• 제목/요약/키워드: smart problem

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Human Activity Recognition in Smart Homes Based on a Difference of Convex Programming Problem

  • Ghasemi, Vahid;Pouyan, Ali A.;Sharifi, Mohsen
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권1호
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    • pp.321-344
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    • 2017
  • Smart homes are the new generation of homes where pervasive computing is employed to make the lives of the residents more convenient. Human activity recognition (HAR) is a fundamental task in these environments. Since critical decisions will be made based on HAR results, accurate recognition of human activities with low uncertainty is of crucial importance. In this paper, a novel HAR method based on a difference of convex programming (DCP) problem is represented, which manages to handle uncertainty. For this purpose, given an input sensor data stream, a primary belief in each activity is calculated for the sensor events. Since the primary beliefs are calculated based on some abstractions, they naturally bear an amount of uncertainty. To mitigate the effect of the uncertainty, a DCP problem is defined and solved to yield secondary beliefs. In this procedure, the uncertainty stemming from a sensor event is alleviated by its neighboring sensor events in the input stream. The final activity inference is based on the secondary beliefs. The proposed method is evaluated using a well-known and publicly available dataset. It is compared to four HAR schemes, which are based on temporal probabilistic graphical models, and a convex optimization-based HAR procedure, as benchmarks. The proposed method outperforms the benchmarks, having an acceptable accuracy of 82.61%, and an average F-measure of 82.3%.

OAuth-based User Authentication Framework for Internet of Things (IoT 환경에 적합한 OAuth 기반의 사용자 인증 프레임워크)

  • Yu, Sung-Tae;Oh, Soo-Hyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • 제16권11호
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    • pp.8057-8063
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    • 2015
  • It is expected that internet of things can be used for various fields such as smart home, smart building and smart city as the representative case of ICT that sensor, communication and interface technologies operate organically and the researches of the technologies regarding internet of things are being carried out in each countries worldwide. However, many problems rise against internet of things continuously in respect of security. Among them, the problem of privacy is the one that should be solved definitely regarding internet of things. If user data does not remain during the process of user authentication, such the privacy problem can be solved. In this paper, we propose the framework of user authentication based on OAuth that is suitable for the environment of internet of things that can solve privacy problem and analyze its security.

Novel online routing algorithms for smart people-parcel taxi sharing services

  • Van, Son Nguyen;Hong, Nhan Vu Thi;Quang, Dung Pham;Xuan, Hoai Nguyen;Babaki, Behrouz;Dries, Anton
    • ETRI Journal
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    • 제44권2호
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    • pp.220-231
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    • 2022
  • Building smart transportation services in urban cities has become a worldwide problem owing to the rapidly increasing global population and the development of Internet-of-Things applications. Traffic congestion and environmental concerns can be alleviated by sharing mobility, which reduces the number of vehicles on the road network. The taxi-parcel sharing problem has been considered as an efficient planning model for people and goods flows. In this paper, we enhance the functionality of a current people-parcel taxi sharing model. The adapted model analyzes the historical request data and predicts the current service demands. We then propose two novel online routing algorithms that construct optimal routes in real-time. The objectives are to maximize (as far as possible) both the parcel delivery requests and ride requests while minimizing the idle time and travel distance of the taxis. The proposed online routing algorithms are evaluated on instances adapted from real Cabspotting datasets. After implementing our routing algorithms, the total idle travel distance per day was 9.64% to 12.76% lower than that of the existing taxi-parcel sharing method. Our online routing algorithms can be incorporated into an efficient smart shared taxi system.

Threat-Based Security Analysis for the Domestic Smart Home Appliance (위협 모델링을 이용한 국내 스마트 홈 보안 분석에 대한 연구)

  • Hong, Paul;Lee, Sangmin;Park, Minsu;Kim, Seungjoo
    • KIPS Transactions on Computer and Communication Systems
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    • 제6권3호
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    • pp.143-158
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    • 2017
  • Smart Home Appliance which makes people to operate machines in the home by remote control is service or technology to provide convenience. It is close to home, so it has privacy problem and security problem. If Smart Home Applications is attacked, Scale of damage is anticipated. In case of products from overseas country, various vulnerability has been announced every year. Therefore, It is necessary to identify and to analysis threats of Smart Home Appliance using systematically method for using safe Smart home appliance service. In this paper, we present check list for identifying and analyzing threats using Threat Modeling and then we analyzed the Domestic Smart Home Appliance using check list which we present.

Convergence Security Technology of OPC-UA Protocol Gateway based on DPI & Self-Similarity for Smart Factory Network (스마트 팩토리 망에서 DPI와 자기 유사도 기술 기반의 OPC-UA 프로토콜 게이트웨이 융합 보안 기술)

  • Shim, Jae-Yoon;Lee, June-Kyoung
    • Journal of the Korea Institute of Information Security & Cryptology
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    • 제26권5호
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    • pp.1305-1311
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    • 2016
  • The smart factory, a combination of ICT technology to the entire production process of a product, means can you intelligent factory is to achieve such reduction and process improvement of the production cost. To implement the smart factory, inevitably must have an internal equipment connections to the external network, this is by equipment which is operated by the existing closure network is exposed to the outside network, the security vulnerability so that gender is increased. In order to solve this problem, it is possible to apply security solutions that are used in normal environments. However, it is impossible to have just completely blocking security threats that can occur in a smart factory network. Further, considering the economic damage that can occur during security breach accident, which cannot be not a serious problem. Therefore, in this paper, a look to know the security measures that can be applied to smart factory, to introduce the main fusion security technology necessary to smart factory dedicated security gateway.

