This study presents and analyzes deep learning techniques to classify abnormalities in fetal heart images. This research compares four convolutional neural network (CNN) architectures to choose the best architecture with satisfactory results, and performs visualization using the guided backpropagation method to provide insight regarding the part of the image that plays a role in the classificat…
The ability to predict patterns of Cardiac Arrest with high accuracy can significantly contribute to more effective prevention and treatment. This research focuses on predicting patterns of Cardiac Arrest based on eight vital sign data using Recurrent Neural Network (RNN) methods with LSTM and Bi-LSTM architectures. In order to address the issue of imbalanced data, undersampling techniques and …
Ultrasonography (USG) is a process or procedure in taking an object in a certain part of the body by taking high-frequency sound waves. Objects obtained from ultrasound results will be used in this study. This study uses a Convolutinonal Neural Network (CNN) to detect Transthalamic objects. This study aims to compare the detection results from previous studies using the Faster R-CNN with a new …
Artificial Intelligence (AI) technology in the field of Computer Vision (CV) can be utilized to detect cervical cancer using the Image Segmentation approach. With the advancement of technology, image segmentation processes can be implemented using Deep Learning (DL) models. This research utilizes the U-Net architecture with backbones for pre-cervical cancer semantic image segmentation. There ar…
Distributed Denial of Service or commonly abbreviated as DDoS is an attack commonly used by hackers to stop legitimate users from accessing certain network services and continue to send traffic to the target system continuously. DDoS attacks are usually carried out in two phases, namely the intuition phase where the attacker makes arrangements to launch the attack by creating a botnet which is …
Video conferencing is a multimedia communication service that provides simultaneous video, audio and data communication services. Video conferencing is used for long-distance communication that brings together two or more people by utilizing broadband services. Recently, due to the impact of Covid-19, video conferencing services have been widely used by the national and international community.…
The IOTA Tangle is a novel distributed ledger technology designed to address the unique challenges posed by the Internet of Things (IoT) ecosystem. The IOTA Tangle employs a Directed Acyclic Graph (DAG) structure, offering scalability, feelessness, and improved transaction throughput. The stability of transactions within the IOTA Tangle is a critical aspect of its distributed ledger system. As …
With the development of information technology regarding supply chain management to control data directly related to information technology, inventory control cannot be successful solely relying on information. A support system is needed to estimate the addition of the number of stock items, so that the stock items can be more aligned with the sales of goods. Supply chain management includes co…
The camera basically has the same characteristics as the human sense of sight (eye) "the eye will only capture the object in the direction where the eye is facing". The point of view of a conventional camera will also only be able to capture the object in front of it. The object detection system with the AUV robot will adjust the motor movement. This camera is shaped like a cable that is attach…
Heart disease is one of the leading causes of death worldwide and can be identified based on the patterns of electrical activity in the heart using an Electrocardiogram (ECG). The importance of early detection and classification of heart disease has led to the use of innovative methods, such as Convolutional Neural Networks (CNN). The PTB-XL ECG data has been processed and prepared to train and…
Internet networks have become a vital infrastructure of modern life, connecting devices around the world. The internet enables information exchange, communication and access to digital resources globally. However, internet networks also face a number of issues that need attention. Network analysis is needed in monitoring internet networks that have busy internet activity and extensive communica…
Blockchain merupakan teknologi yang berkembang dengan pesat dengan teknologi keamanan data yang akan meningkatkan kepercayaan suatu pengguna melalui sistem yang terdistribusi. Blockchain terdapat fitur transparan akan menghasilkan informasi tertanam yang akan menghasilkan data yang akurat. Berdasarkan fitur yang dimiliki, Blockchain dimanfaatkan dalam bidang lainnya contohnya supply chain manag…
Supply Chain Management is the key to the excellence of a company. Good management can provide significant benefits in terms of cost, efficiency, and customer satisfaction. RFID systems utilize data retrieval by determining the target tag position for an object. The RSSI value indicates the signal strength processed by KNN to calculate the estimated position and error value of each other. As we…
Delivering information using internet media requires a level of data security, so that data cannot be accessed by unauthorized people so that it’s confidentiality is maintained. There are several ways to maintain data security, one of which is the steganography technique. In steganopgrapy there are many methods, one of which is often used is the Least Significant Bit (LSB), but if only use LS…
ADS-B is a detection technology where each aircraft via its own transponder transmits information about altitude, position, speed, direction, and other information every second every second to ground stations and other aircraft. This information is obtained from information (GPS), or Flight Management System (FMS) backups on board, respectively. This research focuses on Radar T – WIPP3 and AD…
