IJEIS Indonesian Journal of Electronics and Instrumentation Systems最新文献_第3页

Penggunaan Pre-trained Model untuk Klasifikasi Kualitas Sekrup 使用培训前模型为螺钉质量分类

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.78112

Muhammad Rafif, Diyah Utami Kusumaning Putri, Lukman Awaludin

{"title":"Penggunaan Pre-trained Model untuk Klasifikasi Kualitas Sekrup","authors":"Muhammad Rafif, Diyah Utami Kusumaning Putri, Lukman Awaludin","doi":"10.22146/ijeis.78112","DOIUrl":"https://doi.org/10.22146/ijeis.78112","url":null,"abstract":"Inspeksi kualitas produk berbasis citra merupakan hal yang penting bagi industri manufaktur. Tugas tersebut sebagian besar masih dilakukan oleh manusia yang memiliki unit per hour rendah. Metode konvensional untuk inspeksi citra masih mengandalkan metode berbasis fitur, yang memiliki masalah sulitnya generalisasi dan ekstraksi fitur. Masalah tersebut diatasi dengan metode CNN, tetapi CNN membutuhkan data yang besar dan waktu training yang lama. Penggunaan pre-trained model dan augmentasi citra dapat menyelesaikan permasalahan pada metode-metode sebelumnya. Namun, belum ada penelitian yang secara lengkap meneliti dan membandingkan performa berbagai pre-trained model dan variasi augmentasi citra untuk tugas inspeksi citra kualitas produk manufaktur.Proses penelitian menggunakan dataset sekrup berjenis multi class dan binary class pada 33 jenis pre-trained model dan 8 jenis augmentasi citra. Pengujian pre-trained model menggunakan dataset gabungan seluruh jenis augmentasi citra. Model dengan akurasi tertinggi adalah EfficientNetV2-L untuk dataset multi class (97.8%) dan VGG-19 untuk dataset binary class (96.5%). Augmentasi citra dengan signifikansi tertinggi terhadap performa model adalah blur, dengan akurasi 81.1% pada multi class dan 92% pada binary class. Keseluruhan proses pengujian pre-trained model dan augmentasi citra berjalan dengan baik. Kata kunci—Inspeksi kualitas produk, Pre-trained model, Augmentasi citra","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44482563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Music Genre Identification Using SVM and MFCC Feature Extraction 基于SVM和MFCC特征提取的音乐类型识别

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.70898

Septian Yogi Yehezkiel, Y. Suyanto

引用次数: 1

Analisis Unjuk Kerja K-Nearest Neighbour untuk Klasifikasi Citra Aksara Bali Tulis Tangan 手写体字符分类的K近邻工作指标分析

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.67796

Anastasia Rita Widiarti, Hari Suparwito

{"title":"Analisis Unjuk Kerja K-Nearest Neighbour untuk Klasifikasi Citra Aksara Bali Tulis Tangan","authors":"Anastasia Rita Widiarti, Hari Suparwito","doi":"10.22146/ijeis.67796","DOIUrl":"https://doi.org/10.22146/ijeis.67796","url":null,"abstract":" A lack of philologists and the vulnerability of palm leaf material have become triggers for the scripting automation or transliteration of Balinese script images on computer-assisted palm leaves. One possibility to solve this problem is to create a transliteration machine. We proposed a machine learning technique using the k-NN algorithm to create a transliteration of Balinese script images. The benefit of the kNN algorithm is simply working by matching the similarity of new data to the nearest test data. Instead of focusing on the classification technique, the study approaches also analyze the two previous processes: the first process is an image preparation process consisting of binarization, cutting the blanks, equalizing size, and thinning. The second is a feature extraction process using the character intensity algorithm. Our experiment employed 18 classes representing 18 Balinese characters. The optimal accuracy using a 3-fold cross-validation method to 1001 image data yields an average of accuracy is 84.746%. Although the image data used is handwritten, however, kNN algorithm performed classification well using an extensive training dataset. For that reason, the kNN algorithm could be potential for Balinese script images transliteration.","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45118717","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Perancangan dan Pengukuran Topi COVID-19 Reminder dengan Sensor Ultrasonik HC-SR04

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.78352

Barry Nur Setyanto, Filly Pravitasari, Pramudita Budiastuti, Fanani Arief Ghozali

