• Title/Summary/Keyword: computer to plate

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Detection of Number and Character Area of License Plate Using Deep Learning and Semantic Image Segmentation (딥러닝과 의미론적 영상분할을 이용한 자동차 번호판의 숫자 및 문자영역 검출)

  • Lee, Jeong-Hwan
    • Journal of the Korea Convergence Society
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    • v.12 no.1
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    • pp.29-35
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    • 2021
  • License plate recognition plays a key role in intelligent transportation systems. Therefore, it is a very important process to efficiently detect the number and character areas. In this paper, we propose a method to effectively detect license plate number area by applying deep learning and semantic image segmentation algorithm. The proposed method is an algorithm that detects number and text areas directly from the license plate without preprocessing such as pixel projection. The license plate image was acquired from a fixed camera installed on the road, and was used in various real situations taking into account both weather and lighting changes. The input images was normalized to reduce the color change, and the deep learning neural networks used in the experiment were Vgg16, Vgg19, ResNet18, and ResNet50. To examine the performance of the proposed method, we experimented with 500 license plate images. 300 sheets were used for learning and 200 sheets were used for testing. As a result of computer simulation, it was the best when using ResNet50, and 95.77% accuracy was obtained.

License Plate Detection with Improved Adaboost Learning based on Newton's Optimization and MCT (뉴턴 최적화를 통해 개선된 아다부스트 훈련과 MCT 특징을 이용한 번호판 검출)

  • Lee, Young-Hyun;Kim, Dae-Hun;Ko, Han-Seok
    • Journal of the Korea Society of Computer and Information
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    • v.17 no.12
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    • pp.71-82
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    • 2012
  • In this paper, we propose a license plate detection method with improved Adaboost learning and MCT (Modified Census Transform). The MCT represents the local structure patterns as integer numbered feature values which has robustness to illumination change and memory efficiency. However, since these integer values are discrete, a lookup table is needed to design a weak classifier for Adaboost learning. Some previous research efforts have focused on minimization of exponential criterion for Adaboost optimization. In this paper, a method that uses MCT and improved Adaboost learning based on Newton's optimization to exponential criterion is proposed for license plate detection. Experimental results on license patch images and field images demonstrate that the proposed method yields higher performance of detection rates with low false positives than the conventional method using the original Adaboost learning.

A Study on the Optimum Thickness Distributions of Plate Structures with Different Essential Boundary Conditions (경계조건에 따른 판 구조물의 최적두께분포에 대한 연구)

  • Lee, Sang-Jin;Kim, Ha-Ryong
    • Journal of Korean Association for Spatial Structures
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    • v.5 no.4 s.18
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    • pp.53-59
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    • 2005
  • This paper provides the results of the investigation on the optimum thickness distribution of plate structures with different essential boundary conditions. In this study, the strain energy to be minimized is considered as the objective function and the initial volume of structures is used as the constraint function. The computer-aided geometric design (CAGD) such as Coon's patch representation is used to represent the thickness distribution of plates. A reliable degenerated shell finite element is adopted to calculate the accurate strain energy level of the plates. Robust optimization algorithms provided in the optimizer DOT are adopted to search the optimum thickness values during the optimization iteration. Finally, the square plate is used to find out the optimum thickness distribution of plates according to different essential boundary condition.

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Equivalent Image Method for the Analysis of Electrostatic Problems

  • Kim, Eui-Joong;Lee, Young-Soon;Kim, Kun-Woo;Cho, Young-Ki
    • Journal of electromagnetic engineering and science
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    • v.3 no.1
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    • pp.72-76
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    • 2003
  • For the purpose of numerically efficient analysis for electrostatic problems, an improved equivalent image method, by which infinite exact image of a point charge in parallel-plate and rectangular conducting structures can be replaced by only a few equivalent images, is considered. Through this study, it is observed that the error is of the order of 0.001 % when the present method is used to evaluate electric potential for a point charge in parallel-plate and rectangular conducting planes.

Design and fabrication of a micromirror using silicon bulk micromachining for out-of-plane right angle reflection (기판으로부터 수직 반사를 위한 실리콘 마이크로 미러의 설계와 제작)

  • Jang, Yun-Ho;Kim, Yong-Kweon
    • Proceedings of the KIEE Conference
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    • 2002.07c
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    • pp.1985-1987
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    • 2002
  • Silicon bulk micromachined micromirrors are designed and fabricated for out-of-plane right angle reflection. The micromirror is comprised of a minor plate, springs, magnetic bars and electrodes. Single crystalline silicon is used for a flatness improvement of a mirror plate. Out-of-plane right angle reflection requires a 45 degree operation of the micromirror. The micromirrors are operated by applying a magnetic field, which is generated by a coil located below a substrate. For an individual mirror operation, each mirror is clamped using an electrostatic force against the electromagnetic force. Angular deflections are measured and compared with theoretical data. The micro mirror operates up to 45 degree when magnetic field is 4 kA/m which is generated by a 115 mA coil current Simple addressing is tested, and it is shown that a clamping voltage is less than 5V.

