• Title/Summary/Keyword: performance-based optimization

Search Result 2,575, Processing Time 0.042 seconds

Design Optimization and Analysis of a RBCC Engine Flowpath Using a Kriging Model Based Genetic Algorithm (Kriging 모델기반 유전자 알고리즘을 이용한 RBCC 엔진 유로 최적설계 및 분석)

  • Chae, Sang-Hyun;Kim, Hye-Sung;Yee, Kwan-Jung;Oh, Se-Jong;Choi, Jeong-Yeol
    • Journal of the Korean Society of Propulsion Engineers
    • /
    • v.21 no.1
    • /
    • pp.51-62
    • /
    • 2017
  • A design optimization method is applied for the flow path design of RBCC engine, an important factor for the determining the propulsion performance operating at air-breathing mode. A design optimization was carried out to maximize the specific impulse of the RBCC engine by using a genetic algorithm based on the Kriging model. Results are analyzed using ANOVA and SOM. Design conditions of ramjet and scramjet mode are selected as Mach number 4 at 20 km altitude and Mach number 7 at 30 km, respectively. The optimized design presents that the specific impulse is increased by 7% and 10% on each condition than the baseline design.

Assessment of the effect of biofilm on the ship hydrodynamic performance by performance prediction method

  • Farkas, Andrea;Degiuli, Nastia;Martic, Ivana
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • v.13 no.1
    • /
    • pp.102-114
    • /
    • 2021
  • Biofouling represents an important problem in the shipping industry since it causes the increase in surface roughness. The most of ships in the current world fleet do not have good coating condition which represents an important problem due to strict rules regarding ship energy efficiency. Therefore, the importance of the control and management of the hull and propeller fouling is highlighted by the International Maritime Organization and the maintenance schedule optimization became valuable energy saving measure. For adequate implementation of this measure, the accurate prediction of the effects of biofouling on the hydrodynamic characteristics is required. Although computational fluid dynamics approach, based on the modified wall function approach, has imposed itself as one of the most promising tools for this prediction, it requires significant computational time. However, during the maintenance schedule optimization, it is important to rapidly predict the effect of biofouling on the ship hydrodynamic performance. In this paper, the effect of biofilm on the ship hydrodynamic performance is studied using the proposed performance prediction method for three merchant ships. The applicability of this method in the assessment of the effect of biofilm on the ship hydrodynamic performance is demonstrated by comparison of the obtained results using the proposed performance prediction method and computational fluid dynamics approach. The comparison has shown that the highest relative deviation is lower than 4.2% for all propulsion characteristics, lower than 1.5% for propeller rotation rate and lower than 5.2% for delivered power. Thus, a practical tool for the estimation of the effect of biofouling with lower fouling severity on the ship hydrodynamic performance is developed.

Development of an Optimized Algorithm for Bidirectional Equalization in Lithium-Ion Batteries

  • Sun, Jinlei;Zhu, Chunbo;Lu, Rengui;Song, Kai;Wei, Guo
    • Journal of Power Electronics
    • /
    • v.15 no.3
    • /
    • pp.775-785
    • /
    • 2015
  • Many equalization circuits have been proposed to improve pack performance and reduce imbalance. Although bidirectional equalization topologies are promising in these methods, pre-equalization global equalization strategy is lacking. This study proposes a novel state-of-charge (SoC) equalization algorithm for bidirectional equalizer based on particle swarm optimization (PSO), which is employed to find optimal equalization time and steps. The working principle of bidirectional equalization topologies is analyzed, and the reason behind the application of SoC as a balancing criterion is explained. To verify the performance of the proposed algorithm, a pack with 12 LiFePO4 batteries is applied in the experiment. Results show that the maximum SoC gap is within 2% after equalization, and the available pack capacity is enhanced by 13.2%. Furthermore, a comparison between previously used methods and the proposed PSO equalization algorithm is presented. Experimental tests are performed, and results show that the proposed PSO equalization algorithm requires fewer steps and is superior to traditional methods in terms of equalization time, energy loss, and balancing performance.

Design of the H Current Controller Based on the PSO Algorithm for Reducing the Current Ripple Caused by the Saliencies of SPMSM (SPMSM 인덕턴스 돌극성에 의한 전류리플 저감을 위한 PSO 알고리즘 기반의 H 전류 제어기 설계)

  • Lee, Kwan-Hyung;Young, Jeon-Chan;Lim, Dong-Jin
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.62 no.10
    • /
    • pp.1425-1435
    • /
    • 2013
  • The useful method for determining parameters of weighting functions used to design the $H_{\infty}$ current controller for attenuating the current ripple due to saliencies which SPMSM(Surface Permanent Magnet Synchronous Motor) also incorporates is described. To analyze the effect, the current ripple due to the structural and the saturation saliencies, the SPMSM model with nonlinear inductance function depending on the two independent variables, rotor position and stator current is simulated. After analysis, parameters of the weighting functions for $H_{\infty}$ current controller is selected to satisfy the robust stability, robust performance and specific performance in time and frequency domain by using the PSO(Particle Swarm Optimization) algorithm in the linear SPMSM model. Especially, the robust performance is proved that the selected weighting functions play a role in reducing the current ripple caused by the saliencies of SPMSM at the desired frequency range by the simple experiment.

