• Title/Summary/Keyword: Real-time Web Service

Search Result 342, Processing Time 0.033 seconds

Development of a Ream-time Facial Expression Recognition Model using Transfer Learning with MobileNet and TensorFlow.js (MobileNet과 TensorFlow.js를 활용한 전이 학습 기반 실시간 얼굴 표정 인식 모델 개발)

  • Cha Jooho
    • Journal of Korea Society of Digital Industry and Information Management
    • /
    • v.19 no.3
    • /
    • pp.245-251
    • /
    • 2023
  • Facial expression recognition plays a significant role in understanding human emotional states. With the advancement of AI and computer vision technologies, extensive research has been conducted in various fields, including improving customer service, medical diagnosis, and assessing learners' understanding in education. In this study, we develop a model that can infer emotions in real-time from a webcam using transfer learning with TensorFlow.js and MobileNet. While existing studies focus on achieving high accuracy using deep learning models, these models often require substantial resources due to their complex structure and computational demands. Consequently, there is a growing interest in developing lightweight deep learning models and transfer learning methods for restricted environments such as web browsers and edge devices. By employing MobileNet as the base model and performing transfer learning, our study develops a deep learning transfer model utilizing JavaScript-based TensorFlow.js, which can predict emotions in real-time using facial input from a webcam. This transfer model provides a foundation for implementing facial expression recognition in resource-constrained environments such as web and mobile applications, enabling its application in various industries.

Routing Service Implementation using a Dual Graph (듀얼 그래프를 이용한 라우팅 서비스 구현)

  • 김성수;허태욱;박종현;이종훈
    • Proceedings of the IEEK Conference
    • /
    • 2003.11b
    • /
    • pp.171-174
    • /
    • 2003
  • Shortest path problems are among the most studied network flow optimization problems, with interesting applications in various fields. One such field is the route determination service, where various kinds of shortest path problems need to be solved in location-based service. Our research aim is to propose a route technique in real-time location-based service (LBS) environments according to user's route preferences such as shortest, fastest, easiest and so on. Turn costs modeling and computation are important procedures in route planning. We propose a new rest modeling method for turn costs which are traditionally attached to edges in a graph. Our proposed route determination technique also has an advantage that can provide service interoperability by implementing XML web service for the OpenLS route determination service specification.

  • PDF

Steep Slope Management System integrated with Realtime Monitoring Information into 3D Web GIS (상시계측센서정보와 3차원 Web GIS를 융합한 급경사지관리시스템)

  • Chung, Dong Ki;Sung, Jae Ryeol;Lee, Dong Wook;Chang, Ki Tae;Lee, Jin Duk
    • Journal of Korean Society of Disaster and Security
    • /
    • v.6 no.3
    • /
    • pp.9-17
    • /
    • 2013
  • Geospatial information data came recently in use to build the location-based service in various fields. These data were shown via a 2-D map in the past but now can be viewed as a 3-D map due to the dramatic evolution of IT technology, thus improving efficiency and raising practicality to a greater extent by providing a more realistic visualization of the field. In addition, many previous GIS applications have been provided under desktop environment, limiting access from remote sites and reducing its approachability for less experienced users. The latest trend offers service with web-based environment, providing efficient sharing of data to all users, both unknown and specific internal users. Therefore, real-time information sensors that have been installed on steep slopes are to be integrated with 3-D geospatial information in this study. It is also to be developed with web-based environment to improve usage and access. There are three steps taken to establish this system: firstly, a 3-D GIS database and 3-D terrain with higher resolution aerial photos and DEM (Digital Elevation Model) have been built; secondly, a system architecture was proposed to integrate real-time sensor information data with 3D Web-based GIS; thirdly, the system has been constructed for Gangwon Province as a test bed to verify the applicability.

Bio-Signal Data Collection and Monitoring System Using Time Series DB. (시계열 DB를 이용한 생체신호 데이터 수집 및 모니터링 시스템)

  • Kang, Dong-Yoon;Joo, Moon-Il;Hussain, Ali;Kim, Hee-Cheol
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 2021.10a
    • /
    • pp.211-212
    • /
    • 2021
  • Recently, as interest in health increases, the wearable market that can collect various biometric information is expanding. In addition, telemedicine and healthcare services through these bio-signals are expected to become common. In this paper, we introduce a service that can store bio-signals collected through IoT equipment in a database and monitor them in real time through the web. By implementing a system for collecting and storing biometric data and real-time monitoring, it can be utilized for various health management diagnosis.

  • PDF

A Differentiated Web Service System through Kernel-Level Realtime Scheduling and Load Balancing (커널 수준 실시간 스케줄링과 부하 분산을 통한 차별화된 웹 서비스 시스템)

  • 이명섭;박창현
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.28 no.6B
    • /
    • pp.533-543
    • /
    • 2003
  • Recently, according to the rapid increase of Web users, various kinds of Web applications have been being developed. Hence, Web QoS(Quality of Service) becomes a critical issue in the Web services, such as e-commerce, Web hosting, etc. Nevertheless, most Web servers currently process various requests from Web users on a FIFO basis, which can not provide differentiated QoS. This paper presents two approaches to provide differentiated Web QoS. The first is the kernel-level approach, which is adding a real-time scheduling processor to the operating system kernel to maintain the priority of user requests determined by the scheduling processor of Web server. The second is the load-balancing approach, which uses If-level masquerading and tunneling technology to improve reliability and response speed upon user requests.

