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Multiple Vehicle Detection and Tracking in Highway Traffic Surveillance Video Based on SIFT Feature Matching

  • Mu, Kenan;Hui, Fei;Zhao, Xiangmo
    • Journal of Information Processing Systems
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    • v.12 no.2
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    • pp.183-195
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    • 2016
  • This paper presents a complete method for vehicle detection and tracking in a fixed setting based on computer vision. Vehicle detection is performed based on Scale Invariant Feature Transform (SIFT) feature matching. With SIFT feature detection and matching, the geometrical relations between the two images is estimated. Then, the previous image is aligned with the current image so that moving vehicles can be detected by analyzing the difference image of the two aligned images. Vehicle tracking is also performed based on SIFT feature matching. For the decreasing of time consumption and maintaining higher tracking accuracy, the detected candidate vehicle in the current image is matched with the vehicle sample in the tracking sample set, which contains all of the detected vehicles in previous images. Most remarkably, the management of vehicle entries and exits is realized based on SIFT feature matching with an efficient update mechanism of the tracking sample set. This entire method is proposed for highway traffic environment where there are no non-automotive vehicles or pedestrians, as these would interfere with the results.

Gene-Gene Interaction Analysis for the Accelerated Failure Time Model Using a Unified Model-Based Multifactor Dimensionality Reduction Method

  • Lee, Seungyeoun;Son, Donghee;Yu, Wenbao;Park, Taesung
    • Genomics & Informatics
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    • v.14 no.4
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    • pp.166-172
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    • 2016
  • Although a large number of genetic variants have been identified to be associated with common diseases through genome-wide association studies, there still exits limitations in explaining the missing heritability. One approach to solving this missing heritability problem is to investigate gene-gene interactions, rather than a single-locus approach. For gene-gene interaction analysis, the multifactor dimensionality reduction (MDR) method has been widely applied, since the constructive induction algorithm of MDR efficiently reduces high-order dimensions into one dimension by classifying multi-level genotypes into high- and low-risk groups. The MDR method has been extended to various phenotypes and has been improved to provide a significance test for gene-gene interactions. In this paper, we propose a simple method, called accelerated failure time (AFT) UM-MDR, in which the idea of a unified model-based MDR is extended to the survival phenotype by incorporating AFT-MDR into the classification step. The proposed AFT UM-MDR method is compared with AFT-MDR through simulation studies, and a short discussion is given.

Thermal Performance of Air receiver with a Change of Flow direction for Dish Solar Collector (공기식 흡수기의 유동 방향에 따른 $5kW_t$급 접시형 태양열 집열기의 열성능 분석)

  • Seo, Joo-Hyun;Kang, Kyung-Moon;Lee, Ju-Han;Oh, Sang-June;Seo, Tae-Beom
    • 한국신재생에너지학회:학술대회논문집
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    • 2008.05a
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    • pp.182-185
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    • 2008
  • The thermal performance of air receiver with a change of flow direction for dish solar collector. This system is installed and operated in Incheon, Korea. The thermal capacity of the system is about 5 kW thermal. The aperture diameter of the cylindrical-shape receiver which is made of stainless steel is 100 mm, and the height is 210 mm. Experiments are being carried out to investigate the thermal performance variation of the receivers with several design parameters such as the shape of the receiver, the flow directions and the flow rate of air. First, air flows into the upper part of the receiver, which is the opposite side of the aperture. After the air flows through the inside receiver, that goes out of the receiver through 3 exits which are located near the aperture. Second, air flows into the backside of the receiver, Which is the forward side of the aperture. After the air flows through the inside receiver, that goes out of the receiver through 1 exit. The results show that the system efficiency and receiver efficiency increase as the volume flow rate increases as expected.