The problems that exist in PT. Sumeks PalTV, where it is suspected that the decrease viewers on the PalTV website (paltv.co.id/online) was caused by the cessation of content operations on the site as well as a lack of human resources. To find out what the problem was, an interview was conducted with Mr. Rizal as the marketing department and Mr. Bastoni as the IT department at PalTV. The author …
USG or Ultrasonography is a non-invasive medical imaging method that uses high-frequency sound waves to visualize organs, tissues, and structures in the human body, including the hearts of children. This research involves a learning process using deep learning with the Convolutional Neural Network (CNN) architecture called You Only Look Once (YOLO). A total of 11 models from YOLOv7 and YOLOv8 w…
Technological advancements provide many capabilities to minimize traffic congestion, allow drivers to find the most efficient route and eliminate congestion on the road. Smart transportation in smart cities is an important milestone in technological advancement. To support smart transportation, it is necessary to utilize machine learning to determine the best route. This research focuses on uti…
CITA is a high-performance blockchain system for enterprises with 6 microservices (RPC, Auth, Consensus, Chain, Executor, Network) that exchange information through Message Bus. Message Bus uses RabbitMQ message broker platform for message queue processing. Both datasets in the form of hardware performance logs from CITA and RabbitMQ are clustering with the Mean Shift algorithm, which does not …
Every year, traffic jams get worse as more and more vehicles fill the roads, causing delays for drivers. The solution to this problem is the implementation of Smart Transportation in Smart City which can determine the best route for drivers. To create this system, the You Only Look Once version 8 (YOLOv8) algorithm is used to count the number of vehicles in CCTV footage, while a Recurrent Neura…
Dengan meningkatnya jumlah pengguna jalan yang tidak disertai dengan peningkatan luas jalan, maka sering menyebabkan kemacetan terutama di kota-kota besar, kemacetan yang terjadi mengakibatkan kendaraan tidak bisa sampai tujuan tepat waktu. Fokus penelitian ini adalah menentukan jalur prioritas yang akan menghidupkan lampu hijau lebih lama menggunakan algoritma HPV berdasarkan hasil deteksi dar…
PortScan is an open port attack on machines connected to the network with an attack that can check for open ports. The dataset used in this research is the 2018 CIC-IDS from the Canadian Institute of Cybersecurity. This study discusses visualization of PortScan attacks on Mutual Information Classifier feature selection using the Support Vector Machine method. Then the researchers made a compari…
Arrhythmia is a pattern of sudden fluctuations in heart rate from the normal heart rate. Cardiologists often have difficulty explaining electrocardiogram information when manually diagnosing cardiac arrhythmias. Gated Recurrent Unit (GRU) architecture is an effective method in processing time series type data. GRU has the advantage of optimizing the structure of LSTM network, GRU network only h…
Cervical cancer is the most common type of cancer in women worldwide. Early classification of pre-cancerous cervical cells is important to prevent the development of more serious cervical cancer. This study proposes the implementation of pre-cancer cervical classification using Convolutional Neural Network (CNN) based on the Android platform. The experimental results show that the CNN model can…
Supply chain management involves several parties who play a role in the process of delivering goods or services so that it requires transparency regarding transaction records for all parties involved with the aim of avoiding falsification of transaction data. To overcome these problems, this research aims to build a security system using the blockchain method. Blockchain itself has several type…
Spyware malware attacks are a significant threat to computer hardware and user privacy. To analyze and make it easier to recognize such attacks effectively, visualization techniques can provide valuable insights into their patterns and characteristics. This research using a machine learning algorithm, Support Vector Machine (SVM). The dataset used in this study is from the CIC MalMem 2022 which…
The nature of Supply Chain Management (SCM) which is centralized and utilizes many parties in the process can lead to a lack of data transparency and the possibility of data falsification. Therefore, in this study a system was built to secure data utilizing the blockchain method with a proof of work consensus algorithm. Simulation of supply chain management in this study utilizes RFID technolog…
Smart home systems are technologies that continue to evolve. They provide convenience and comfort to users in controlling devices in their homes. However, this convenience poses a high security risk for user data leakage. Therefore, an effective encryption algorithm is needed to secure data in smart home systems. One suitable algorithm for use in smart home systems is the Elliptic Curve Integra…
Garba Rujukan Digital (GARUDA) merupakan salah satu e-library akademisi Indonesia yang memakai PDF sebagai ekstensi file. Dataset yang digunakan dalam penelitian ini berasal dari portal GARUDA dengan data sebanyak 10000 yang terdiri dari 9800 benign, 196 malicious html, dan enam malicious pdf. Dataset dianalisis menggunakan VirusTotal, PDF-parser dan PDFid. Proses klasifikasi dilakukan sebanyak…
Detecting abnormal heart structures in infant is an important issue in the field of medicine. One method that can be used to detect abnormal heart structures in children is by using the Mask Region Convolutional Neural Network (Mask-RCNN) method. The process of training MRCNN in detecting abnormal heart structures in children can be done by utilizing well-segmented and labeled heart image datas…