• Title/Summary/Keyword: prediction technique

Search Result 2,084, Processing Time 0.028 seconds

A Study on the Performance Prediction Technique for Small Hydro Power Plants (소수력발전소의 성능예측 기법)

  • Park, Wan-Soon;Lee, Chul-Hyung
    • Journal of Hydrogen and New Energy
    • /
    • v.14 no.1
    • /
    • pp.61-68
    • /
    • 2003
  • This paper presents the methodology to analyze flow duration characteristics and performance prediction technique for small hydro power(SHP) Plants and its application. The flow duration curve can be decided by using monthly rainfall data at the most of the SHP sites with no useful hydrological data. It was proved that the monthly rainfall data can be characterized by using the cumulative density function of Weibull distribution and Thiessen method were adopted to decide flow duration curve at SHP plants. And, the performance prediction technique has been studied and development. One SHP plant was selected and performance characteristics was analyzed by using the developed technique, Primary design specfications such as design flowrate, plant capacity, operational rate and annual electricity production for the SHP plant were estimated, It was found that the methodology developed in this study can be a useful tool to predict the performance of SHP plants and candidate sites in Korea.

Development of Mongolian Numerical Weather Prediction System (MNWPS) Based on Cluster System (클러스터 기반의 몽골기상청 수치예보시스템 개발)

  • Lee, Yong Hee;Chang, Dong-Eon;Cho, Chun-Ho;Ahn, Kwang-Deuk;Chung, Hyo-Sang;Gomboluudev, P.
    • Atmosphere
    • /
    • v.15 no.1
    • /
    • pp.35-46
    • /
    • 2005
  • Today, the outreach of National Meteorological Service such as PC cluster based Numerical Weather Prediction (NWP) technique is vigorous in the world wide. In this regard, WMO (World Meteorological Organization) asked KMA (Korea Meteorological Administration) to formulate a regional project, which cover most of RA II members, using similar technical system with KMA's. In that sense, Meteorological Research Institute (METRI) in KMA developed Mongolian NWP System (MNWPS) based on PC cluster and transferred the technology to Weather Service Center in Mongolia. The hybrid parallel algorithm and channel bonding technique were adopted to cut cost and showed 41% faster performance than single MPI (Message Passing Interface) approach. The cluster technique of Beowulf type was also adopted for convenient management and saving resources. The Linux based free operating system provide very cost effective solution for operating multi-nodes. Additionally, the GNU software provide many tools, utilities and applications for construction and management of a cluster. A flash flood event happened in Mongolia (2 September 2003) was selected for test run, and MNWPS successfully simulated the event with initial and boundary condition from Global Data Assimilation and Prediction System (GDAPS) of KMA. Now, the cluster based NWP System in Mongolia has been operated for local prediction around the region and provided various auxiliary charts.

An Improved CNN-LSTM Hybrid Model for Predicting UAV Flight State (무인항공기 비행 상태 예측을 위한 개선된 CNN-LSTM 혼합모델)

  • Hyun Woo Seo;Eun Ju Choi;Byoung Soo Kim;Yong Ho Moon
    • Journal of Aerospace System Engineering
    • /
    • v.18 no.3
    • /
    • pp.48-55
    • /
    • 2024
  • In recent years, as the commercialization of unmanned aerial vehicles (UAVs) has been actively promoted, much attention has been focused on developing a technology to ensure the safety of UAVs. In general, the UAV has the potential to enter an uncontrollable state caused by sudden maneuvers, disturbances, and pilot error. To prevent entering an uncontrolled situation, it is essential to predict the flight state of the UAV. In this paper, we propose a flight state prediction technique based on an improved CNN-LSTM hybrid mode to enhance the flight state prediction performance. Simulation results show that the proposed prediction technique offers better state prediction performance than the existing prediction technique, and can be operated in real-time in an on-board environment.

Hybrid radiation technique of frequency-domain Rankine source method for prediction of ship motion at forward speed

  • Oh, Seunghoon;Kim, Booki
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • v.13 no.1
    • /
    • pp.260-277
    • /
    • 2021
  • The appropriate radiation conditions of ship motion problem with advancing speed in frequency domain are investigated from a theoretical and practical point of view. From extensive numerical experiments that have been conducted for evaluation of the relevant radiation conditions, a hybrid radiation technique is proposed in which the Sommerfeld radiation condition and the free surface damping are mixed. Based on the comparison with the results of the translating and pulsating Green function method, the optimal damping factor of the hybrid radiation technique is selected, and the observed limitations of the proposed hybrid radiation technique are discussed, along with its accuracy obtained from the numerical solutions. Comparative studies of the forward-speed seakeeping prediction methods available confirm that the results of applying the hybrid radiation technique are relatively similar to those obtained from the translating and pulsating Green function method. This confirmation is made in comparisons with the results of solely applying either the free surface damping, or the Sommerfeld radiation condition. By applying the proposed hybrid radiation technique, the wave patterns, hydrodynamic coefficients, and motion responses of the Wigley III hull are finally calculated, and compared with those of model tests. It is found that, in comparison with the model test results, the three-dimensional Rankine source method adopting the proposed hybrid radiation technique is more robust in terms of accuracy and numerical stability, as well as in obtaining the forward speed seakeeping solution.

