• Journal of Information Processing Systems
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• 제15권6호
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• pp.1335-1349
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• 2019

Crowdsensing technologies can improve the efficiency of smart parking system in comparison with present sensor based smart parking system because of low install price and no restriction caused by sensor installation. A lot of sensing data is necessary to predict parking lot saturation in real-time. However in real world, it is hard to reach the required number of sensing data. In this paper, we model a saturation predication combining a time-based prediction model and a sensing data-based prediction model. The time-based model predicts saturation in aspects of parking lot location and time. The sensing data-based model predicts the degree of saturation of the parking lot with high accuracy based on the degree of saturation predicted from the first model, the saturation information in the sensing data, and the number of parking spaces in the sensing data. We perform prediction model learning with real sensing data gathered from a specific parking lot. We also evaluate the performance of the predictive model and show its efficiency and feasibility.

• 한국산업융합학회 논문집
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• 제13권1호
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• pp.5-13
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• 2010

Industrialization and urbanization occurred-traffic delay, traffic accident and parking problem etc.-variety of transportation problems. Parking problem is one of the transportation problem then transportation engineers would get involved in trying to solve parking problem. A way to overcome a variety of parking problems needs preliminary data for conditions of parking but it lacks the preliminary data to do so. Thus this study analyzed a characteristic of a parking through a field survey for parking in Daegu Metropolitan City. This study analyzed parking characteristic of parking operation method. This study result reveals difference between a toll parking and a no charge parking characteristic. Thus a close examination for a toll parking characteristic and a no charge parking characteristic is a prerequisite for a rational parking policy.

• 한국산업융합학회 논문집
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• 제11권3호
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• pp.113-120
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• 2008

Rapid urbanization occurred a variety of transportation problems. Parking problem is one of the most problems of transportation problem then transportation engineers would get involved in trying to solve parking problem. A way to overcome a variety of parking problems needs preliminary data for conditions of parking but it lacks the preliminary data to do so. Thus this study analyzed a characteristic of a parking through a field survey for parking in Daegu Metropolitan City and Ulsan Metropolitan City. This study analyzed parking turnover, parking use ratio and parking basic unit for characteristic of a parking of each use districts and each cities. This study result reveals difference between the use districts' parking characteristic and cities' parking characteristic. Thus a close examination for use districts' parking characteristic and cities' parking characteristic is a prerequisite for a rational parking policy.

• 대한교통학회지
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• 제19권3호
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• pp.19-32
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• 2001

본 연구에서는 주차정책의 변화에 따른 운전자의 주차행동 변화를 예측하고, 나아가서 주차시설별 주차수요의 예측이 가능한 주차장 선택모형을 개발하기 위하여, 대구광역시 운전자의 선호의식자료를 이용한 다항로짓과 네스티드로짓 주차장 선택모형을 추정하고, 모형에 대한 탄력성분석을 실시하였다. 설명변수로서는 성별 연령 등의 대안특유 사회경제적 변수와 주차장 탐색 및 입고시간, 목적지까지의 도보거리, 주차요금, 불법주차 단속횟수 등의 주차관련 특성변수를 적용하였다. 모형의 추정결과에 의하면, 각 설명변수에 대한 추정 파라메타의 부호는 논리적으로 타당하였으며, 모형의 적합도 역시 양호하게 나타났다. 또한, 주차정책변수의 변화에 대한 모형의 탄력성 분석을 실시한 결과에 의하면, 주차비용의 탄력성이 가장 높았고, 주차시설 접근시간보다 목적지까지의 도보거리의 탄력성이 높은 것으로 나타났다. 이는 주차시설의 입고 편의성보다 주차시설과 목적지간의 근접성이 더욱 중요하다는 것을 의미한다. 따라서, 앞으로의 주차시설은 목적지 주변에 소형주차장을 분산하여 공급할 필요가 있을 것이다. 상기와 같이, 본 연구의 결과는 주차정책 수립을 위한 중요한 기초자료를 제공할 수 있을 것으로 기대된다.

• 대한교통학회지
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• 제32권5호
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• pp.452-461
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• 2014

기존 주차조사는 광범위한 조사지역을 대상으로 조사원이 직접 주차차량의 번호판을 확인하는 방식으로 기동성의 저하, 조사와 입력의 이원화로 인한 입력오류, 많은 조사시간과 비용이 소요되는 단점을 가지고 있었다. 따라서 본 연구에서는 기존 조사원에 의한 주차조사의 단점을 극복하기 위해 최근 상용화된 고성능 영상분석장비, 위성측량장비, 적외선 조명 등을 이용하여 자동주차조사를 위한 방법에 관한 연구를 수행하였으며 본 연구결과 개발된 자동주차조사 방법을 이용하여 조사된 데이터를 수정, 저장, 분석 및 출력이 가능한 주차분석 소프트웨어를 개발하였다. 장비를 이용한 자동주차조사 시 조사차량의 주행속도, 영상분석장비의 촬영각도, 주차차량 상호간 차간간격, 조사차량과 주차차량의 이격거리 등에 의해 조사의 정밀도가 영향을 받는 것으로 나타나 장비를 이용한 자동주차조사의 정확도를 향상시키기 위해 실험을 통해 각 요소별 최적조합을 도출하였다. 또한 기존 주차조사 데이터가 체계적으로 저장, 관리되지 못하고 있는 문제점을 극복하고 주자정책 수립을 지원하기 위한 주차분석을 지원하기 위한 주차분석 소프트웨어를 개발하였다.

