• 제목/요약/키워드: Field Complexity

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Predicting Learning Achievements with Indicators of Perceived Affordances Based on Different Levels of Content Complexity in Video-based Learning

  • Dasom KIM;Gyeoun JEONG
    • Educational Technology International
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    • 제25권1호
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    • pp.27-65
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    • 2024
  • The purpose of this study was to identify differences in learning patterns according to content complexity in video-based learning environments and to derive variables that have an important effect on learning achievement within particular learning contexts. To achieve our aims, we observed and collected data on learners' cognitive processes through perceived affordances, using behavioral logs and eye movements as specific indicators. These two types of reaction data were collected from 67 male and female university students who watched two learning videos classified according to their task complexity through the video learning player. The results showed that when the content complexity level was low, learners tended to navigate using other learners' digital logs, but when it was high, students tended to control the learning process and directly generate their own logs. In addition, using derived prediction models according to the degree of content complexity level, we identified the important variables influencing learning achievement in the low content complexity group as those related to video playback and annotation. In comparison, in the high content complexity group, the important variables were related to active navigation of the learning video. This study tried not only to apply the novel variables in the field of educational technology, but also attempt to provide qualitative observations on the learning process based on a quantitative approach.

건축현장작업의 Human Factors 적용에 관한 연구 (A Study on the Application of Human Factors in Construction Work)

  • 박일철;박종권;김상렬;박종근;이영섭
    • 한국안전학회지
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    • 제13권1호
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    • pp.139-146
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    • 1998
  • In current domestic construction field, several factors influencing the safety for field workers are various due to the size and complexity of construction works involved. Among the factors, the age is the important one, because the average age of workers is getting older due to the 3D phenomena in construction fields. The safety for workers of all ages is important, but especially safety for the old, is more important. Thus, the fundamental techniques for placement of field workers with adequate safety corresponding to complexity and hard works are investigated through analyzing fatigue and heart rate of individual worker, especially for the old.

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한국에서의 해외지역 연구와 교육에 대한 비판적 고찰 (Rethinking of Research and Educational Trends in Foreign Studies Field in Korea)

  • 권세은
    • 비교문화연구
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    • 제22권
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    • pp.279-301
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    • 2011
  • This paper is aimed to examine the current research and educational problems of foreign studies in Korean universities and review some alternative ways. Area studies as foreign studies have several characteristics which are different from those of the other research disciplines. It is a research and educational program that promotes comprehensive understanding about political, economic, social, and cultural phenomena of a specific area in the world. For better understand 'others', researchers in the field of area studies must explain the whole mechanism of the area, which could be revealed in terms of the very existence of its reality. Foreign studies are accomplished with joint-research method, collaborating two or more different research disciplines and based on the contemporary system of knowledge accumulation and educational program. Therefore, the critical issue can be gradually taken on a political and social characteristic. At this point, research and educational manner in foreign studies field in Korea should be changed to secure the academic reflections of temporality, sociality, placeness using a new paradigm such as complexity.

여분 기저를 이용한 멀티플렉서 기반의 유한체 곱셈기 (Multiplexer-Based Finite Field Multiplier Using Redundant Basis)

  • 김기원
    • 대한임베디드공학회논문지
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    • 제14권6호
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    • pp.313-319
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    • 2019
  • Finite field operations have played an important role in error correcting codes and cryptosystems. Recently, the necessity of efficient computation processing is increasing for security in cyber physics systems. Therefore, efficient implementation of finite field arithmetics is more urgently needed. These operations include addition, multiplication, division and inversion. Addition is very simple and can be implemented with XOR operation. The others are somewhat more complicated than addition. Among these operations, multiplication is the most important, since time-consuming operations, such as exponentiation, division, and computing multiplicative inverse, can be performed through iterative multiplications. In this paper, we propose a multiplexer based parallel computation algorithm that performs Montgomery multiplication over finite field using redundant basis. Then we propose an efficient multiplexer based semi-systolic multiplier over finite field using redundant basis. The proposed multiplier has less area-time (AT) complexity than related multipliers. In detail, the AT complexity of the proposed multiplier is improved by approximately 19% and 65% compared to the multipliers of Kim-Han and Choi-Lee, respectively. Therefore, our multiplier is suitable for VLSI implementation and can be easily applied as the basic building block for various applications.

