• Title/Summary/Keyword: Business vehicle

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A Study on the Prediction Models of Used Car Prices Using Ensemble Model And SHAP Value: Focus on Feature of the Vehicle Type (앙상블 모델과 SHAP Value를 활용한 국내 중고차 가격 예측 모델에 관한 연구: 차종 특성을 중심으로)

  • Seungjun Yim;Joungho Lee;Choonho Ryu
    • Journal of Service Research and Studies
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    • v.14 no.1
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    • pp.27-43
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    • 2024
  • The market share of online platform services in the used car market continues to expand. And The used car online platform service provides service users with specifications of vehicles, accident history, inspection details, detailed options, and prices of used cars. SUV vehicle type's share in the domestic automobile market will be more than 50% in 2023, Sales of Hybrid vehicle type are doubled compared to last year. And these vehicle types are also gaining popularity in the used car market. Prior research has proposed a used car price prediction model by executing a Machine Learning model for all vehicles or vehicles by brand. On the other hand, the popularity of SUV and Hybrid vehicles in the domestic market continues to rise, but It was difficult to find a study that proposed a used car price prediction model for these vehicle type. This study selects a used car price prediction model by vehicle type using vehicle specifications and options for Sedans, SUV, and Hybrid vehicles produced by domestic brands. Accordingly, after selecting feature through the Lasso regression model, which is a feature selection, the ensemble model was sequentially executed with the same sampling, and the best model by vehicle type was selected. As a result, the best model for all models was selected as the CBR model, and the contribution and direction of the features were confirmed by visualizing Tree SHAP Value for the best model for each model. The implications of this study are expected to propose a used car price prediction model by vehicle type to sales officials using online platform services, confirm the attribution and direction of features, and help solve problems caused by asymmetry fo information between them.

An Application Case of Systems Engineering Processes for a Small Unmanned Aerial Vehicle Development Project (소형 무인기 개발 사업에서 시스템엔지니어링 프로세스의 적용 사례)

  • Kim, Keun Taek
    • Journal of the Korean Society of Systems Engineering
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    • v.18 no.1
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    • pp.58-65
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    • 2022
  • An application case of systems engineering (SE) processes for the small unmanned aerial vehicle (UAV) development project, which was funded by the Korean government during June 2017 ~ August 2020, is briefly presented in this paper. From the beginning to the end of the project, SE processes had been applied and managed by simple and intuitive aspects for the small/medium business companies joined with insufficient experiences of SE. And the specific considerations of the processes were focused to the missions of disaster and public safety purposes required from the government, such as identification, patrol, fire, rescue, etc. As a result, the project applied by the tailored SE processes had been rated of a good and higher accomplishment on the final evaluation, and then the related several programs were prepared successively for the other opportunities.

A Vehicle Scheduling System for Efficient Delivery (효율적 수배송을 위한 배차계획시스템의 개발)

  • Park, Byung-Chun;Park, Jong-Youn
    • IE interfaces
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    • v.11 no.1
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    • pp.67-74
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    • 1998
  • This study is to develop a vehicle scheduling system for the efficient delivery of goods to places of business. For gathering data and testing the system developed, we have chosen a company which is located in Taegu city and has more than 700 delivery points over Taegu city and Kyungbuk province. We consider multiple vehicle types, travel time restrictions on vehicles, vehicle acceptance restrictions at delivery points, and other operational restrictions. We divide the whole delivery points into 44 regions and generate a region-based shortest path tree. Based on the shortest path tree, we perform vehicle assignment sequentially for each vehicle used. Then vehicle routings are determined. We have implemented the whole procedure on computer system. The system developed is flexible enough to be applicable to other companies by just changing the standard data.

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공로수송통계의 문제점과 개선방안에 관한 연구

  • 이한준
    • Journal of Korean Society of Transportation
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    • v.7 no.1
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    • pp.43-55
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    • 1989
  • This study is to review the road traffics and its process by the type of business in annual Statistical Yearbook of Transportation published under the supervision of Ministry of Transport, and the main purpose of this study is to find out an recommendations for the result of the review. For this purpose, this study surveyed and analyzed actual results and its output process in Statistical Yearbook by vehicle and business types. The local survey is performed for the nationwide 23 cities to produce passenger (ton) number and passenger (ton)-㎞ number by vehicle and business types. The result of the local survey is compared with the road traffics in Statistical Yearbook of Transpotation. The result of the survey analysis reveals that road traffic in Statistical Yearbook is produced formally and there is remarkable differences between road traffic in Statistical Yearbook and local survey output. Conclusively, statistical output process of road traffics must be improved to solve th se problems mentioned above in respect to system and technic. Also it is recommended to publish its own road traffic statistics (tentatively named Statistical Yearbook of Road Transportation) just like Statistical Yearbook of Railroad for user's expediency and practicality.

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A Study on Effects of Service Quality and Confidence on Satisfaction in China Vehicle Sharing Platforms - Focused on DI DI Chu Xing - (중국공유차량 플랫폼의 서비스품질과 신뢰도에 관한 연구)

  • Lee, Eun-Ji;Moon, Jea-Young;Yeo, Hyung-Jin
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2019.07a
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    • pp.199-200
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    • 2019
  • 본 연구는 현재 중국인들이 자동차 공유 플랫폼에 있어서 사용하고자 하는 의도에 영향을 주는 요인이 무엇인지를 알아보고자 한다. 그 전에 오늘날 공유경제와 자동차공유경제에 대한 전반적인 상황을 알아보고 중국시장에서의 공유경제와 자동차공유경제에 대해 파악하기 위하여 디디추싱 회사와 관련한 데이터를 웹으로부터 수집하여 진행하고자 한다. 또한 수집된 데이터를 구조방정식모형을 이용하여 분석하고 이를 통해 발견된 결과는 추후 차량 공유 서비스를 촉진하기 위한 개선 방안을 개발하는 데 전략적 함의를 제공 할 수 있다.