{"title":"Perancangan dan Pengukuran Topi COVID-19 Reminder dengan Sensor Ultrasonik HC-SR04","authors":"Barry Nur Setyanto, Filly Pravitasari, Pramudita Budiastuti, Fanani Arief Ghozali","doi":"10.22146/ijeis.78352","DOIUrl":"https://doi.org/10.22146/ijeis.78352","url":null,"abstract":"The development of ultrasonic sensor technology used for suitable equipment is widely carried out, such as distance sticks for the blind, floor cleaning robots, automatic garbage boxes, height measuring instruments, water volume detectors, automatic dispensers, automatic hand sanitisers, etc. During the COVID-19 pandemic, a product that can be used to limit the distance between humans is needed, so this research is focused on products for measuring distances with ultrasonic sensors. The research design method used is research and development, using the Borg and Gall approach, with step information collecting, planning, development, testing, final product and implementation. The results of this research product are designed using Arduino nano v3 hardware, battery, buzzer, and ultrasonic sensor HC-SR04. Product design was registered with Industrial Design Intellectual Property Rights with registration number A00202102408. The results of measuring the quality of the ultrasonic sensor for measuring distances on flat objects show an average error percentage of 2.94% from 10 cm to 300 cm with a distance range of 10 cm. Tests on obstacle objects (humans) at an angle of zero degrees and 15 degrees showed the best farthest measuring distance at a distance of 150 cm. So 150 cm is the best distance to apply to the hat COVID-19 reminder. The development results show that the product is ready to continue in production and sales.","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43203219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Sistem Pemantauan Pertumbuhan Anggrek Berdasarkan Pengolahan Citra Digital 以数码图像处理为基础的兰花生长监测系统

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.77893

Magnolia Gina Ro'fataka Satriorini, R. Sumiharto, Roghib Muhammad Hujja

引用次数: 0

Vehicle Detection System Using Ultrasonic And Magnetic Fields Sensors Based On LoRa Communication 基于LoRa通信的超声与磁场传感器车辆检测系统

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.71725

Fakhri Afrizal, B. Prastowo

{"title":"Vehicle Detection System Using Ultrasonic And Magnetic Fields Sensors Based On LoRa Communication","authors":"Fakhri Afrizal, B. Prastowo","doi":"10.22146/ijeis.71725","DOIUrl":"https://doi.org/10.22146/ijeis.71725","url":null,"abstract":"Nowadays, privately owned vehicles still holds the position as the staple of transportation used by the majority of people, especially in Indonesia. Along with the increasing number of vehicles, its necessary to develop infrastructure that can support its usage. One of them is the development of a parking management system. The current conventional parking system in Indonesia requires users to surround the parking area to find an empty parking space. These activity takes time for the user so it is inefficient. To resolve that problem, it needs a smart parking system that can provide information about empty parking space location directly to the users.This study discusses the design of a vehicle detection system in the implementation of outdoor smart parking. The device that used in this research is the ultrasonic sensor HC-SR04 and the HMC5883L magnetic field sensor for the detection process and uses LoRa RFM95W to communicate with the gateway device. The smart parking system designed is able to detect the presence of car in the parking area and differentiate the car from other objects with a 100% success rate percentage.","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45039750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Analisis Photoplethysmography Jarak Jauh dalam berbagai Kondisi Pencahayaan 不同光照条件下的远程光电体积描记分析

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.78715

Atar Fuady Babgei, Muhammad Wikan Sasongko, Tri Arief Sardjono

{"title":"Analisis Photoplethysmography Jarak Jauh dalam berbagai Kondisi Pencahayaan","authors":"Atar Fuady Babgei, Muhammad Wikan Sasongko, Tri Arief Sardjono","doi":"10.22146/ijeis.78715","DOIUrl":"https://doi.org/10.22146/ijeis.78715","url":null,"abstract":"One of the limitations of photoplethysmography (PPG) using a contact sensor to estimate the heart rate is that the sensor must be attached directly to the patient's body. rPPG (remote-Photoplethysmography) can remotely monitor a patient's heart ratebased on an image. However, rPPG has limitations in instances where this technology is directly affected by the lighting conditions and direction of the observed subject. This study used rPPG based on the Green Channel and HSV (Hue, Saturation, and Value) color model to estimate heart rate under different lighting conditions. Analysis, computational methods,and image transformation functions are used for data selection, denoising, colormodel conversion, spectral analysis, and visualization to extract biomedical signals from inputs. The estimatedheart rate was then derivedusing spectral analysis on videostaken from an area of interest on the forehead. Compared to the ground truth, theaverage percentage error from the facial lighting tests conducted at 260 lux, 19 lux, and 11 lux for the Green Channel color modelis 0.038, 0.118, and 0.229, which is less than the HSV's error of 0.095, 0.212, and 0.247.","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44643689","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Smart Farming Untuk Pengaturan Suhu Ruangan Pada Budidaya Jamur Tiram Berbasis Backpropagation 智能农场的室温设置为基于基于宣传的牡蛎蘑菇栽培