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Effects of controlling plans of non-point pollutant sources in dongcheon of Ulsan (울산시 동천 비점오염원 제어효과)

  • Kang, Ho Seon;Cho, Hong Je
    • Journal of Korean Society of Water and Wastewater
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    • v.28 no.3
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    • pp.265-276
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    • 2014
  • In this study, we suggested 4 plans to reduce non-point pollutant sources in Dongcheon and analyzed their controlling effects by water quality modeling, XP-SWMM. To do this we identified the influx of non-point pollutant sources to the initial rainwater through the water quality survey in the river and analyzed the causes of them at major locations, and suggested 4 kinds of plans reducing non-point pollutant sources. Plans reducing the non-point pollutant sources through cleaning the industrial road around the river(plan A), through a separate treatment facilities like the gutter(plan B), through installing treatement facilities(plan C), or through combing plan B and C(plan D) were analyzed using XP-SWMM model. The analysis showed that plan A, B, C and D reduced non-point pollutant sources average 21.7 %, 24.7 %, 49.3 %, 56.7 % respectively. Therefore, the water quality pollution in Dongcheon due to the influx of non-point pollutant sources is considered to be reduced effectively though cleaning the road, installed at the exits of paddy or factory basins, invasion type facilities or equipment-type facilities.

Admission Control Policy Heuristic Algorithm for fairness of Call Blocking Probability in Differentiated Service Networks (차별화된 서비스를 갖는 인터넷 망에서 호 블로킹 확률의 공평성을 위한 수락 제어 정책 Heuristic 알고리즘 연구)

  • Min, Jun-Ki;Rhea, Woo-Seop;Chung, Jong-Soo
    • Journal of Internet Computing and Services
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    • v.6 no.3
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    • pp.121-128
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    • 2005
  • Recently, as the research of effective resource management for supporting of various next generation internet service, the admission control mechanisms using the dynamic provisioning methods in differentiated service networks are studied. However, even though admission control mechanism is applied to the network, there exits the unfairness of call blocking probability among the different bandwidth requested services. In this paper, we propose the new admission control policy heuristic algorithm that provides fairness of call blocking probability between the large bandwidth requested service and the small bandwidth requested service. The simulation results show that the proposed algorithm provides not only blocking probability fairness but also high bandwidth utilization.

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The study on the syndrome of Sosihotang's alternate chills and fever in Sang Han Lun (『상한론(傷寒論)』 소시호탕증(小柴胡湯證)의 한열왕래(寒熱往來)에 대한 연구(硏究))

  • Park, Sang-Kyun;Bang, Jung-Kyun
    • Journal of Korean Medical classics
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    • v.27 no.3
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    • pp.33-46
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    • 2014
  • Objectives : Sosihotang is a typical prescription in Sang Han Lun. And the alternate chills and fever is a Sosihotang's typical symptom. Therefore I will study of how the syndrome of Sosihotang's alternate chills and fever caused. Methods : Examine the claims of the syndrome of Sosihotang's alternate chills and fever in Sang Han Lun. The scholar's claims are not all same. Thus, I analysis the claims of many scholars. Results : The syndrome of Sosihotang has two mechanisms. The move of defensive Gi(衛氣) can explain the occurrence of alternate chills and fever. If the defense Gi enter inside the body, it struggle with pathogenic Gi, the fever is occurred. On the contrary to this, if the defense Gi exits the body the chills occurs because of the lack of defense Gi. Conclusions : The syndrome of Sosihotang could be taken ill by tranmission or direct attack of exogenous pathogenic factors(直中). Symptoms chills and fever occurs due to the entrance and exit of defensive Gi.

Classification of Tire Tread Wear Using Accelerometer Signals through an Artificial Neural Network (인공신경망을 이용한 가속도 센서 기반 타이어 트레드 마모도 판별 알고리즘)

  • Kim, Young-Jin;Kim, Hyeong-Jun;Han, Jun-Young;Lee, Suk
    • Journal of the Korean Society of Industry Convergence
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    • v.23 no.2_2
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    • pp.163-171
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    • 2020
  • The condition of tire tread is a key parameter closely related to the driving safety of a vehicle, which affects the contact force of the tire for braking, accelerating and cornering. The major factor influencing the contact force is tread wear, and the more tire tread wears out, the higher risk of losing control of a vehicle exits. The tire tread condition is generally checked by visual inspection that can be easily forgotten. In this paper, we propose the intelligent tire (iTire) system that consists of an acceleration sensor, a wireless signal transmission unit and a tread classifier. In addition, we also presents classification algorithm that transforms the acceleration signal into the frequency domain and extracts the features of several frequency bands as inputs to an artificial neural network. The artificial neural network for classifying tire wear was designed with an Multiple Layer Perceptron (MLP) model. Experiments showed that tread wear classification accuracy was over 80%.