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Economic Feasibility Analysis of Electrical Vehicle Charging Station Connected with PV & ESS based on ESS Valuation (ESS 가치평가 기반 PV-ESS 연계 EV 충전스테이션 사업 타당성 분석)

  • Ji Hyun Lee;Seong Jegarl;Yong Chan Jung;Ah-Yun Yoon
    • Current Photovoltaic Research
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    • v.11 no.4
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    • pp.124-133
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    • 2023
  • In order to deploy the large-scale energy storage (ES) service in the various industry, it is very important to develop a business model with high technological and economic feasibility through detailed valuation of cost and expected benefits. In relation to this, this paper established an optimal scheduling plan for electric vehicle charging stations connected with photovoltaic (PV) and ES technologies in Korea using the distributed energy resource valuation tool and analyzed the feasibility of the project. In addition, the impact of incentives such as REC (Renewable Energy Certificate) to be given to electric vehicle charging stations in accordance with the relevant laws to be revised in the future was analyzed. As a results, the methodology presented in this paper are expected to be used in various ways to analyze the feasibility of various business models linked to renewable energy and ES technologies as well as the electric vehicle market.

Review of Electric Vehicle to Grid System (전기자동차 전력연계시스템의 리뷰)

  • LIM, JAEWAN;LIM, OCK TAECK
    • Transactions of the Korean hydrogen and new energy society
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    • v.31 no.6
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    • pp.499-508
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    • 2020
  • Whilst vehicle-to-every (V2X) is still at a research and development phase, we are nearing the point when this technology could begin to enter in commercial mass markets. However, this transition is unlikely to happen until a number of issues have been resolved which currently hinder the developing of V2X technology and its capacity to provide value to end-users and other actors. This roadmap has set out plan for how these issues may be overcome, based on eight key goals that the automotive industry, network operators and policy makers should aim to achieve. Suggestions for near-term activities that may be carried out towards meeting these goals have also been identified.

Case Study on the continuous pickup and delivery vehicle routing problem in Multi-level Logistic Network based on S automobile Part Logistics Process (다단계 물류 네트워크에서 A/S 부품 집화 및 배송이 연속적으로 발생하는 문제에 관한 사례연구 -자동차 부품 물류 프로세스를 중심으로-)

  • Song, Jun-Woo;Kim, Kyung-Sup;Jeong, Suk-Jae
    • Journal of the Korea Safety Management & Science
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    • v.15 no.2
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    • pp.193-204
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    • 2013
  • The growing logistics strategy of a company is to optimize their vehicle route scheduling in their supply chain system. It is very important to analyze for continuous pickups and delivery vehicle scheduling. This paper is a computational study to investigate the effectiveness of continuous pickups and delivery vehicle routing problems. These scheduling problems have 3 subproblems; Inbound Vehicle Routing Problem with Makespan and Pickup, Line-haul Network Problem, and Outbound Vehicle Routing Problem with Delivery. In this paper, we propose 5 heuristic Algorithms; Selecting Routing Node, Routing Scheduling, Determining Vehicle Type with Number and Quantity, and Modification Selecting Routing Node. We apply these Algorithms to S vehicle company. The results of computational experiments demonstrate that proposed methods perform well and have better solutions than other methods considering the basic time and due-date.

The flexible routing with flex for the fast delivery

  • Park, TaeJoon;Chung, Yerim
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.9
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    • pp.143-153
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    • 2021
  • In this paper, we propose "flexible routing with flex" to provide fast delivery by using the flexible routing for the delivery vehicle and crowd-shipper named flex. To this end, we have introduced an algorithm that can build the delivery plan for delivery vehicles and flexes. The introduced algorithm uses the 2-opt algorithm to construct routes with low complexity and acceptable quality, and the revised saving algorithm to assign customer orders to the flex. The algorithm allows the vehicle and the flex to function complement each other without separating the delivery vehicle from the flex. The experiments consider the 3 different instances named Random, Mixed, Cluster, and show that "the flexible routing with flex" has a better result than "vehicle only". The sensitivity analysis of the flex cost and time penalty shows "the flexible routing with flex" can provide better service not only to the customers who are serviced by flex but also to the customers who are serviced by the delivery vehicle.

A Study of Servitization Strategy for Electric Vehicles

  • Lee, Sang-Hyun
    • Journal of Distribution Science
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    • v.14 no.9
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    • pp.5-13
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    • 2016
  • Purpose - This study proposes a framework for service innovation strategy to cope with the emergence of electric vehicles. Research design, data, and methodology - This study designs an electric-vehicle lease program and collects the resulting data to analyze. By analyzing the previous studies on the electric-vehicle market with cases, a theoretical framework based on existing theories is to be set. Results - This study proposes a strategy for the rapid diffusion of electric vehicles. First, a partitioned-pricing system is proposed to create an advantage for electric vehicles in terms of initial purchasing cost relative to traditional internal combustion vehicles. Second, focusing on reducing switching costs is important because electric vehicles have relatively low resale values due to the uncertainty of battery life. Third, a battery-leasing strategy is supposed to reduce the cost of switching from a traditional internal combustion vehicle to an electric vehicle. Conclusions - This paper can provide strategic guidance for decision makers in firms that have already entered the electric-vehicle leasing market by making a recommendation such as a service innovation strategy. The proposed strategy can be considered as an electric vehicle market in the future and can contribute to the wider diffusion of electric vehicles.