Development of a Low-noise Regenerative Blower for Fuel Cell Application (연료전지용 저소음 재생형 송풍기의 개발)

  • Kim, Jun Kon;Lee, Kwang Yeong;Lee, Chan;Kil, Hyun Gwon;Chung, Kyung Ho;Hwang, Sang Moon
    • The KSFM Journal of Fluid Machinery
    • /
    • v.17 no.2
    • /
    • pp.48-53
    • /
    • 2014
  • A low-noise regenerative blower is developed for fuel cell application by combining the FANDAS-Regen code and design optimization algorithm under several performance constraints for flow capacity, static pressure, efficiency and power consumption. The optimized blower design model is manufactured with some impeller modification based on low noise design concept and tested by using aerodynamic performance chamber facility and narrow-band noise measurement apparatus. The measured results of the optimized blower satisfy the performance requirements and are also compared favorably with the FANDAS-Regen prediction results within a few percent relative error. Furthermore, the present study shows the remarkable noise reduction by 26 dBA can be achieved through design optimization and low noise design concept.

Study on the Optimization of Absorption Performance of the Vertical Tube Absorber with Falling Film (수직 액막형 흡수기의 성능 최적화에 관한 연구)

  • Kim, Jung-Kuk;Cho, Keum-Nam
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
    • /
    • v.17 no.9
    • /
    • pp.830-838
    • /
    • 2005
  • The present study investigated the optimization of the absorption performance of the vertical absorber tube with falling film by considering heat and mass transfer simultaneously. Effects of film Reynolds number, geometric parameters by insert device (spring) and flow pattern on heat and mass transfer performances have been also investigated. Especially, effects of coolant flow rate and the flow pattern by geometric parameters has been observed for the total heat and mass transfer rates through both numerical and experimental studies. Based on both predicted values, the optimal coolant flow rate was predicted as 1.98 L/min. The maximum absorption rate of the spring inserted tube was increased by the maximum of $20.0\%$ than those for uniform film of bare tube. Average Sherwood numbers and Nusselt numbers were increased as Reynolds numbers increased under the dynamic and geometric conditions showing the maximum absorption performance.

Energy-aware Transmission Power Control for Solar Energy Harvesting Wireless sensor system and Its Effects on Network-wide Performance (태양 에너지 기반 센서 네트워크를 위한 에너지 적응형 전송파워 조절과 그에 따른 네트워크 성능 분석)

  • Kang, Minjae;Kim, Jaeung;Yang, Heejung;Noh, Dong Kun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 2013.10a
    • /
    • pp.750-753
    • /
    • 2013
  • In respect of consuming energy, the optimization is the main objective in the solar energy harvesting sensor system (while battery-based sensor system aims at the minimization), due to the periodicity of solar energy. Aimed at the optimization of the network topology, we suggest 3-level transmission power control algorithm of which level is determined by the amount of residual energy on the rechargeable battery. Additionally, we experiment the effects of our scheme on network-wide performance such as the latency and the duty-cycle, and verify that our scheme shows the best performance in most of the metrics, compared to the schemes with fixed transmission power.

  • PDF

A Review on the DACS Design from the Perspective of Flight Performance Requirements (비행성능 요구 관점에서 DACS 형상 설계에 관한 고찰)

  • Park, Iksoo;Jin, Jungkun;Ha, Dongsung;Lim, Seongtaek
    • Proceedings of the Korean Society of Propulsion Engineers Conference
    • /
    • 2017.05a
    • /
    • pp.358-363
    • /
    • 2017
  • The high intercept probability depends on optimization of the system, which consists of target detection, tracking system, missile system and so on. To reduce the complexity of global optimization of the system performance, simplification of the relative dependances of each sub-system is done and design parameters for DACS configuration are identified. The conceptual design process is addressed based on the requirement of the design parameters and new methodology is suggested for higher performance.

  • PDF

Rendering States Changing Costs Reducing Technique for Real-time 3D Graphics (실시간 3D 그래픽을 위한 렌더링 상태 변경 비용 감소 기법)

  • Kim, Seok-Hyun
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.10 no.8
    • /
    • pp.1843-1849
    • /
    • 2009
  • In real-time 3D Graphics, pipeline optimization is one of techniques enhancing rendering performance. Pipeline optimization is kind of buffer reordering problem, but it is NP-hard. Therefore techniques that is approximating optimal solution and suitable for real-time 3D graphics are needed. This paper analyze pattern of rendering states changing costs for real-time 3D graphics, and based on this, the algorithm that brings rendering states into line by changing costs is proposed. The proposed technique shows good performance enhancement when costs of some rendering states are much higher than others. Proposed technique shows 2.5 to 4 times better performance than non-ordering algorithm and becomes more faster when rendering costs of a state gets higher.

Study on Polymer Electrolyte Membrane Fuel Cell for UAV Applications (고분자 전해질막 연료전지의 무인항공기 탑재화 연구)

  • Kim, Jin-Cheol;Kim, Sung-Uk;Kim, Dong-Min;Kim, Tae-Gyu
    • Proceedings of the Korean Society of Propulsion Engineers Conference
    • /
    • 2012.05a
    • /
    • pp.153-156
    • /
    • 2012
  • The optimization and integration of a fuel cell were performed to improve the performance and reliability of the fuel cell in this paper. To improve the performance of the PEMFC, current and voltage of the fuel cell were measured using an electrical load, and the results was compared and analyzed with the data of a commercial fuel cell. Based on the above results, a controller for a fuel cell UAV applications was designed, and the fuel cell control algorithm was developed to optimize the performance of the fuel cell UAV.

  • PDF