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首页> 外文期刊>International Journal of Electrochemical Science >Control Applications (ANFIS/Fuzzy/PID) over Mathematical Model of DMFC System: Experimental and Simulation Studies
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Control Applications (ANFIS/Fuzzy/PID) over Mathematical Model of DMFC System: Experimental and Simulation Studies

机译:DMFC系统数学模型的控制应用程序(ANFIS / Fuzzy / PID):实验和仿真研究

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Environmental pollution, depletion of fossil fuel reserves and energy needs of a growing worldpopulation, are among the important issues concerning the future of energy. In this context, fuel cellsare considered as alternative energy sources. In this study, one cell direct methanol fuel cell system,consisting of various sensors and control elements and controlling system are built. Experimentaltemperature control is conducted with fuzzy control technique over the systems. Then, useful andsimple mathematical model that can adequately represent the system is established and the parametersof this model are determined by particle swarm optimization (PSO) method using experimental data. Inaddition, ANFIS model of the system with the 4-input and 1 output is established through thepolarization curves. Also, membership function types and numbers of input variables having an impacton the ANFIS modeling are investigated. Beside to the experimental PID concentration control withsensor, ANFIS is tested for the sensor-less concentration control over the mathematical model in thesimulation studies.
机译:环境污染,化石燃料储备的枯竭以及世界人口的增长对能源的需求,都是与能源未来有关的重要问题。在这种情况下,燃料电池被视为替代能源。本研究建立了一种由各种传感器,控制元件和控制系统组成的单电池直接甲醇燃料电池系统。实验温度控制是通过模糊控制技术对系统进行的。然后,建立了可以充分代表系统的有用且简单的数学模型,并利用实验数据通过粒子群优化(PSO)方法确定了该模型的参数。另外,通过极化曲线建立了具有4输入1输出的系统的ANFIS模型。此外,研究了隶属函数类型和对ANFIS建模有影响的输入变量的数量。除了具有传感器的实验性PID浓度控制外,ANFIS还针对模拟研究中的数学模型进行了无传感器浓度控制的测试。

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