• 제목/요약/키워드: performance-based optimization

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Effects of the design variables and their constraints on the stage performance of an axial flow turbine (축류 터빈의 설계 변수 및 설계 변수의 제한조건이 성능에 미치는 영향)

  • 박호동;정명균
    • Transactions of the Korean Society of Mechanical Engineers
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    • 제15권6호
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    • pp.2109-2124
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    • 1991
  • A simulation program is developed to analyse the performance of an axial flow turbine stage based on the meanline prediction method. The gradient projection method is utilized to minimize the aerodynamic losses under the specified constraints on such as flow coefficient, total pressure ratio, stage power and blade loading coefficient. After obtaining the optimum point for minimizing the stage loss, a sensitivity analysis is carried out ground the optimum point to find the effects of the design variables and the design constraints on the stage performance. The result of the senitivity analysis under a constant blade loading coefficient shows that the total loss is more sensitive to the mean diameter, the absolute flow angle at nozzle outlet, the relative flow angle at rotor outlet and the axial mean velocity compared to the chords and the pitches. Moreover, the design constraints on the degree of reaction at root and the blade length-to-diameter ratio are found to be most influencial on the maximization of the overall aerodynamic efficiency.

Development of a Fuzzy-Genetic Algorithm-based Incident Detection Model with Self-adaptation Capability (Fuzzy-Genetic Algorithm기반의 자가적응형 돌발상황 검지모형 개발 연구)

  • Lee, Si-Bok;Kim, Young-Ho
    • Journal of Korean Society of Transportation
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    • 제22권4호
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    • pp.159-173
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    • 2004
  • This study utilizes the fuzzy logic and genetic algorithm to improve the existing incident detection models by addressing the problems associated with "crisp" thresholds and model transferability (applicability). The model's major components were designed to be a set of the fuzzy inference engines, and for the self-adaptation capability the genetic algorithm was introduced in optimization(or training) of the fuzzy membership functions. This approach is often called "the hybrid of fuzzy-genetic algorithm" The model performance was tested and found to be compatible with that of the existing well-recognized models in terms of performance measures such as detection rate, false alarm rate, and detection time. This study was not an effort for simple improvement of the model performance, but an experimental attempt to incorporate new characteristics essential for the incident detection model to be universally applicable for various roadway and traffic conditions. The study results prove that the initial objective of the study was satisfied, and suggest a direction that the future research work in this area must follow.

Modeling and Optimization of the IEEE 802.15.4 Protocol for Internet of Things (사물인터넷 환경을 위한 IEEE 802.15.4 프로토콜 모델링과 최적화 방안)

  • Kim, Tae-Suk
    • The Journal of the Korea Contents Association
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    • 제16권10호
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    • pp.299-310
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    • 2016
  • In this paper, we perform analysis of the performance of low-power communication technology, IEEE 802.15.4 MAC (Media Access Control) protocol used in internet of things. Wide variety of devices in internet of things generate different kinds of traffic characteristics and heterogeneous traffic environment is therefore considered in contrast to existing works. With the help of the Markov chain the performance of the protocol is derived as a function of the MAC parameters and based on the results a framework to determine energy-efficient optimal MAC parameters for applications in real time is proposed. Proposed method is shown to be more efficient in terms of energy consumption through performance comparison over application scenarios compared to operation with fixing MAC parameters, and its practicability on small devices with limited computing power is verified through evaluating the accuracy and speed of the proposed framework.

UF pretreatment at elevated temperature within the scheme of hybrid desalination: Performance and environmental impact