Prediction Accuracy Evaluation of Domain and Domain Combination Based Prediction Methods for Protein-Protein Interaction

  • Han, Dong-Soo;Jang, Woo-Hyuk
    • Bioinformatics and Biosystems
    • /
    • v.1 no.2
    • /
    • pp.128-133
    • /
    • 2006
  • This paper compares domain combination based protein-protein interaction prediction method with domain based protein-protein interaction method. The prediction accuracy and reliability of the methods are compared using the same prediction technique and interaction data. According to the comparison, domain combination based prediction method has showed superior prediction accuracy to domain based prediction method for protein pairs with fully overlapped domains with protein pairs in learning sets. When we consider that domain combination based method has the effects of assigning a weight to each domain interaction, it implies that we can improve the prediction accuracies of currently available domain or domain combination based protein interaction prediction methods further by developing more advanced weight assignment techniques. Several significant facts revealed from the comparative studies are also described in this paper.

  • PDF

Cognitive Radio Based Spectrum Sharing: Evaluating Channel Availability via Traffic Pattern Prediction

  • Li, Xiukui;Zekavat, Seyed A. (Reza)
    • Journal of Communications and Networks
    • /
    • v.11 no.2
    • /
    • pp.104-114
    • /
    • 2009
  • In this paper, a technique is proposed that enables secondary users to evaluate channel availability in cognitive radio networks. Here, secondary users estimate the utilization of channels via predicting the traffic pattern of primary user, and select a proper channel for radio transmission. The proposed technique reduces the channel switching rate of secondary users (the rate of switching from one channel to another) and the interference on primary users, while maintaining a reasonable call blocking rate of secondary users.

Waterborne Noise Prediction of the Reinforced Cylindrical Shell Using the SEA Technique (SEA 기법을 이용한 보강 원통형 셸의 수중방사소음 해석)

  • 배수룡;전재진;이헌곤
    • Journal of KSNVE
    • /
    • v.3 no.2
    • /
    • pp.155-161
    • /
    • 1993
  • The vibration generated by the machinery on board is transmitted to the hull and into the water. At the early design stage, the prediction of the hull vibration and the radiated noise level is very important to reduce their levels. In this study, SAE(Statistical Energy Analysis) technique is applied to predict structureborne noise level of the hull considering fluid loading. Rayleigh integral is applied to predict the radiated noise level. The results of comparision between the predictions and measurements for the reinforced cylindrical shell have shown good agreements.

  • PDF

Repetitive Load Prediction for Second Order Deadbeat Response Applied to UPS Inverter (UPS inverter의 2차 데드비트 응답을 위한 반복부하예측기법)

  • 최재호
    • Proceedings of the KIPE Conference
    • /
    • 2000.07a
    • /
    • pp.339-342
    • /
    • 2000
  • Repetitive Load Prediction is proposed for the UPS inverter application of the second order deadbeat controller which is robust against the calculation time delay and the parameter variation and which gets fast response against the load variation. The proposed technique predicts the load current ahead of two sampling time using that the load current is periodic. This is effective under nonlinear load condition. The proposed technique is derived theoretically and verified through simulation and experimental result.

  • PDF

A Study on Prediction and Application of ECG Data Compression Rate at Zero-Oder Compression (Zero-Order 압축 방식에서 ECG 데이터 압축률 예측과 적용에 관한 연구)

  • 안형민;김영길
    • Proceedings of the IEEK Conference
    • /
    • 1999.11a
    • /
    • pp.513-516
    • /
    • 1999
  • I here are many kinds of method to compress data. To very simple methods from very complex methods, a kind is various. In this study, the simplest form of the Tolerance-Comparison method, zero-order method is used. Using this method, despite using low speed CPUs, it is possible to compress real time data. So this method is suitable for ECG holler system. In this study, to complement zero-order method, it is needed to develop prediction technique and to research ways to apply the technique.

  • PDF

Digital Hologram Compression Technique using Multi-view Prediction Method (다시점 예측 기법을 이용한 디지털 홀로그램의 압축 기술)

  • Choi, Hyun-Jun;Seo, Young-Ho;Bae, Jin-Woo;Yoo, Ji-Sang;Kim, Dong-Wook
    • Proceedings of the IEEK Conference
    • /
    • 2006.06a
    • /
    • pp.413-414
    • /
    • 2006
  • In this paper, we propose an efficient coding method of digital hologram (or fringe pattern) using multi-view prediction technique based on video and image coding standard such as MPEG. The proposed algorithm illustrates that it has better properties for reconstruction and higher compression rate than the previous researches.

  • PDF