• Title/Summary/Keyword: Architecture Performance

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Effect of Manufacturing Accuracy of Flexible Propeller on the Open Water Performance (유연 프로펠러의 제작 정도가 단독성능에 미치는 영향)

  • Lee, Kun-Hwa;Jang, Hyun-Gil;Lee, Chang-Sup;Nho, In-Sik;Lee, Sang-Gab;Hyun, Beom-Soo
    • Journal of the Society of Naval Architects of Korea
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    • v.50 no.5
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    • pp.349-354
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    • 2013
  • The blades of flexible propellers are formed by overlaying and adhering many layers of thin glass-fiber fabric sheets, are compressed and dried in the rigid mold. The current manufacturing process can not avoid the rather irregular deformation of the blades composed of non-isotropic non-uniform fabric structures, and inevitably introduces the different shape-forming errors between blades. In this paper, several flexible model propellers are precisely measured with three-dimensional optical instrument and compared with the original design geometry. The model propellers with the as-measured geometry are evaluated with the lifting-surface-theory-based propeller analysis code. The open-water performance are presented and discussed. The importance of the manufacturing accuracy is addressed to be able to apply the flexible propellers for propulsion of marine vehicles.

Performance Analysis of Speech Recognition Model based on Neuromorphic Architecture of Speech Data Preprocessing Technique (음성 데이터 전처리 기법에 따른 뉴로모픽 아키텍처 기반 음성 인식 모델의 성능 분석)

  • Cho, Jinsung;Kim, Bongjae
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.22 no.3
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    • pp.69-74
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    • 2022
  • SNN (Spiking Neural Network) operating in neuromorphic architecture was created by mimicking human neural networks. Neuromorphic computing based on neuromorphic architecture requires relatively lower power than typical deep learning techniques based on GPUs. For this reason, research to support various artificial intelligence models using neuromorphic architecture is actively taking place. This paper conducted a performance analysis of the speech recognition model based on neuromorphic architecture according to the speech data preprocessing technique. As a result of the experiment, it showed up to 84% of speech recognition accuracy performance when preprocessing speech data using the Fourier transform. Therefore, it was confirmed that the speech recognition service based on the neuromorphic architecture can be effectively utilized.

Path-Based Computation Encoder for Neural Architecture Search

  • Yang, Ying;Zhang, Xu;Pan, Hu
    • Journal of Information Processing Systems
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    • v.18 no.2
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    • pp.188-196
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    • 2022
  • Recently, neural architecture search (NAS) has received increasing attention as it can replace human experts in designing the architecture of neural networks for different tasks and has achieved remarkable results in many challenging tasks. In this study, a path-based computation neural architecture encoder (PCE) was proposed. Our PCE first encodes the computation of information on each path in a neural network, and then aggregates the encodings on all paths together through an attention mechanism, simulating the process of information computation along paths in a neural network and encoding the computation on the neural network instead of the structure of the graph, which is more consistent with the computational properties of neural networks. We performed an extensive comparison with eight encoding methods on two commonly used NAS search spaces (NAS-Bench-101 and NAS-Bench-201), which included a comparison of the predictive capabilities of performance predictors and search capabilities based on two search strategies (reinforcement learning-based and Bayesian optimization-based) when equipped with different encoders. Experimental evaluation shows that PCE is an efficient encoding method that effectively ranks and predicts neural architecture performance, thereby improving the search efficiency of neural architectures.

High Performance Integer Multiplier on FPGA with Radix-4 Number Theoretic Transform

  • Chang, Boon-Chiao;Lee, Wai-Kong;Goi, Bok-Min;Hwang, Seong Oun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.8
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    • pp.2816-2830
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    • 2022
  • Number Theoretic Transform (NTT) is a method to design efficient multiplier for large integer multiplication, which is widely used in cryptography and scientific computation. On top of that, it has also received wide attention from the research community to design efficient hardware architecture for large size RSA, fully homomorphic encryption, and lattice-based cryptography. Existing NTT hardware architecture reported in the literature are mainly designed based on radix-2 NTT, due to its small area consumption. However, NTT with larger radix (e.g., radix-4) may achieve faster speed performance in the expense of larger hardware resources. In this paper, we present the performance evaluation on NTT architecture in terms of hardware resource consumption and the latency, based on the proposed radix-2 and radix-4 technique. Our experimental results show that the 16-point radix-4 architecture is 2× faster than radix-2 architecture in expense of approximately 4× additional hardware. The proposed architecture can be extended to support the large integer multiplication in cryptography applications (e.g., RSA). The experimental results show that the proposed 3072-bit multiplier outperformed the best 3k-multiplier from Chen et al. [16] by 3.06%, but it also costs about 40% more LUTs and 77.8% more DSPs resources.

An Efficient Interpolation Hardware Architecture for HEVC Inter-Prediction Decoding

  • Jin, Xianzhe;Ryoo, Kwangki
    • Journal of information and communication convergence engineering
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    • v.11 no.2
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    • pp.118-123
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    • 2013
  • This paper proposes an efficient hardware architecture for high efficiency video coding (HEVC), which is the next generation video compression standard. It adopts several new coding techniques to reduce the bit rate by about 50% compared with the previous one. Unlike the previous H.264/AVC 6-tap interpolation filter, in HEVC, a one-dimensional seven-tap and eight-tap filter is adopted for luma interpolation, but it also increases the complexity and gate area in hardware implementation. In this paper, we propose a parallel architecture to boost the interpolation performance, achieving a luma $4{\times}4$ block interpolation in 2-4 cycles. The proposed architecture contains shared operations reducing the gate count increased due to the parallel architecture. This makes the area efficiency better than the previous design, in the best case, with the performance improved by about 75.15%. It is synthesized with the MagnaChip $0.18{\mu}m$ library and can reach the maximum frequency of 200 MHz.