  • Agashichev, Sergey;Kumar, Jayesh
    • Membrane and Water Treatment
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    • 제8권3호
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    • pp.279-292
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    • 2017
  • This study was aimed at ultrafiltration (UF) as a pretreatment before reverse osmosis (RO) within the scheme of hybrid reverse osmosis-multistage flush (RO-MSF) desalination. Seawater at elevated temperature (after MSF heat-exchangers) was used as a feed in this process. The pretreatment system was represented as a set of functionally-linked technological segments such as: UF filtration, backwashing, chemical- enhanced backwashing, cleaning, waste disposal, etc. The process represents the sequences of operating cycles. The cycle, in turn, consists of the following unit operations: filtration, backwashing and chemical-enhanced backwashing (CEB). Quantitative assessment was based on the following indicators: normalized permeability, transmembrane pressure, specific energy and water consumption, specific waste generation. UF pre-treatment is accompanied by the following waste streams: $W1=1.19{\times}10$ power of $-2m^3$ (disposed NaOCl with 0.0044% wt.)/$m^3$ (filtrate); $W2=5.95{\times}10$ power of $-3m^3$ (disposed $H_2SO_4$ with 0.052% wt.)/$m^3$(filtrate); $W3=7.26{\times}10$ power of $-2m^3$ (disposed sea water)/$m^3$ (filtrate). Specific energy consumption is $1.11{\times}10$ power of $-1kWh/m^3$ (filtrate). The indicators evaluated over the cycles with conventional (non-chemical) backwashing were compared with the cycles accompanied by CEB. A positive impact of CEB on performance indicators was demonstrated namely: normalized UF resistance remains unchanged within the regime accompanied by CEB, whereas the lack of CEB results in 30% of its growth. Those quantitative indicators can be incorporated into the target function for solving different optimization problems. They can be used in the software for optimisation of operating regimes or in the synthesis of optimal flow- diagram. The cycle characteristics, process parameters and water quality data are attached.

Improving SVM with Second-Order Conditional MAP for Speech/Music Classification (음성/음악 분류 향상을 위한 2차 조건 사후 최대 확률기법 기반 SVM)

  • Lim, Chung-Soo;Chang, Joon-Hyuk
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • 제48권5호
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    • pp.102-108
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    • 2011
  • Support vector machines are well known for their outstanding performance in pattern recognition fields. One example of their applications is music/speech classification for a standardized codec such as 3GPP2 selectable mode vocoder. In this paper, we propose a novel scheme that improves the speech/music classification of support vector machines based on the second-order conditional maximum a priori. While conventional support vector machine optimization techniques apply during training phase, the proposed technique can be adopted in classification phase. In this regard, the proposed approach can be developed and employed in parallel with conventional optimizations, resulting in synergistic boost in classification performance. According to experimental results, the proposed algorithm shows its compatibility and potential for improving the performance of support vector machines.

Experimental Investigation of Blade-To-Blade Pressure Distribution in Contra-Rotating Axial Flow Pump

  • Cao, Linlin;Watanabe, Satoshi;Honda, Hironori;Yoshimura, Hiroaki;Furukawa, Akinori
    • International Journal of Fluid Machinery and Systems
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    • 제7권4호
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    • pp.130-141
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    • 2014
  • As a high specific speed pump, the contra-rotating axial flow pump with two rotors rotating reversely has been proved with higher hydraulic and cavitation performance, while in our previous researches, the potential interaction between two blade rows was distinctly observed for our prototype rotors designed with equal rotational speed for both front and rear rotors. Based on the theoretical and experimental evidences, a rotational speed optimization methodology was proposed and applied in the design of a new combination of contra-rotating rotors, primarily in expectation of the optimized blade pressure distributions as well as pertinently improved hydraulic performances including cavitation performance. In the present study, given one stationary and two rotating frames in the contra-rotating rotors case, a pressure measurement concept taking account of the revolutions of both front and rear rotors simultaneously was adopted. The casing wall pressure data sampled in time domain was successfully transferred into space domain, by which the ensemble averaged blade-to-blade pressure distributions at the blade tip of two contra-rotating rotors under different operation conditions were studied. It could be seen that the rotor pair with the optimized rotational speed combination as well as work division, shows more reasonable blade-to-blade pressure distribution and well weakened potential interaction. Moreover, combining the loading curves estimated by the measured casing wall pressure, the cavitation performance of the rotor pairs with new rotational speed combination were proved to be superior to those of the prototype pairs.

