• Title/Summary/Keyword: operating algorithm

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Q-Learning based Collision Avoidance for 802.11 Stations with Maximum Requirements

  • Chang Kyu Lee;Dong Hyun Lee;Junseok Kim;Xiaoying Lei;Seung Hyong Rhee
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.3
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    • pp.1035-1048
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    • 2023
  • The IEEE 802.11 WLAN adopts a random backoff algorithm for its collision avoidance mechanism, and it is well known that the contention-based algorithm may suffer from performance degradation especially in congested networks. In this paper, we design an efficient backoff algorithm that utilizes a reinforcement learning method to determine optimal values of backoffs. The mobile nodes share a common contention window (CW) in our scheme, and using a Q-learning algorithm, they can avoid collisions by finding and implicitly reserving their optimal time slot(s). In addition, we introduce Frame Size Control (FSC) algorithm to minimize the possible degradation of aggregate throughput when the number of nodes exceeds the CW size. Our simulation shows that the proposed backoff algorithm with FSC method outperforms the 802.11 protocol regardless of the traffic conditions, and an analytical modeling proves that our mechanism has a unique operating point that is fair and stable.

A Novel Technique for Tuning PI-Controllers in Induction Motor Drive Systems for Electric Vehicle Applications

  • Elwer Ayman Saber
    • Journal of Power Electronics
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    • v.6 no.4
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    • pp.322-329
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    • 2006
  • In the last decade, the increasing restrictions imposed on the exhaust emissions from internal combustion engines and traffic limitations have increased the development of electrical propulsion systems for automotive applications. The goal of electrical and hybrid vehicles is the reduction of global emissions, which in turn leads to a decrease in fuel resource exploitation. This paper presents a novel approach for control of Induction Motors (IM) using the Particle Swarm Optimization (PSO) algorithm to optimize the parameters of the Proportional Integral Controller (PI-Controller). The overall system is simulated under various operating conditions. The use of PSO as an optimization algorithm makes the drive robust and insensitive to load variation with faster dynamic response and higher accuracy. The system is tested under variable operating conditions. The simulation results show a positive dynamic response with fast recovery time.

Improved Efficiency Methodology of 100kW-Energy Storage System with Wide-Voltage Range for DC Distribution (직류배전을 위한 넓은 전압범위를 가지는 100kW급 에너지저장장치의 고효율화 방안연구)

  • Byen, Byeng-Joo;Jeong, Byong-Hwan;Kim, Jea-Han;Choe, Gyu-Ha
    • The Transactions of the Korean Institute of Power Electronics
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    • v.22 no.1
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    • pp.44-52
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    • 2017
  • This paper describes a 100 kW high-efficiency isolated DC-DC converter for DC distribution system. The DC-DC converter consists of two dual-active-bridge (DAB) converters in parallel. The operating principle of the DAB converter is explained, and the algorithm for parallel operation of the DAB converters is proposed. Simulation and experiments are conducted to verify the performance of the proposed system. Experimental results demonstrate that the developed converter excellently marks 97.4 percent of peak efficiency under its normal operating condition.

Maintenance Scheduling Using PSO Algorithm for Power Plants (PSO알고리즘을 이용한 전력계통의 발전기 예방정비계획 수립)

  • Park, Young-Soo;Jeong, Hee-Myung;Park, Jong-Kook;Kim, Jin-Ho;Park, June-Ho
    • Proceedings of the KIEE Conference
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    • 2007.11b
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    • pp.237-239
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    • 2007
  • This paper focuses on maintenance scheduling using PSO algorithm for power plants from an economic (operating cost) and reliable(variance of operating reserve margin) point of view. We also apply regional reserve margin and transfer capability to maintenance scheduling problem. The proposed method has been applied to IEEE-RTS(1996) with 32-generators and a real -world large scale power system with 291 generators.

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TMOV MPPT Control of PV System with Temperature Measurement based Optimal Voltage (온도측정 기반의 최적전압을 이용한 PV 시스템의 TMOV MPPT 제어)

  • Ko, Jae-Sub;Chung, Dong-Hwa
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.26 no.11
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    • pp.30-39
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    • 2012
  • The characteristics of I-V and P-V of solar cell nonlinearly changes according to irradiation, temperature and load. Therefore, to use efficiently PV system, operating point must be always operating at maximum power point. Also, PV system is semiconductor, so it generates loss by temperature. But because of conventional MPPT methods are not considering temperature, it has problem which decrease efficiency. This paper proposes temperature measurement based optimal voltage(TMOV) MPPT algorithm using temperature measurement based optimal voltage. It analyzes characteristics of solar cell according to irradiation and temperature and conventional MPPT methods. The TMOV control algorithm proposed in this paper is compared and analyzed conventional MPPT methods. The validity of this paper proves using this result.

