• Title/Summary/Keyword: smart interface

Search Result 745, Processing Time 0.025 seconds

Understanding Interactive and Explainable Feedback for Supporting Non-Experts with Data Preparation for Building a Deep Learning Model

  • Kim, Yeonji;Lee, Kyungyeon;Oh, Uran
    • International journal of advanced smart convergence
    • /
    • v.9 no.2
    • /
    • pp.90-104
    • /
    • 2020
  • It is difficult for non-experts to build machine learning (ML) models at the level that satisfies their needs. Deep learning models are even more challenging because it is unclear how to improve the model, and a trial-and-error approach is not feasible since training these models are time-consuming. To assist these novice users, we examined how interactive and explainable feedback while training a deep learning network can contribute to model performance and users' satisfaction, focusing on the data preparation process. We conducted a user study with 31 participants without expertise, where they were asked to improve the accuracy of a deep learning model, varying feedback conditions. While no significant performance gain was observed, we identified potential barriers during the process and found that interactive and explainable feedback provide complementary benefits for improving users' understanding of ML. We conclude with implications for designing an interface for building ML models for novice users.

Wearable Textile Strain Sensors (웨어러블 텍스타일 스트레인 센서 리뷰)

  • Roh, Jung-Sim
    • Fashion & Textile Research Journal
    • /
    • v.18 no.6
    • /
    • pp.733-745
    • /
    • 2016
  • This paper provides a review of wearable textile strain sensors that can measure the deformation of the body surface according to the movements of the wearer. In previous studies, the requirements of textile strain sensors, materials and fabrication methods, as well as the principle of the strain sensing according to sensor structures were understood; furthermore, the factors that affect the sensing performance were critically reviewed and application studies were examined. Textile strain sensors should be able to show piezoresistive effects with consistent resistance-extension in response to the extensional deformations that are repeated when they are worn. Textile strain sensors with piezoresistivity are typically made using conductive yarn knit structures or carbon-based fillers or conducting polymer filler composite materials. For the accuracy and reliability of textile strain sensors, fabrication technologies that would minimize deformation hysteresis should be developed and processes to complement and analyze sensing results based on accurate understanding of the sensors' resistance-strain behavior are necessary. Since light-weighted, flexible, and highly elastic textile strain sensors can be worn by users without any inconvenience so that to enable the users to continuously collect data related to body movements, textile strain sensors are expected to become the core of human interface technologies with a wide range of applications in diverse areas.

Elements for Evaluating the Usability of the Web-Based Infographic Design (웹 기반 인포그래픽 디자인을 위한 사용성 평가 요소)

  • Kwon, Hyo-Jeong
    • Journal of Korea Multimedia Society
    • /
    • v.16 no.7
    • /
    • pp.879-887
    • /
    • 2013
  • In the recently diversified web environment, the existing methodologies for studying and evaluating the usability of infographics have limit in being applied to new user experience environment. To ensure effective web design that considers various user environments, research needs to be done for such usability of infographics that executes 'simplification and compression of information'. The purpose of this study is to understand the expandability of web-based infographic design, re-establish its concept, and produce the elements involved in the usability evaluation to come up with effective data on user experience. It is expected that this study will be used as a basic research for elucidating the connection to type-based or experienced-based data through convergence of various areas of information technology in the continuously transforming smart media environment.

Behavior of Diffusion Layer Formation for TiNi/6061Al Smart Composites by Vacuum hot Press (진공 Hot Press법에 의한 TiNi/6061Al 지적 복합재료의 확산층 형성거동)

  • Park, Kwang-Hoon;Park, Sung-Ki;Shin, Soon-Gi;Lee, Jun-Hee
    • Korean Journal of Materials Research
    • /
    • v.12 no.12
    • /
    • pp.955-961
    • /
    • 2002
  • 2.7vol%TiNi/6061 Al composites with TiNi shape memory alloy as reinforcement were fabricated by vacuum hot press. It was investigated by OM, SEM, EPMA and XRD analysis for the behavior of diffusion layer formation on various heat treatment condition. Thickness of diffusion layer was increased proportionally according to heat treatment time. The layer was formed by the mutual diffusion of TiNi and Al. The diffusion rate from TiNi fiber to Al matrix was faster than that of reverse diffusion path. The more diffused layer was formed in Al matrix. The diffusion at interface layer was consisted of $A1_3$Ti, $Al_3$Ni analyzed by EPMA, XRD results.

A Study of the Three Port NPC based DAB Converter for the Bipolar DC Grid (양극성 직류 배전망에 적용 가능한 3포트 NPC 기반의 DAB 컨버터에 대한 연구)

  • Yun, Hyeok-Jin;Kim, Myoungho;Baek, Ju-Won;Kim, Ju-Yong;Kim, Hee-Je
    • The Transactions of the Korean Institute of Power Electronics
    • /
    • v.22 no.4
    • /
    • pp.336-344
    • /
    • 2017
  • This paper presents the three-port DC-DC converter modeling and controller design procedure, which is part of the solid-state transformer (SST) to interface medium voltage AC grid to bipolar DC distribution network. Due to the high primary side DC link voltage, the proposed converter employs the three-level neutral point clamped (NPC) topology at the primary side and 2-two level half bridge circuits for each DC distribution network. For the proposed converter particular structure, this paper conducts modeling the three winding transformer and the power transfer between each port. A decoupling method is adopted to simplify the power transfer model. The voltage controller design procedure is presented. In addition, the output current sharing controller is employed for current balancing between the parallel-connected secondary output ports. The proposed circuit and controller performance are verified by experimental results using a 30 kW prototype SST system.