Design Optimization Techniques for the SSD Controller (SSD 컨트롤러 최적 설계 기법)

  • Yi, Doo-Jin;Han, Tae-Hee
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • 제48권8호
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    • pp.45-52
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    • 2011
  • Flash memory is becoming widely prevalent in various area due to high performance, non-volatile features, low power, and robust durability. As price-per-bit is decreased, NAND flash based SSDs (Solid State Disk) have been attracting attention as the next generation storage device, which can replace HDDs (Hard Disk Drive) which have mechanical properties. Especially for the single package SSD, if channel number or FIFO buffer size per channel increases to improve performance, the size of a controller and I/O pin count will increase linearly with channel numbers and form factor will be affected. We propose a novel technique which can minimize form factor by optimizing the number of NAND flash channels and the size of interface FIFO buffer in the SSD. For SSD with 10 channel and double buffer, the experimental results show that buffer block size can be reduced about 73% without performance degradation and total size of a controller can be reduced about 40% because control block per channel and I/O pin count decrease according to decrease channel number.

Performance Analysis of D2D system Considering users' locations under the Overlay Convergent Networks of Cognitive Networking (인지기반 중첩 융합 네트워크에서 위치정보에 기반한 D2D 시스템의 성능분석)

  • Kim, Jeong-Ho
    • Journal of the Institute of Electronics and Information Engineers
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    • 제51권10호
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    • pp.3-10
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    • 2014
  • In this paper, the performances of the presented D2D (device-to-device) systems under the environment of the cognitive convergent overlay networks are evaluated based upon the locations of the D2D users' terminals, the power consumptions of the terminals and the reductions of the interference levels. As the capabilities of the users' terminals improve, the optimization of the system is crucial to the efficient utilization of the radio resources of the individual networks considering their mobility and the features of their networks. Users' mobility model is given for the performance evaluation of the D2D system. In this paper, the performances of the D2D systems are evaluated in terms of the performance index of the FER (frame error rate) employing multiantenna techniques (MIMO:multiple input multiple output) for the various network environments.

Performance Analysis for Optimization of the Wireless Local Loop System (WLL (Wireless Local Loop) 시스템의 최적화를 위한 성능 분석)

  • Hwang, Sang-Woo;Park, Doo-Yeong
    • The Journal of Engineering Research
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    • 제3권1호
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    • pp.97-106
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    • 1998
  • In this paper, we analyze the WLL systems with high chip rate, which virtually eliminates the multipath fading effects by appling space diversity functions. First, we found out the capacity of reverse link which resulted from performing computer simulation of the transmission and reception of the WLL systems to evaluate the performance of the WLL systems in real environment. Besides, we analyze the radio propagation medium and the link budget and from the results, made RCSU for providing of the AWGN multipath fading channel. This RCSU is produced to characterize the urban radio propagation medium in various environments. From the simulation results, diversity gains increase as depth of fading becomes deeper. We also confirm that the systems applied diversity reduce the effects of multipath fading phenomena which cause to degrade the performance of WLL systems, based on the results $E_b/N_o$ and BER curve.

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A Note on Finding Optimum Conditions Using Mixture Experimental Data with Process Variables (공정변수를 갖는 혼합물 실험 자료를 활용한 최적조건 찾기에 관한 소고)

  • Lim, Yong B.
    • Journal of Korean Society for Quality Management
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    • 제41권1호
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    • pp.109-118
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    • 2013
  • Purpose: Given the several proper models for given mixture components-process variables experimental data, we propose a strategy to find the optimal condition in which the performance of the responses is well-behaved under those models. Methods: Given the mixture experimental data with process variables, first we choose the reasonable starting models among the class of admissible product models based on the model selection criteria and then, search for the candidate models that are the subset models of the starting model by the sequential variable selection method or all possible regressions procedure. Good candidate models are screened by the evaluation of model selection criteria and checking the residual plots for the validity of the model assumption. Results: We propose a strategy to find the optimal condition in which the performance of the responses is well-behaved under those good candidate models by adopting the optimization methods developed in multiple responses surface methodology. Conclusion: A strategy is proposed to find the optimal condition in which the performance of the responses is well-behaved under those proper combined models. This strategy to find the optimal condition is illustrated with the example in this paper.