Study on the Development Direction of a Smart City in Gangwon-do (강원도 스마트시티 발전방향 설정에 관한 연구)

  • Ham, Kwang-Min;Ryu, Jong-Hyun
    • Journal of Environmental Science International
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    • 제30권1호
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    • pp.11-17
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    • 2021
  • This research was conducted to propose the basic direction of a smart city plan for the satisfaction of residents of Gangwon-do. Initially, the awareness of smart cities among the residents of Gangwon-do was as follows: The response "I have no idea" was 21.7% higher and "I do not know the details, but have heard of it" was 15.1% lower than the awareness among residents across the nation. Based on these results, it was confirmed that awareness was very low despite the government's smartification reinforcement policy. In addition, the residents of Gangwon-do expected that their time would be saved and their living convenience would increase but were worried that their privacy would be invaded and that the conflict between generations would intensify. Thus, it is necessary to develop a plan to enhance the awareness of smart cities, as well as a plan to enhance digital awareness. Second, based on the importance of and satisfaction with the urban problem response system examined among the residents of Gangwon-do, it seems necessary to prioritize improvements in public space control and administrative problem responses involving deteriorated parks/plazas, pedestrian environment, and administrative processing inefficiency and fairness. Additionally, the first prioritization priority of the residents of Gangwon-do was "health/welfare/medical service" (27.7%); the second and third highest priorities were "transportation service" (26.3%) and "environmental service" (19.0%), respectively. In particular, as "transportation service" was highly preferred in the Chuncheon and Wonju regions and "health/welfare/medical service" was highly preferred in the Gangneung, Sokcho, and other southern regions, it was confirmed that the level of urbanization is deeply associated with smart services.

Using TRIZ Techniques to New Product Function Development of Smart Phones

  • Chen, Long-Sheng;Chen, Shih-Hsun
    • Industrial Engineering and Management Systems
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    • 제10권3호
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    • pp.179-184
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    • 2011
  • Recently, the fast development of communication technologies has brought a great convince for human beings' life. Lots of commercial services and transactions can be done by using mobile communication equipments such as smart phones. Consequently, smart phones have attracted lots of companies to invest them for their potential growth of market. Compared with basic feature phone, a smart phone can offer more advanced computing ability and connectivity. However, based on the responses of customers, there still are many defectives such as not friendly and smooth operation, short standby time of batteries, threat of virus infected and so on needed to be improved. Therefore, this study will propose a product innovative function development procedure into TRIZ (theory of inventive problem solving) to transform voice of customers into product design and to create novel functions, respectively. A case study of smart phones will be provided to illustrate the effectiveness of the proposed method.

Synthesis of Machine Knowledge and Fuzzy Post-Adjustment to Design an Intelligent Stock Investment System

  • Lee, Kun-Chang;Kim, Won-Chul
    • Journal of the Korean Operations Research and Management Science Society
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    • 제17권2호
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    • pp.145-162
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    • 1992
  • This paper proposes two design principles for expert systems to solve a stock market timing (SMART) problems : machine knowledge and fuzzy post-adjustment, Machine knowledge is derived from past SMART instances by using an inductive learning algorithm. A knowledge-based solution, which can be regarded as a prior SMART strategy, is then obtained on the basis of the machine knowledge. Fuzzy post-adjustment (FPA) refers to a Bayesian-like reasoning, allowing the prior SMART strategy to be revised by the fuzzy evaluation of environmental factors that might effect the SMART strategy. A prototype system, named K-SISS2 (Knowledge-based Stock Investment Support System 2), was implemented using the two design principles and tested for solving the SMART problem that is aimed at choosing the best time to buy or sell stocks. The prototype system worked very well in an actual stock investment situation, illustrating basic ideas and techniques underlying the suggested design principles.

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User Density Estimation System at Closed Space using High Frequency and Smart device

  • Chung, Myoungbeom
    • Journal of the Korea Society of Computer and Information
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    • 제22권11호
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    • pp.49-55
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    • 2017
  • Recently, for safety of people, there are proposed so many technologies which detect density of people at the specific place or space. The representative technology for crowd density estimation was using image analysis method from CCTV images. However, this method had a weakness which could not be used and which's accuracy was lower at the dark or smog space. Therefore, in this paper, to solve this problem, we proposed a user density estimation system at closed space using high frequency and smart device. The system send inaudible high frequencies to smart devices and it count the smart devices which detect the high frequencies on the space. We tested real-time user density with the proposed system and ten smart devices to evaluate performance. According to the testing results, we confirmed that the proposed system's accuracy was 95% and it was very useful. Thus, because the proposed system could estimate about user density at specific space exactly, it could be useful technology for safety of people and measurement of space use state at indoor space.

Design and Implementation of Scratch-based Science Learning Environment Using Non-formal Learning Experience

  • Ko, Hye-Kyeong
    • International journal of advanced smart convergence
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    • 제8권2호
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    • pp.170-182
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    • 2019
  • In this paper, we use scratch to design and develop non-formal learning experiences that are linked with contents of secondary science textbook to educational programs. The goal of this paper is to develop a convenient and interesting program for non-formal learning in a learning environment using various smart device. Theoretical approaches to mobile education, such as smartphones, and smart education support policies continue to lead to various research efforts. Although most of the smart education systems developed for students who have difficulty in academic performance are utilized, they are limited to general students. To solve the problem, the learning environment was implanted by combining the scratch, which is an educational programming that can be easily written. The science education program proposed in this paper shows the result of process of programming using ICT device using scratch programming. In the evaluation stage, we were able to display the creations and evaluate each other, so that we could refine them more by sharing the completed ideas.