Performance Evaluation of Lower Complexity Hybrid-Fix-and-Round-LLL Algorithm for MIMO System

  • Lv, Huazhang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권6호
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    • pp.2554-2580
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    • 2018
  • Lenstra-Lenstra-$Lov{\acute{a}}sz$ (LLL) is an effective receiving algorithm for Multiple-Input-Multiple-Output (MIMO) systems, which is believed can achieve full diversity in MIMO detection of fading channels. However, the LLL algorithm features polynomial complexity and shows poor performance in terms of convergence. The reduction of algorithmic complexity and the acceleration of convergence are key problems in optimizing the LLL algorithm. In this paper, a variant of the LLL algorithm, the Hybrid-Fix-and-Round LLL algorithm, which combines both fix and round measurements in the size reduction procedure, is proposed. By utilizing fix operation, the algorithmic procedure is altered and the size reduction procedure is skipped by the hybrid algorithm with significantly higher probability. As a consequence, the simulation results reveal that the Hybrid-Fix-and-Round-LLL algorithm carries a faster rate of convergence compared to the original LLL algorithm, and its algorithmic complexity is at most one order lower than original LLL algorithm in real field. Comparing to other families of LLL algorithm, Hybrid-Fix-and-Round-LLL algorithm can make a better compromise in performance and algorithmic complexity.

다양한 컴퓨팅 환경에서 YOLOv7 모델의 추론 시간 복잡도 분석 (YOLOv7 Model Inference Time Complexity Analysis in Different Computing Environments)

  • 박천수
    • 반도체디스플레이기술학회지
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    • 제21권3호
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    • pp.7-11
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    • 2022
  • Object detection technology is one of the main research topics in the field of computer vision and has established itself as an essential base technology for implementing various vision systems. Recent DNN (Deep Neural Networks)-based algorithms achieve much higher recognition accuracy than traditional algorithms. However, it is well-known that the DNN model inference operation requires a relatively high computational power. In this paper, we analyze the inference time complexity of the state-of-the-art object detection architecture Yolov7 in various environments. Specifically, we compare and analyze the time complexity of four types of the Yolov7 model, YOLOv7-tiny, YOLOv7, YOLOv7-X, and YOLOv7-E6 when performing inference operations using CPU and GPU. Furthermore, we analyze the time complexity variation when inferring the same models using the Pytorch framework and the Onnxruntime engine.

시간적-공간적 상관성을 이용한 저 복잡도 움직임 추정 (Low Complexity Motion Estimation Based on Spatio - Temporal Correlations)

  • 윤효순;김미영;이귀상
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제31권9호
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    • pp.1142-1149
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    • 2004
  • 움직임 추정은 동영상내에 존재하는 중복된 데이타를 제거하기 때문에 비디오 영상 압축에서 중요한 역할을 하지만 높은 계산 복잡도로 인하여 실시간 영상 전송에 많은 어려움을 가지고 있다. 이러한 문제점을 해결하기 위해서는 낮은 계산 복잡도를 지닌 움직임 추정 기법들이 필요한데, 본 논문에서는 현재 블록과 높은 시간적, 공간적 상관성을 가지고 있는 블록들의 움직임 벡터들, 즉 참조 프레임에서 동일한 위치에 있는 블록의 움직임 벡터와 현재 프레임에서 현재 블록의 이웃에 있는 블록들의 움직임 벡터들을 이용하여 현재 블록의 탐색 시작점과 탐색 패턴을 적응적으로 결정하여 움직임 벡터를 추정하는 움직임 추정 기법을 제안한다. 실험을 통하여, 제안된 기법을 낮은 계산 복잡도를 지닌 움직임 벡터 필드 적응적 탐색 기법 (Motion Vector Field Adaptive Search Technique : MVFAST)과 예측된 움직임 벡터필드 적응적 탐색 기법(Predictive Motion Vector Field Adaptive Search Technique : PMVFAST)과 비교하였을 경우, 제안된 기법은 약 0.01~0.3 (dB) 정도의 화질 향상과 낮은 계산 복잡도로 인하여 약 1.12~l.33 배의 속도 향상을 보였다.