A Study on the Evaluation of the Service Quality of Port-MIS (항만운영정보시스템(Port-MIS) 서비스 품질 평가에 관한 연구)

  • Kim, Minjin;Shin, Seungsik
    • Journal of Korea Port Economic Association
    • /
    • v.29 no.2
    • /
    • pp.211-238
    • /
    • 2013
  • The Port Logistics Information System (Port-MIS) is the system that processes all of port management such as entry and departure of ships, using facilities within ports, port traffic control, cargo entering and carrying and tax collection in 31 trade ports over the whole country. Lately, The Port Logistics Information System (Port-MIS) has been reformed as a WEB-based system and established basis to provide real time information support structure, diversification of civil complaint system, and optimized civil complaint service by using wire and wireless internet. The typical study on the Port Logistics Information System was C/S program and EDI-centered. But it has significance to study on service quality measurement of WEB Port-MIS that has been served as a new web-based platform since April 2010, for there was no such a study until now.

A Design of Infrastructure for Control/Monitoring System in the Distributed Computing Environment (분산 컴퓨팅 환경에서의 제어/감시 시스템 개발을 위한 기반 구조 설계)

  • 이원구;박재현
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 2000.10a
    • /
    • pp.547-547
    • /
    • 2000
  • Recently, due to the advance of computer, network and Internet technology, control/monitoring systems are required to process the massive data, At the same time, the software development environment uses more and more component-based methodology. This paper proposes the services for the control /monitoring domain. Especially we define domain-specific interfaces and categories to acquire compatibility between products, and implement architecture for lightweight event service. As it is very important to support compatibility between heterogeneous systems, the proposed system provides modules for the web service and communication protocols based on the XML. And as proposed architecture consists of cluster of servers and Windows 2000's NLB service, it can guarantee more stable operation,

  • PDF

Development of Multi-person remote collaboration system using WebRTC for fields adaptation (WebRTC를 이용한 현장 적응형 다자간 원격협업 시스템 개발)

  • Lee, Kwanhee;Kim, Ji-In;Kwon, Goo-Rak
    • Smart Media Journal
    • /
    • v.10 no.4
    • /
    • pp.9-14
    • /
    • 2021
  • In the case of the existing remote collaboration, the remote support service-oriented system is not suitable for the use of the field-oriented multi-person remote collaboration system. This paper is a remote collaboration system development for various industrial sites. We develop remote support and work management that faces the various needs of industrial sites, real-time video remote support between workers, and real-time voice work sharing between workers. In addition, The goal of the development aims to increase the usability by strengthening the security function through encryption in the video and to develop a more efficient system. Finally, the development contents are the remote management and the support software development, Android app development for worker, WebRTC-based remote collaboration system construction and development, and prototype development. These products are expected to increase demand and increase sales by installing and operating at industrial sites, and can promote manpower training, understanding trending technologies, and improving capabilities.

Contents Delivery Service System in Internet-based P2P Computing (인터넷기반 P2P 컴퓨팅 환경에서의 콘텐츠 전송 서비스 시스템에 관한 연구)

  • Kim, Jin-Il
    • Journal of Internet Computing and Services
    • /
    • v.6 no.6
    • /
    • pp.1-12
    • /
    • 2005
  • The number of web contents is enormous in the billions and rapidly growing, Most contents are state, but an increasing number are generated dynamically, Therefore, Internet-based client/server architecture of Contents Delivery Service System suffers from frequent disconnections and security threats casused by dependency of the server or overload. Idle computing resources in Internet are used for sloving these issues, In this paper, We implement and design the Content Delivery Service System for cyber education system using idle Computing Power in P2P computing to share computing resources, We implement not only internet infrastructure but also satellite infrastructure system. and designed to transfer real-time or non real-time contents.

  • PDF

Information Management System for Construction Works using Web GIS (Web GIS를 이용한 건설공사 정보관리 시스템 구축)

  • Woo, Je-Yoon;Koo, Jee-Hee;Na, Joon-Yeep;Pyeon, Mu-Wook
    • Journal of Korea Spatial Information System Society
    • /
    • v.3 no.2 s.6
    • /
    • pp.45-51
    • /
    • 2001
  • It is difficult for existing construction support system to provide real-world information such as geographical and spatial data, geographic information system is expected to be able to supply efficiently analyzing and supporting function as well as actual data by connecting construction support system. Furthermore, the providing method and content of GIS are varied by building various network and information service, and use of web GIS which can offer diverse and dynamic solution on network is spreaded. In this study, information management system for construction works(CIMSGIS : Construction Information Management System on Web GIS) based on web GIS is developed, which can confirm instantly state of advance and manage construction progress by real-time reporting and instruction. Also CIMSGIS can support decision making on intuitive understanding and manifold operation reporting.

  • PDF