susanti, Amelia Susmala Dewi Suwardi Suwardi Suwarto Suwarto Syahroni, Muhammad Pupung Syifa Pramudita Faddila T, Najdah Tantri Wenny Sitanggang Tatik Meiyuntariningsih Thabroni, Feri Tiara, Beby Tjaturahono Budi Sanjoto Toshihiko Noguchi Triwahyuni Wardhany Triwardaya Triwardaya, Triwardaya Tukidi Tukidi, Tukidi Tutut Handayani Ulhaq, Nida Dhia Vanessa Vanessa Vemi Widoanindyawati Wahjoedi Wahjoedi Wahyono, Herry Ludiro Wahyu Mulyo Utomo Wahyu Setyaningsih Wahyu Widiyanto, Wahyu Wardani, Fitriani Pramudya Wasilah Wasilah Wasino Wasino Wasitoh Meirani Widawati, Dwi Wijang Iswara Mukti Wilarsih, Endah Wildana Latif Mahmudi, Wildana Latif WINANTI, WINANTI Winasis Winasis Wirgiyanto, Ign Agus Purbhadi Wisnu Kurniawan Wiyono, Nuri Wulandari, Amila Suci Xafier, Yos Yahya S.B., Lalu yanto, Adi Yanuar Haryanto Yudha, Trigasi Ayu Carina Yundari, Yundari Yuniar, Hesti Firza Yusetyowati Yusetyowati, Yusetyowati Yusiana, Ekalia Yustinus Purwamargapratala Yustinus Yustinus, Yustinus Zaenal Muttaqin Zahra Haj Pertiwi