DIRECT COMPUTATION OF MARGINAL OPERATING CONDITIONS FOR VOLTAGE COLLAPSE

  • Lee, Kyung-Jae;Jung, Tay-Ho
    • Proceedings of the KIEE Conference
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    • 1989.07a
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    • pp.195-201
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    • 1989
  • Voltage collapse is a serious concern to the electirc utility industry. It is common to associate steady-state stability with the ability of the transmission system to transport real power and to associate voltage collapse with the inability to provide reactive power at the necessary locations within the system. An algorithm to directly calculate the critical point of system voltage collapse was presented by the authors. The method (based on the ordinary power flow equations and explicit requirement of singularity of the Jacobian matrix) is basically one degree of freedom with proper load distribution factors. This paper suggests a modified algorithm to increase the degree of freedom, introducing the nonlinear programming technique. The objective function is a distance measure between the present operating point and the closest voltage collapse point. Knowledge of the distance and the most vulnarable bus from the voltage collapse point of view may be used as a useful index for the secure system operation.

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The Development of Algorithm for Evaluating Power Wheeling Effects (전력탁송영향평가 알고리즘 개발에 관한 연구)

  • Kim, Yong-Ha;Lee, Buhm;Choi, Sang-Kyu;Park, Sang-Min;Cho, Jae-Han
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.48 no.10
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    • pp.1247-1250
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    • 1999
  • This paper presents an algorithm for evaluating power wheeling effects. For a specific operating condition, the effects are quantified by the sensitivity of specific quantities of interest with respect to power wheeling level. Quantities of interest are total operating cost, transmission losses, and system security which is quantified with several indices. The model and solution method are applied on a example power system and the results are presented.

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Sensorless Control of High-speed Type PMSM in Wide Speed Range using an Iterative Adaptive Sliding Mode Observer (반복 적응 슬라이딩 모드 관측기를 이용한 초고속 영구자석형 동기 전동기의 전영역 센서리스 제어)

  • Kim, Jong-Moo;Choi, Jeong-Won;Lee, Suk-Gyu
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.58 no.1
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    • pp.69-76
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    • 2009
  • This paper describes sensorless high-speed control for 45,000rpm/22kw type PMSM by using iterative adaptive sliding mode observer. The proposed algorithm is based on sensorless vector control by on-line estimating the speed of rotor in the wide speed operating range between the starting operation. In addition, it shows the enhanced performance of the iterative adaptive observer by lessening its chattering and getting stable response in limited PWM period. The simulation and experiment results show the reliable performance of the proposed algorithm through starting to high speed operating range.

Improved Performance of Permanent Magnet Synchronous Motor by using Particle Swarm Optimization Techniques

  • Elwer, A.S.;Wahsh, S.A.
    • Journal of Power Electronics
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    • v.9 no.2
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    • pp.207-214
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    • 2009
  • This paper presents a modem approach for speed control of a PMSM using the Particle Swarm Optimization (PSO) algorithm to optimize the parameters of the PI-Controller. The overall system simulated under various operating conditions and an experimental setup is prepared. The use of PSO as an optimization algorithm makes the drive robust, with faster dynamic response, higher accuracy and insensitive to load variation. Comparison between different controllers is achieved, using a PI controller which is tuned by two methods, firstly manually and secondly using the PSO technique. The system is tested under variable operating conditions. Implementation of the experimental setup is done. The simulation results show good dynamic response with fast recovery time and good agreement with experimental controller.

A Comparison of Control Algorithms for a Doubly Fed Induction Generator in Medium-voltage Wind Power System under Unbalanced Conditions

  • Go, Yu-Ran;Park, Hyeon-Cheol;Zhu, Yaqiong;Suh, Yong-Sug
    • Proceedings of the KIPE Conference
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    • 2010.07a
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    • pp.194-195
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    • 2010
  • This paper investigates control algorithms for a doubly fed induction generator (DFIG) with back-to-back converter in medium-voltage wind power system under unbalanced grid conditions. Operation of DFIG under unbalanced grid conditions causes several problems such as overcurrent, unbalanced currents, active power pulsation and torque pulsation. Three different control algorithms to compensate for the unbalanced conditions have been investigated with respect to four performance factors; fault ride-through capability, efficiency, harmonic distortions and torque pulsation. The control algorithm having zero amplitude of negative sequence current shows the most cost-effective performance concerning fault ride-through capability and efficiency. The control algorithm for nullifying the oscillating component of the instantaneous active power generates least harmonic distortions. Combination of these two control algorithms depending on the operating requirements presents most optimized performance factors under the generalized unbalanced operating conditions.

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