Verification and Validation to develop Safety-critical Software (안전에 중요한 소프트웨어 개발을 위한 확인 및 검증)

  • Lee Jong-Bok;Suh Sang-Moon;Keum Jong-Yong
    • Proceedings of the Korean Society for Quality Management Conference
    • /
    • 2004.04a
    • /
    • pp.114-119
    • /
    • 2004
  • Software verification and validation(V&V) is a means to develop high-quality software and assure safety and reliability for software. Also, we can achieve the desired software quality through systematic V&V activities. The software to be applied safety critical system like nuclear power plants is required to setup the V&V methodology that comply with licensing requirements for nuclear power plants and should be performed V&V activities according to it. In this paper, we classified safety-critical, safety-related and non-safety for software according to safety function to be peformed and define V&V activities to be applied software grade. Also, we defined V&V activities, procedures and documentation for each phase of software development life cycle and showed techniques and management to perform V&V. Finally, we propose the V&V framework to be applied software development of SMART(System-integrated Modular Advanced ReacTor) MMIS (Man-Machine Interface System) and to comply with domestic licensing requirements.

  • PDF

The Development of Effective Database Model for Pipe Network Management Monitoring Program (상수도 관망시스템의 유지관리용 모니터링 프로그램을 위한 효율적 D/B 모델의 개발)

  • Kang, Byung-Mo;Lee, Hyun-Dong;Hong, In-Sik
    • Journal of Internet Computing and Services
    • /
    • v.9 no.4
    • /
    • pp.157-166
    • /
    • 2008
  • There has been a renewal of interest in management of underground facility in recent years. As several research have been made on management for underground facility of waterworks pipe. In this paper smart-tag is defined and applied to requiring ubiquitous environment. Also, GPS is essential technology for the implementation of proposed program, which has GPS and RFID mixed business model. And it manages data of underground facility with RFID system effectively and provides the high quality practical effectiveness of entire system through GPS receiving module and network communication on GIS. In conclusion, this paper proposed applications management system with location mixed database. Proposed database and interface skill is tested and evaluated through the simulation.

  • PDF

A Study on Evolution Strategy of the Next Generation Mobile Terminals (차세대 이동단말의 발전 전략에 대한 연구)

  • Bang Kee-Chun
    • Journal of Digital Contents Society
    • /
    • v.6 no.2
    • /
    • pp.131-135
    • /
    • 2005
  • Nowadays, the demand for the wireless technology has gradually increased to support the services of high speed wired internet and also the interest of a mobile terminal convergence has increased. In the next generation, the mobile terminal could merge with the celluar phone, wireless LAN, portable internet, digital multimedia brodcasting, mobile game and sensor(smart-tag and biometrics) through the unified single user interface. Moreover, the system is supported to multi-mode at difference networks, which have variable functions and high performance for available service. Inthis paper, we investigate the minimum requirements and the core technologies of the next generation mobile terminals.

  • PDF

Developing an integrated software solution for active-sensing SHM

  • Overly, T.G.;Jacobs, L.D.;Farinholt, K.M.;Park, G.;Farrar, C.R.;Flynn, E.B.;Todd, M.D.
    • Smart Structures and Systems
    • /
    • v.5 no.4
    • /
    • pp.457-468
    • /
    • 2009
  • A novel approach for integrating active sensing data interrogation algorithms for structural health monitoring (SHM) applications is presented. These algorithms cover Lamb wave propagation, impedance methods, and sensor diagnostics. Contrary to most active-sensing SHM techniques, which utilize only a single signal processing method for damage identification, a suite of signal processing algorithms are employed and grouped into one package to improve the damage detection capability. A MATLAB-based user interface, referred to as HOPS, was created, which allows the analyst to configure the data acquisition system and display the results from each damage identification algorithm for side-by-side comparison. By grouping a suite of algorithms into one package, this study contributes to and enhances the visibility and interpretation of the active-sensing methods related to damage identification. This paper will discuss the detailed descriptions of the damage identification techniques employed in this software and outline future issues to realize the full potential of this software.

Real-time Ray-tracing Chip Architecture

  • Yoon, Hyung-Min;Lee, Byoung-Ok;Cheong, Cheol-Ho;Hur, Jin-Suk;Kim, Sang-Gon;Chung, Woo-Nam;Lee, Yong-Ho;Park, Woo-Chan
    • IEIE Transactions on Smart Processing and Computing
    • /
    • v.4 no.2
    • /
    • pp.65-70
    • /
    • 2015
  • In this paper, we describe the world's first real-time ray-tracing chip architecture. Ray-tracing technology generates high-quality 3D graphics images better than current rasterization technology by providing four essential light effects: shadow, reflection, refraction and transmission. The real-time ray-tracing chip named RayChip includes a real-time ray-tracing graphics processing unit and an accelerating tree-building unit. An ARM Ltd. central processing unit (CPU) and other peripherals are also included to support all processes of 3D graphics applications. Using the accelerating tree-building unit named RayTree to minimize the CPU load, the chip uses a low-end CPU and decreases both silicon area and power consumption. The evaluation results with RayChip show appropriate performance to support real-time ray tracing in high-definition (HD) resolution, while the rendered images are scaled to full HD resolution. The chip also integrates the Linux operating system and the familiar OpenGL for Embedded Systems application programming interface for easy application development.