삼항 기약다항식을 이용한 GF($2^n$)의 효율적인 저면적 비트-병렬 곱셈기 (Low Space Complexity Bit Parallel Multiplier For Irreducible Trinomial over GF($2^n$))

  • 조영인;장남수;김창한;홍석희
    • 대한전자공학회논문지SD
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    • 제45권12호
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    • pp.29-40
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    • 2008
  • 유한체 GF($2^n$) 연산을 바탕으로 구성되는 암호시스템에서 유한체 곱셈의 효율적인 하드웨어 설계는 매우 중요한 연구분야이다. 본 논문에서는 공간 복잡도가 낮은 병렬 처리 유한체 곱셈기를 구성하기 위하여 삼항 기약다항식(Trinomial) $f(x)=x^n+x^k+1$의 모듈러 감산 연산 특징을 이용하였다. 또한 연산 수행 속도를 빠르게 개선하기 위해 하드웨어 구조를 기존의 Mastrovito 곱셈 방법과 유사하게 구성한다. 제안하는 곱셈기는 $n^2-k^2$ 개의 AND 게이트와 $n^2-k^2+2k-2$개의 XOR 게이트로 구성되므로 이는 기존의 $n^2$ AND게이트, $n^2-1$ XOR 게이트의 합 $2n^2-1$에서 $2k^2-2k+1$ 만큼의 공간 복잡도가 감소된 결과이다. 시간 복잡도는 기존의 $T_A+(1+{\lceil}{\log}_2(2n-k-1){\rceil})T_X$와 같거나 $1T_X$ 큰 값을 갖는다. 최고차 항이 100에서 1000 사이의 모든 기약다항식에 대해 시간복잡도는 같거나 $1T_X(10%{\sim}12.5%$)정도 증가하는데 비해 공간 복잡도는 최대 25% 까지 감소한다.

PMSM Angle Detection Based on the Edge Field Measurements by Hall Sensors

  • Kim, Jae-Uk;Jung, Sung-Yoon;Nam, Kwang-Hee
    • Journal of Power Electronics
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    • 제10권3호
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    • pp.300-305
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    • 2010
  • This paper presents a two Hall sensor method for rotor angle detection in permanent magnet synchronous motors (PMSM). To minimize the implementation complexity, the system is designed to measure the edge field of permanent magnet pieces. However, there are nonlinearities in the measured values of the edge field. In this work, an angle correction algorithm is proposed, and the improvements in accuracy are verified through experiments. Finally, a field orientation controller is constructed with the proposed angle detection algorithm.

Multiplexer와AOP를 적응한 $GF(2^m)$ 상의 승산기 설계 (The Design of $GF(2^m)$ Multiplier using Multiplexer and AOP)

  • 변기영;황종학;김흥수
    • 전자공학회논문지SC
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    • 제40권3호
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    • pp.145-151
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    • 2003
  • 본 논문에서는 고속의 연산동작과 낮은 회로 복잡도를 갖는 새로운 GF(2/sup m/)상의 승산기를 제안한다. 유한체 연산은 다항식 승산과 기약다항식을 적용한 모듈러 연산에 의해 전개되며, 본 논문에서는 이 두 과정을 분리하여 다루었다. 다항식 승산연산은 Permestzi의 기법을 토대로 전개하였고 기약다항식은 AOP로 하였다. 멀티플렉서를 사용하여 GF(2/sup m/)상의 승산회로를 구성하였고, 회로 복잡도와 지연시간을 타 논문과 비교하였다. 제안된 승산기는 낮은 회로 복잡도와 지연시간을 보이며, 회로의 구성이 정규성을 가지므로 VLSI 구현에 적합하다.