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Buckling load optimization of laminated plates resting on Pasternak foundation using TLBO

  • Topal, Umut;Vo-Duy, Trung;Dede, Tayfun;Nazarimofrad, Ebrahim
    • Structural Engineering and Mechanics
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    • v.67 no.6
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    • pp.617-628
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    • 2018
  • This paper deals with the maximization of the critical buckling load of simply supported antisymmetric angle-ply plates resting on Pasternak foundation subjected to compressive loads using teaching learning based optimization method (TLBO). The first order shear deformation theory is used to obtain governing equations of the laminated plate. In the present optimization problem, the objective function is to maximize the buckling load factor and the design variables are the fibre orientation angles in the layers. Computer programming is developed in the MATLAB environment to estimate optimum stacking sequences of laminated plates. A comparison also has been performed between the TLBO, genetic algorithm (GA) and differential evolution algorithm (DE). Some examples are solved to show the applicability and usefulness of the TLBO for maximizing the buckling load of the plate via finding optimum stacking sequences of the plate. Additionally, the influences of different number of layers, plate aspect ratios, foundation parameters and load ratios on the optimal solutions are investigated.

Fabrication of Hybrid Composite Plates with an Active Frequency Selective Surface

  • Seo, Yun-Seok;Chun, Heoung-Jae;Hong, Ic-Pyo;Park, Young-Bae;Kim, Yoon-Jae
    • Composites Research
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    • v.30 no.5
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    • pp.273-279
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    • 2017
  • This paper describes the fabrication techniques and analysis of hybrid composite plates with an active frequency selective surface (FSS). For fabricating hybrid composite plate with active FSS, an active FSS with a resonance frequency located in the C band can obtained using varactor diodes. The hybrid composite plate was first designed and simulated to determine its electromagnetic properties using the commercial software HFSS. After simulation, active FSSs and hybrid composite plates were fabricated by mounting with varactor diodes. After fabrication, free space measurement was used to determine the electromagnetic properties of active FSS and the hybrid composite plates. The simulation and experimental results were in good agreement.

Shear buckling analysis of cross-ply laminated plates resting on Pasternak foundation

  • Topal, Umut;Nazarimofrad, Ebrahim;Kholerdi, Seyed Ebrahim Sadat
    • Structural Engineering and Mechanics
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    • v.68 no.3
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    • pp.369-375
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    • 2018
  • This paper presents the shear buckling analysis of symmetrically laminated cross-ply plates resting on Pasternak foundation under pure in-plane uniform shear load. The classical laminated plate theory is used for the shear buckling analysis of laminated plates. The Rayleigh-Ritz method with novel plate shape functions is proposed to solve the differential equations and a computer programming is developed to obtain the shear buckling loads. Finally, the effects of the plate aspect ratios, boundary conditions, rotational restraint stiffness, translational restraint stiffness, thickness ratios, modulus ratios and foundation parameters on the shear buckling of the laminated plates are investigated.

Computer Simulation for Noise Source Identification and Application to Vehicle Using Complex Acoustic Intensity Method (복소음향 인텐시티법을 이용한 소음원검출의 시뮬레이션 및 실차응용)

  • 오재응;김상헌;안지훈
    • Transactions of the Korean Society of Automotive Engineers
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    • v.5 no.3
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    • pp.159-171
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    • 1997
  • Sound intensity distributions and energy flow in the near field of dipole source system and flat plate were investigated. First, the effectiveness of complex acoustic intensity was proved by using mathmatical and experimental methods in order to inden- tify noise sources and transmission paths of dipole field which is effected by the presence of neighbouring coherent sources. Next, analytical complex acoustic intensity method was discussed and the characteristics and energy flow of sound induced from the plate are clarified. The velocity of plate obtained from Finite Element Method was used for calculation of complex acoustic intensity in the near field. Finally experimental complex acoustic intensity method using both of active and reactive intensity is vital in devising a strategy for the identification and the reduction of vibration and noise.

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Optimum Design of the CT Type Plate with Varing Thickness (CT형 변후보강재의 최적 설계)

  • 석창성;최용식
    • Journal of the Korean Society of Safety
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    • v.6 no.1
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    • pp.5-13
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    • 1991
  • Fail-safe design of machine elements or structural members is very aim of the whole mankind. Fracture occurs generally from cracks that exist originally or produced from flaws. The most important job we have to do is to make stopping or decreasing the crack growth rate. For fail-safe design variable thickness plates have been used as structural members in practical engineering services. In this paper, optimum design of CT type plate with varlng thickness is studied with the theoritical analysis. The theoritical analysis was based on the stress concentration and nominal stress analysis. From the study, the optimum design curve was determined for use of designing of such structures using the computer analysis program of optimum design.

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