• 제목/요약/키워드: predictive scenario

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SSP 시나리오별 굴 양식 생산량 예측력 비교 (A Comparison of Predictive Power among SSP Scenarios of Oyster Aquaculture Production )

  • 정민경;남종오
    • 수산경영론집
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    • 제54권1호
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    • pp.37-49
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    • 2023
  • Climate change is a major global problem. Oysters, one of the most representative farmed fish in Korea, are attracting attention as candidates for blue carbon, an alternative to carbon neutrality. This study is analyzed by the SSP scenarios to determine the impact of oyster aquaculture production according to climate change. Based on the analysis, future productions of oysters are predicted by the SSP scenario. Significant differences by the SSP scenario are confirmed through predictive power tests among scenarios. Regression analysis was conducted from January 2001 to December 2014. As a result of the analysis, water temperature, water temperature quadratic term, salinity, salinity quadratic term, and month × water temperature cross term were estimated as significant variables. Oyster production which is predicted by the SSP scenario based on the significant variables from 2015 to 2022 was compared with actual production. The model with the highest predictive power was selected by RMSE and MAPE criteria. The predictive power was compared with the MDM test to determine which model was superior. As a result, based on RMSE and MAPE, the SSP1-2.6 scenario was selected as the best model and the SSP1-2.6, SSP2-4.5, and SSP3-7.0 scenarios all showed the same predictive power based on the MDM test. In conculusion, this study predicted oyster aquaculture production by 2030, not the distant future, due to the short duration of the analytical model. This study was found that oyster aquaculture production increased in all scenarios and there was no significant difference in predictive power by the SSP scenario.

자가적응형 시스템을 위한 목표 시나리오 기반 예측 분석 (An Predictive Analytics based on Goal-Scenario for Self-adaptive System)

  • 백수진
    • 한국융합학회논문지
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    • 제8권11호
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    • pp.77-83
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    • 2017
  • 효율적인 예측 분석을 위해서는 문제를 스스로 인식하고 진단하여 시스템이 자율적으로 복구가 가능한 자가 치유 연구가 필요하다. 그러나, 소프트웨어를 개발하는데 있어서 외부상황에 따른 정형화된 컨텍스트 정보 분석 및 적절한 표현 구조를 제시하지 못한다. 본 논문에서는 새로운 목표 시나리오를 기반으로 행위 요소, 데이터, 트랜잭션이 가능한 기능들에 대해 추출 규칙을 적용하여 변경 내용에 따른 예측 분석 방법을 제안한다. 그리고, 요구사항 목표 달성을 위한 성과지표를 통해 예측 분석 내용이 얼마나 부합되었는지 평가하였다. 제안한 방법이 기존 방법들에 비해 성과측정을 통한 부합 결과는 최고 32.8% 높았고, 이에 따른 오차율은 28.9%, 변경 코드는 최고 45.8%가 감소되었다. 이는 목표 시나리오 기반 컨텍스트 규칙을 통해 서비스 가능한 형태로 가공할 수 있음을 보여주며, 문제 발생에 대한 변경 내용을 예측 분석을 통한 성능의 확장이 가능함을 보여준다.

자율주행 자동차 임시운행 허가를 위한 안전 성능 평가 시나리오 (An evaluation scenario of safety performance for extraordinary service permission of autonomous vehicle)

  • 정용환;이경수;최인성;민경찬
    • 자동차안전학회지
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    • 제7권2호
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    • pp.44-49
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    • 2015
  • This paper presents an evaluation scenario of safety performance for extraordinary service permission of autonomous vehicle driving on a motorway. Based on advanced driver assistance system (ADAS) which is already mass-production, an autonomous vehicle driving on motorway is tested on the public roads and also getting close to mass-production. Before the autonomous vehicle tested, the safety of autonomous driving system should be evaluated based on a proper test scenario. Prior to develop the test scenario, this paper reviews the licensing standards for an autonomous vehicle in California and Nevada, and the international regulations of each ADAS. To develop the scenario, the driving conditions of motorway are categorized into five modes and fundamental evaluation requirements of elements of autonomous driving system are derived. An evaluation scenario, which represents the real driving conditions, has been developed to assess the safety of autonomous vehicle. This scenario has validated by computer simulation using model predictive control (MPC) based autonomous driving algorithm.