Experimental study on seismic behavior of RC beam-column joints retrofitted using prestressed steel strips

  • Yang, Yong;Chen, Yang;Chen, Zhan;Wang, Niannian;Yu, Yunlong
    • Earthquakes and Structures
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    • v.15 no.5
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    • pp.499-511
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    • 2018
  • This paper aims to investigate the seismic performance of the prestressed steel strips retrofitted RC beam-column joints. Two series of joint specimens were conducted under compression load and reversed cyclic loading through quasi-static tests. Based on the test results, the seismic behavior of the strengthened joints specimens in terms of the failure modes, hysteresis response, bearing capacity, ductility, stiffness degradation, energy dissipation performance and damage level were focused. Moreover, the effects of the amount of the prestressed steel strips and the axial compression ratio on seismic performance of retrofitted specimens were analyzed. It was shown that the prestressed steel strips retrofitting method could significantly improve the seismic behavior of the RC joint because of the large confinement provided by prestressed steel strips in beam-column joints. The decrease of the spacing and the increase of the layer number of the prestressed steel strips could result in a better seismic performance of the retrofitted joint specimens. Moreover, increasing the axial compression ration could enhance the peak load, stiffness and the energy performance of the joint specimens. Furthermore, by comparison with the specimens reinforced with CFRP sheets, the specimens reinforced with prestressed steel strips was slightly better in seismic performance and cost-saving in material and labor. Therefore, this prestressed steel strips retrofitting method is quite helpful to enhance the seismic behavior of the RC beam-column joints with reducing the cost and engineering time.

A Study on the Development of Sea-Keeping Performance Improving Device for High Speed Fishing Vessel (고속어선의 운동성능 개선장치 개발에 관한 연구)

  • Lee, Kwi-Joo;Kim, Kyoung-Hwa;Park, Na-Ra
    • Journal of the Korean Society of Fisheries and Ocean Technology
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    • v.41 no.1
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    • pp.64-69
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    • 2005
  • In spite of many efforts, in the design of high speed fishing vessel the sea-keeping performance improvement without neglection of resistance-propulsion performance by hull form itself has its limitations. In this paper, the development of sea-keeping improving appendage pitching and trim improver for high speed planing hull on behalf of the hull form of fishing vessel has been introduced. The developed appendage verified its effectiveness in the full scale test and also has been proved the better resistance performance in the model test and full scale test.

Experiment of ENTA Hysteretic Damper and Verification of Seismic Performance Through Finite Element Analysis (ENTA이력댐퍼의 실험과 유한 요소 해석을 통한 내진 성능 검증)

  • Lee, Hong-Seok;Hwang, Jung-Hyun;Lee, Kihak
    • Journal of Korean Association for Spatial Structures
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    • v.20 no.1
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    • pp.79-86
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    • 2020
  • The performance enhancement of various damping systems from natural hazards has become an highly important issue in engineering field. In this paper, ENTA hysteretic dampers were tested under cyclic loadings to evaluate their performance in terms of ductility and energy dissipation. The test results showed that the hysteretic dampers are effective damping systems to enhance the buildings performance for remodeling and retrofit of buildings. Also, the hysteretic dampers were modeled in FEM(Finite Element Method) structural analysis program. As comparing the computer modeling and the experiment, this study model reflects the nonlinear behavior of steel and derives the hysteresis loop.

Research on Hydrodynamic Performance of the Interaction between Ducted Propeller and Rudder based on CFD

  • Xie, Yonghe;Wang, Guibiao;Wang, Wei
    • International Journal of Ocean System Engineering
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    • v.3 no.4
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    • pp.169-174
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    • 2013
  • The computational fluid dynamics software FLUENT is used to calculate and compare the hydrodynamic performance of the propeller-rudder system of a 42-m trawler, which is installed with a ducted propeller. The effects of rudder on the hydrodynamic performance of the ducted propeller and the wake flow behind the propeller are firstly investigated. In addition, the different rudder angles are also considered to further study the performance of this system.

A Study on the Cavity Height of Muti-Story Double-Skin Facade for better Thermal Performance (열성능을 고려한 다층형 이중외피의 중공층 높이에 관한 연구)

  • Shin, Seon-Joon;Jo, Jae-Hun;Seok, Ho-Tae;Kim, Kwang-Woo
    • Journal of the Korean Solar Energy Society
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    • v.25 no.2
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    • pp.53-62
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    • 2005
  • In this study, the thermal performance of multi-story double-skin facade(DSF) with variation of cavity height is evaluated to offer useful data in determining cavity height of multi-story DSF. For this, thermal criteria for multi-story DSF is adopted and a DSF model for evaluation of the thermal performance is established. Through the evaluation of CFD simulation, the recommended height of multi-story DSF is 5 stories or less to improve the thermal performance during the intermediate season.