• 한국융합학회논문지
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• 제11권9호
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• pp.193-202
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• 2020

종합병원의 주차문제는 내원객이나 방문객들의 불편함이나 민원을 넘어 병원인근지역의 교통문제 및 환경문제를 발생시키는 사회문제가 되고 있다. 본 논문에서는 A종합병원(A병원)의 사례를 중심으로 주차장 입·출차 데이터를 이용하여 주차특성지수를 더욱 정확하게 분석할 수 있는 모델을 제안하고 이를 이용하여 주요지표들을 분석한다. 병원의 특성을 고려하여 새로운 주차지표를 정의하고 분석하였으며 주차수요를 추정할 수 있는 모델을 제안하고 이를 이용하여 분석한다. 본 연구결과를 이용하여 물리적인 주차장시설의 확장보다는 주차데이터에 기반한 체계적이고 유연한 주차장 관리를 통해서 내원객과 방문객들에게 더욱 편리한 주차서비스를 제공할 수 있고 데이터 기반의 주차정책과 규정을 수립하여 병원주차장 운영의 효율성을 향상할 수 있으며 A병원과 규모가 비슷한 병원의 주차정책과 주차수요 산출과 향후 스마트 주차시스템 개발에도 주요한 기초자료로 활용될 수 있다고 사료된다.

• 국제학술발표논문집
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• The 3th International Conference on Construction Engineering and Project Management
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• pp.1559-1563
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• 2009

Despite the serious lack of parking lots, studies on parking lot expansion are insufficient; research on users' satisfaction following parking lot expansion is practically nonexistent. Therefore, this study sought to provide basic data for the parking lot expansion of old apartments by comparatively analyzing users' satisfaction before and after the parking lot expansion through a questionnaire survey that targeted residents benefiting from the expanded parking lot. Results revealed a low post-occupancy satisfaction with the parking lot expansion despite the parking lot expansion and improvement of the parking lot environment. This was because the parking lot was not expanded up to the second basement floor due to the lack of appropriate parking space. Other factors included the construction cost burden and lack of connectivity of the basement parking lot with elevators. The results actually raise the need for the establishment of an optimally suitable expansion plan and development of method and technology requiring lower cost and shorter construction period in the design and construction processes for parking lot expansion. Through post-occupancy evaluation (POE) after parking lot expansion, this study quantitatively identified the problems associated with the parking lots of old apartments and ensuing expansion effects. The findings in this study can be used as basic data to seek a suitable diagnosis and evaluation method for the parking lots of old apartments.

• 품질경영학회지
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• 제51권4호
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• pp.497-514
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• 2023

Purpose: This study aims to estimate the demand for various public parking lots in Seoul by clustering similar demand types of parking lots and predicting the demand for new public parking lots. Methods: We examined real-time parking information data and used time series clustering analysis to cluster public parking lots with similar demand patterns. We also performed various regression analyses of parking demand based on diverse heterogeneous data that affect parking demand and proposed a parking demand prediction model. Results: As a result of cluster analysis, 68 public parking lots in Seoul were clustered into four types with similar demand patterns. We also identified key variables impacting parking demand and obtained a precise model for predicting parking demands. Conclusion: The proposed prediction model can be used to improve the efficiency and publicity of public parking lots in Seoul, and can be used as a basis for constructing new public parking lots that meet the actual demand. Future research could include studies on demand estimation models for each type of parking lot, and studies on the impact of parking lot usage patterns on demand.

• International Journal of Computer Science & Network Security
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• 제22권8호
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• pp.404-412
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• 2022

The development in the field of the internet of things (IoT) have improved the quality of the life and also strengthened different areas in the society. All cities across the world are seeking to become smarter. The creation of a smart parking system is the essential use case in smart cities. In recent couple of years, the number of vehicles has increased significantly. As a result, it is critical to make the use of technology that enables hassle-free parking in both public and private spaces. In conventional parking systems, drivers are not able to find free parking space. Conventional systems requires more human interference in a parking lots. To manage these circumstances there is an intense need of IoT enabled parking solution that includes the well defined architecture that will contain the following components such as smart sensors, communication agreement and software solution. For implementing such a smart parking system in this paper we proposed a design of smart parking system and also compare it with convetional system. The proposed design utilizes sensors based on IoT and Data Mining techniques to handle real time management of the parking system. IoT enabled smart parking solution minimizes the human interference and also saves energy, money and time.

• 한국산업융합학회 논문집
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• 제6권1호
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• pp.57-64
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• 2003

Nowadays, there are many problems of traffic and parking in residential areas. This study begins analysis the parking situations in apartment complex. It originated from understanding of the parking preference of users about underground and ground parking lots. The method of this study is based on field survey of parking demand and thoughts of users of underground parking lot. There are so many parking problems in apartment complex that is due to the absence of parking demand data. So the goal of this study is to provide a solution of parking problems in apartment complex through understanding of the actual condition of parking problems, the preference and the reason of users about underground parking lot in apartment complex.