건설현장 시공과정의 탄소배출량 예측 시나리오 구축에 관한 연구 (A Fundamental Study on the Construction Scenario for Prediction of Carbon Emissions in Construction Site)

  • 이충원;임효진;태성호
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2023년도 가을학술발표대회논문집
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    • pp.247-248
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    • 2023
  • As carbon neutrality becomes an issue around the world, research is actively being conducted to achieve reduction targets for each industry by declaring 2050 carbon neutrality in Korea and implementing the greenhouse gas target management system and emission trading system. The construction industry quantitatively predicts and evaluates carbon emissions by stages through the evaluation of the entire building process, but research on this is insufficient in the case of the construction process. Therefore, as part of the research on predicting and reducing carbon emissions generated at construction sites, data from actual construction sites were collected to analyze the facilities and characteristics of each energy source, and a scenario was proposed to quantitatively predict the use of each energy source.

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최대전력 분석시뮬레이터 개발 및 조명설비 제어 시뮬레이션 (Maximum Power Analysis Simulator Development & Lighting Installation Control Simulation)

  • 장홍순;한영섭;서상현
    • 조명전기설비학회논문지
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    • 제27권3호
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    • pp.95-99
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    • 2013
  • The maximum power analysis simulator took advantage of the facilities and power consumption reduction simulator test scenario development and testing of improvement in the scenario. As a maximum demand power controller, Maximum power analysis simulator performs control and disperasion of maximum demand power by calculating base power, load forecast, and present power which are based on signal of watt-hour meter to keep the electricity under the target. In addition, various algorithms to select appropriate control methode on each of the light installations through the peak demand power is configured to management. The simulation shows the success of control power for the specified target controlled by five sequential lighting installations.

국내 성능위주설계의 시행현황 분석 - 화재시나리오 및 시뮬레이션을 중심으로 (Analysis on the Implementation Status of Domestic PBD (Performance Based Design) - Focusing on the Fire Scenario and Simulation)

  • 안성호;문선여;류일현;최준호;황철홍
    • 한국안전학회지
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    • 제32권5호
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    • pp.32-40
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    • 2017
  • The current status of Performance-Based Design (PBD) implemented in 4 wide areas (Seoul, Gyeonggi, Incheon and Busan) over the past 5 years was reviewed with regard to the number of PBD implementation and target buildings. Then, detailed status related to fire scenarios, input information for fire simulation, and grid size were analyzed with the pre-review for the PBD. As a result, the domestic PBD was mainly applied to the mixed occupancy. In the fire simulations performed on the identical fire scenario and fire space, the maximum heat release rate (HRR) varied significantly depending on the PBD designer. Various combustibles were also considered for the identical fire source, and their combustion properties also showed considerable uncertainty. In addition, the applicability of accurate input information for predictive models of heat and smoke detectors was examined. Finally, the average grid size for the fire simulation using Fire Dynamics Simulator (FDS) was analyzed, and the improvement of PBD to minimize designer dependency was proposed.

외란 관측기를 이용한 모델 예견 기반의 전지형 크레인 자동조향 제어알고리즘 개발 (Development of an Automatic Steering-Control Algorithm based on the MPC with a Disturbance Observer for All-Terrain Cranes)

  • 오광석;서자호
    • 드라이브 ㆍ 컨트롤
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    • 제14권2호
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    • pp.9-15
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    • 2017
  • The steering systems of all-terrain cranes have been developed with various control strategies for the stability and drivability. To optimally control the input steering angle, an accurate mathematical model that represents the actual crane dynamics is required. The derivation of an accurate mathematical model to optimally control the steering angle, however, is difficult since the steering-control strategy generally varies with the magnitude of the crane's longitudinal velocity, and the postures of the crane's working parts vary while it is being driven. To address this problem, this paper proposes an automatic steering-control algorithm that is based on the MPC (model predictive control) with a disturbance observer for all-terrain cranes. The designed disturbance observer of this study was used to estimate the error between the base steering model and the actual crane. A model predictive controller was used for the computation of the optimal steering angle, along with the use of the base steering model with an estimated uncertainty. Performance evaluations of the designed control algorithms were conducted based on a curved-path scenario in the Matlab/Simulink environment. The performance-evaluation results show a sound reference-path-tracking performance despite the large uncertainties.