An Experimental Study on the Characteristics of Temperature Distribution in Internal Space of a Tube for the Formal Change of Counterflow Type Vortex Tube (대향류형 보텍스 튜브의 노즐형상 변화011 따른 튜브 내부의 온도분포에 관한 실험적 연구)

  • 황승식
    • Transactions of the Korean Society of Automotive Engineers
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    • v.10 no.4
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    • pp.69-76
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    • 2002
  • The aim of this study is to provide fundamental informations that make it possible to use a cool stream and a hot stream simultaneously. We changed the pressure of compressed air that flows into a tube, the inner diameter of orifice that a cold stream exits, and the mass flow rate ratio. And in each case, we measured the temperature of a cold stream and a hot stream in each exit of a tube. Also we measured the axial and the radial temperature distribution in internal spare of a tube. From the study, fellowing conclusive remarks 7an be made. First, As the number of nozzles increase, separation point move into the hot exit. Second, When we use guide vane type nozzle, the axial temperature distribution constant over the 0.75 of air mass flow rate radio. Third, When we use Spiral type nozzle, axial and radial temperature distribution in the inner space is higher than another nozzle. Fourth, Axial and radial temperature distribution in the inner space vortex-tube is determined by separation point. And separation point is moved by changing of air mass flow rate ratio. At last, A heating apparatus is possible far vortex-tube to use.

THE SELECTION OF ALTITUDE AND INCLINATION FOR REMOTE SENSING SATELLITES (원격탐사 위성의 고도와 궤도기울기 결정)

  • 이정숙;이병선
    • Journal of Astronomy and Space Sciences
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    • v.12 no.2
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    • pp.244-255
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    • 1995
  • The success of a satellites mission is largely depended upon the choice of an appropriate orbit. In the case of a remote sensing satellite which observes the Earth, there exits an optimum solar elevation angle depending on the mission. Therefore a sun-synchronous orbit is suitable for a remote sensing mission. The second-order theory for secular perturbation due to non-symmetric geopotential was described. To design a sun-synchronous orbit, a constraint condition on regression of node was derived. A algorithm to determine the altitude and the inclination was introduced using this constraint condition. As practical examples, the altitudes and the inclinations of four remote sensing satellites were calculated. The ground tracks obtained by the orbit propagator were used to verify the resulting sun-synchronous orbital elements.

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Big Data Analytics Case Study from the Marketing Perspective : Emphasis on Banking Industry (마케팅 관점으로 본 빅 데이터 분석 사례연구 : 은행업을 중심으로)

  • Park, Sung Soo;Lee, Kun Chang
    • Journal of Information Technology Services
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    • v.17 no.2
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    • pp.207-218
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    • 2018
  • Recently, it becomes a big trend in the banking industry to apply a big data analytics technique to extract essential knowledge from their customer database. Such a trend is based on the capability to analyze the big data with powerful analytics software and recognize the value of big data analysis results. However, there exits still a need for more systematic theory and mechanism about how to adopt a big data analytics approach in the banking industry. Especially, there is no study proposing a practical case study in which big data analytics is successfully accomplished from the marketing perspective. Therefore, this study aims to analyze a target marketing case in the banking industry from the view of big data analytics. Target database is a big data in which about 3.5 million customers and their transaction records have been stored for 3 years. Practical implications are derived from the marketing perspective. We address detailed processes and related field test results. It proved critical for the big data analysts to consider a sense of Veracity and Value, in addition to traditional Big Data's 3V (Volume, Velocity, and Variety), so that more significant business meanings may be extracted from the big data results.