Korean Institute of Smart Media最新文献_第5页

A loop closing scheme using UWB based indoor positioning technique 一种基于超宽带室内定位技术的闭环方案

Korean Institute of Smart Media Pub Date : 2023-05-31 DOI: 10.30693/smj.2023.12.4.41

Hyunwoo You, Jungkyun Lee, Somi Nam, Juyeon Lee, Yoonseo Lee, Minsung Kim, Hong-Sub Min

引用次数: 0

Corrigendum : Recognition of the impact of success of task in human sleep with conditional random fields 更正：利用条件随机场识别任务成功对人类睡眠的影响

Korean Institute of Smart Media Pub Date : 2023-05-31 DOI: 10.30693/smj.2023.12.4.59

Hee-Deok Yang

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QoS-Aware Optimal SNN Model Parameter Generation Method in Neuromorphic Environment 神经形态环境下qos感知的最优SNN模型参数生成方法

Korean Institute of Smart Media Pub Date : 2023-05-31 DOI: 10.30693/smj.2023.12.4.19

Seoyeon Kim, Bongjae Kim, Jinman Jung

引用次数: 0

Implementation of monitoring system for availability of Hyperledger Indy Hyperledger Indy可用性监控系统的实现

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.60

Gyu Hyun Chio, Geun Hyung Kim

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Landslide Prediction with Angle of Repose Prediction Using 3D Spatial Coordinate System and Drone Image Detection 基于三维空间坐标系和无人机图像检测的滑坡休止角预测

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.77

YongJu Chu, S. Lim, Seung-Yop Lee

引用次数: 0

Diagnosis of Alzheimer’s Disease using Wrapper Feature Selection Method 应用包裹特征选择方法诊断阿尔茨海默病

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.30

Vyshnavi Ramineni, G. Kwon

{"title":"Diagnosis of Alzheimer’s Disease using Wrapper Feature Selection Method","authors":"Vyshnavi Ramineni, G. Kwon","doi":"10.30693/smj.2023.12.3.30","DOIUrl":"https://doi.org/10.30693/smj.2023.12.3.30","url":null,"abstract":"Alzheimer’s disease (AD) symptoms are being treated by early diagnosis, where we can only slow the symptoms and research is still undergoing. In consideration, using T1-weighted images several classification models are proposed in Machine learning to identify AD. In this paper, we consider the improvised feature selection, to reduce the complexity by using wrapping techniques and Restricted Boltzmann Machine (RBM). This present work used the subcortical and cortical features of 278 subjects from the ADNI dataset to identify AD and sMRI. Multi-class classification is used for the experiment i.e., AD, EMCI, LMCI, HC. The proposed feature selection consists of Forward feature selection, Backward feature selection, and Combined PCA & RBM. Forward and backward feature selection methods use an iterative method starting being no features in the forward feature selection and backward feature selection with all features included in the technique. PCA is used to reduce the dimensions and RBM is used to select the best feature without interpreting the features. We have compared the three models with PCA to analysis. The following experiment shows that combined PCA &RBM, and backward feature selection give the best accuracy with respective classification model RF i.e., 88.65, 88.56% respectively.","PeriodicalId":249252,"journal":{"name":"Korean Institute of Smart Media","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121375026","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

Performance Analysis of Optical Camera Communication with Applied Convolutional Neural Network 应用卷积神经网络的光学摄像机通信性能分析

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.49

Jong-In Kim, HyunSoo Park, Jung-Hyun Kim

{"title":"Performance Analysis of Optical Camera Communication with Applied Convolutional Neural Network","authors":"Jong-In Kim, HyunSoo Park, Jung-Hyun Kim","doi":"10.30693/smj.2023.12.3.49","DOIUrl":"https://doi.org/10.30693/smj.2023.12.3.49","url":null,"abstract":"Optical Camera Communication (OCC), known as the next-generation wireless communication technology, is currently under extensive research. The performance of OCC technology is affected by the communication environment, and various strategies are being studied to improve it. Among them, the most prominent method is applying convolutional neural networks (CNN) to the receiver of OCC using deep learning technology. However, in most studies, CNN is simply used to detect the transmitter. In this paper, we experiment with applying the convolutional neural network not only for transmitter detection but also for the Rx demodulation system. We hypothesize that, since the data images of the OCC system are relatively simple to classify compared to other image datasets, high accuracy results will appear in most CNN models. To prove this hypothesis, we designed and implemented an OCC system to collect data and applied it to 12 different CNN models for experimentation. The experimental results showed that not only high-performance CNN models with many parameters but also lightweight CNN models achieved an accuracy of over 99%. Through this, we confirmed the feasibility of applying the OCC system in real-time on mobile devices such as smartphones.","PeriodicalId":249252,"journal":{"name":"Korean Institute of Smart Media","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114571200","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

A Case Study on the School Push Used for Learner-instructor Interaction 学校推送用于学习者-教师互动的案例研究

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.102

M. Choi

引用次数: 0

Motivation and Effectiveness of Participating in Theme-Based School Education of Culture Art Project: Focusing on artists and teachers 参与文化艺术主题学校教育项目的动机与效果:以艺术家和教师为重点

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.85

Seoyoung Kim

引用次数: 0

A Study on Design Method of Smart Device for Industrial Disaster Detection and Index Derivation for Performance Evaluation 工业灾害智能检测设备设计方法及性能评价指标推导研究

Korean Institute of Smart Media Pub Date : 2023-04-30 DOI: 10.30693/smj.2023.12.3.120

Ran Hee Lee, Ki Tae Bae, Joon Hoi Choi

{"title":"A Study on Design Method of Smart Device for Industrial Disaster Detection and Index Derivation for Performance Evaluation","authors":"Ran Hee Lee, Ki Tae Bae, Joon Hoi Choi","doi":"10.30693/smj.2023.12.3.120","DOIUrl":"https://doi.org/10.30693/smj.2023.12.3.120","url":null,"abstract":"There are various ICT technologies continuously being developed to reduce damage by industrial accidents. And research is being conducted to minimize damage in case of industrial accidents by utilizing sensors, IoT, big data, machine learning and artificial intelligence. In this paper, we propose a design method for a smart device capable of multilateral communication between devices and smart repeater in the communication shaded Areas such as closed areas of industrial sites, mountains, oceans, and coal mines. The proposed device collects worker’s information such as worker location and movement speed, and environmental information such as terrain, wind direction, temperature, and humidity, and secures a safe distance between workers to warn in case of a dangerous situation and is designed to be attached to a helmet. For this, we proposed functional requirements for smart devices and design methods for implementing each requirement using sensors and modules in smart device. And we derived evaluation items for performance evaluation of the smart device and proposed an evaluation environment for performance evaluation in mountainous area.","PeriodicalId":249252,"journal":{"name":"Korean Institute of Smart Media","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116315301","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