토지이용균형 모델을 이용한 기후변화에 따른 주거용 토지이용변화 - 제주 지역을 대상으로 - (A Study of Future Residential Land Use Change considering Climate Change using Land Use Equilibrium Model in Jeju)

  • 유소민;이우균;;김지영;김문일;임철희
    • 한국기후변화학회지
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    • 제6권1호
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    • pp.1-10
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    • 2015
  • Climate change lead to environmental pollution caused by the radical economic growth and development of industry. The amount of damage from abnormal climate is increasing rapidly for this reason in Korea. In particular, the cities is a lot of carbon emission quantity from the radical growth. Thus the government present "low carbon green growth" for eco-friendly city planning. As one of the important factors effecting climate change, active researches on land use change is performed. In this study, we knew land use change of each scenarios using land use equilibrium model which is kind of predictive model of land use in Japan. First, we selected study area to Jeju lsland. For this study, indicators for input data were selected and spatial data for input data were established using GIS program. Second, we established future scenarios based in 2040s. There are 2 future scenarios: dispersion scenario, compact scenario. Third, we compared with residential area of current and residential area for future scenarios. Results showed that residential area of the difference between current and dispersion scenario were 1,230 ha and residential area of the difference between current and compact scenario were 1,515 ha. Finally, for comparing carbon dioxide absorption volume between dispersion scenarios and compact scenarios, we calculated carbon dioxide absorption volume according to residential area decreased of each future scenarios. Results showed that carbon dioxide absorption volume in dispersion scenario was 477,878 ton and carbon dioxide absorption volume in compact scenario was 588,606 ton. Therefore, the study showed that land use equilibrium model is expected to put to use for future enhancement in creating data for climate change stabilization. And it is also expected to be utilized for city planning research in Korea.

선형행렬부등식 기반의 모델예측 제어기법을 이용한 재형상 제어 (Reconfiguration Control Using LMI-based Constrained MPC)

  • 오현동;민병문;김태훈;탁민제;이장호;김응태
    • 한국항공우주학회지
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    • 제38권1호
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    • pp.35-41
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    • 2010
  • 최근의 항공기 개발에 있어 조종면을 복수 개로 분할하여 제어함으로써 예기치 못한 결함 발생 시 안전성 및 생존성을 향상 시킬 수 있는 재형상 제어에 관한 연구가 중요하게 대두되어 왔다. 본 논문은 조종면 결함 시 발생 가능한 조종면의 포화를 고려한 모델예측 제어기법을 이용한 재형상 제어를 다룬다. 모델예측 제어의 내부 모델로는 트림 조건에서 선형화된 운동방정식을 사용하며 조종면의 포화가 발생할 경우에 선형행렬부등식 기반의 반한정 프로그래밍을 이용한 최적화를 수행하며 그 외의 경우에는 모델예측 제어기법을 풀어서 구한 해석적인 해를 사용하는 제어기 구조를 제안한다. 제안된 알고리즘의 성능을 확인하기 위해 임의의 조종면 결함 상황에 대한 비선형 시뮬레이션을 수행하였다.

모델기반 예측 제어기를 이용한 차선유지 보조 시스템 개발 (Development of a Model Based Predictive Controller for Lane Keeping Assistance System)

  • 황준연;허건수;나혁민;정호기;강형진;윤팔주
    • 한국자동차공학회논문집
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    • 제17권3호
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    • pp.54-61
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    • 2009
  • Lane keeping assistant system (LKAS) could save thousands of lives each year by maintaining lane position and is regarded as a promising active safety system. The LKAS is expected to reduce the driver workload and to assist the driver during driving. This paper proposes a model based predictive controller for the LKAS which requires cooperative driving between the driver and the assistance system. A Hardware-In-the-Loop-Simulator (HILS) is constructed for its evaluation and includes Carsim, Matlab Simulink and a lane detection algorithm. The single camera is mounted with the HILS to acquire the monitor images and to detect the lane markers. The simulation is conducted to validate the LKAS control performance in various road scenario.