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.78546

Putu Sugiartawan, I. G. N. Desnanjaya

{"title":"Smart Farming Untuk Pengaturan Suhu Ruangan Pada Budidaya Jamur Tiram Berbasis Backpropagation","authors":"Putu Sugiartawan, I. G. N. Desnanjaya","doi":"10.22146/ijeis.78546","DOIUrl":"https://doi.org/10.22146/ijeis.78546","url":null,"abstract":"The problem with mushroom cultivation is the difficulty of regulating the room temperature of mushrooms, especially oyster mushrooms. The optimal production of oyster mushrooms is at temperatures between 25 C - 27 C. To regulate or manipulate humidity and room temperature to water the kumbung or mushroom room. The watering process is carried out several times to stabilize the room temperature during the day.To overcome the watering that is done manually, Automatic Temperature Control and Monitoring of Oyster Mushrooms Based on GSM Sim800l Arduino Uno is made. This tool uses a DHT11 sensor, relay, 16x2 LCD, GSM Sim 800L, and Stepdown. The test was carried out in a mushroom kumbung measuring 10.7m long, 5.9m wide, and 3.5m high. Watering time is done by observing the data at room temperature. The data is then studied using a backpropagation. This method aims to identify the pattern of watering time so that the optimal watering time is produced. The test results show that the tool can monitor the temperature and humidity of the kumbung mushroom with the following values: temperature 27°C - 33°C and humidity 70% - 90%. The introduction of mushroom watering patterns with BPNN showed an error rate of 40%.","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46327557","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Rancang Bangun Sistem Irigasi Otomatis Berbasis RTC Menggunakan Solar Panel 用太阳能电池板设计一种基于RTC的自动灌溉系统

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.78422

R. Wulandari, Nurdiyanto Nurdiyanto, Taryo Taryo, N. Nunu

{"title":"Rancang Bangun Sistem Irigasi Otomatis Berbasis RTC Menggunakan Solar Panel","authors":"R. Wulandari, Nurdiyanto Nurdiyanto, Taryo Taryo, N. Nunu","doi":"10.22146/ijeis.78422","DOIUrl":"https://doi.org/10.22146/ijeis.78422","url":null,"abstract":"Sinarancang Village, Mundu District, Cirebon Regency is one of the best agricultural producing villages in Mundu District. Agriculture will become more productive as a result of developments and new technologies such as sensors, devices, and information technology that can group data into big data. Watering with the manual method is less effective because it requires time,effort, and operators who cannot leave the land for a long time. Therefore, an Automatic Irrigation System based on solar panels was created and implemented. This system uses Real Time lock (RTC) as a time calculator. The type of RTC used is the RTC DS 1307 which is compatible with Arduino. Solar Panels are used as a substitute for PLN's power supply. System components consist of solar panels, control boxes, pumps, and nozzle taps. The system has been tested and the voltage to activate the pump is about 12volts. The time interval for circulating air in the nozzle faucet when the pump is active is about 6-10 seconds. The system is implemented on dry land by utilizing air sources from higher ground so that it is effective for the watering system","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49258154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Kendali Stabilisasi Pesawat Tanpa Awak Sayap Tetap untuk Pendaratan Otomatis Menggunakan Fuzzy 固定翼无翼飞机的稳定稳定，用于自动着陆

IJEIS Indonesian Journal of Electronics and Instrumentation Systems Pub Date : 2022-10-31 DOI: 10.22146/ijeis.77832

Muhammad Alfachrozi Savero, Andi Dharmawan

{"title":"Kendali Stabilisasi Pesawat Tanpa Awak Sayap Tetap untuk Pendaratan Otomatis Menggunakan Fuzzy","authors":"Muhammad Alfachrozi Savero, Andi Dharmawan","doi":"10.22146/ijeis.77832","DOIUrl":"https://doi.org/10.22146/ijeis.77832","url":null,"abstract":"Pesawat tanpa awak sayap tetap atau fixed wing memiliki 3 fase terbang, yaitu lepas landas, terbang jelajah, dan pendaratan. Dalam fase pendaratan dibagi menjadi 2 tahapan yaitu glideslope dan flare. Selama fase pendaratan, kestabilan wahana merupakan hal yang krusial untuk dapat melakukan pendaratan dengan selamat. Sehingga kendali yang digunakan harus mampu menstabilkan pesawat saat melakukan pendaratan.Kendali penstabil pendaratan otomatis yang digunakan pada penelitian ini adalah full-state feedback gain K yang nilainya diperoleh menggunakan metode Linear Quadratic Regulator (LQR) dan logika fuzzy. Nilai gain K yang didapat akan dikonversikan terlebih dahulu menjadi Pulse Width Modulation (PWM) dan akan digunakan sebagai nilai masukkan pada sistem. Sinyal PWM tersebut akan mengendalikan kecepatan putar brushless motor dan sudut defleksi Servo. Ketika memasuki mode auto, wahana akan menjaga kestabilan pada sudut roll dan sudut serang wahana selama memasuki pendaratan otomatis. Nilai sudut acuan roll merupakan 0˚ agar wahana tetap stabil. Berdasarkan penelitian ini, wahana mampu mempertahankan kestabilan pada sumbu roll selama melakukan pendaratan otomatis. Selain itu didapatkan nilai risetime sebesar 0,3 detik serta steady state error sebesar 2,71 derajat dan tidak ditemukannya overshoot","PeriodicalId":31590,"journal":{"name":"IJEIS Indonesian Journal of Electronics and Instrumentation Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46951129","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0