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基于RBF神经网络的PV/T组件短期温度预测 被引量:4
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作者 李畸勇 赵振东 +3 位作者 南君培 肖晶 李宜生 汤允凤 《广西大学学报(自然科学版)》 CAS 北大核心 2017年第3期1035-1041,共7页
针对光伏光热综合利用(PV/T)系统热电协调控制中组件温度控制非线性大惯性系统的温度控制问题,文中提出对PV/T组件进行短期温度预测,以使PV/T系统控制器根据短期预测情况提前动作,从而优化PV/T系统控制效果。文中分析了A类天气类型(晴... 针对光伏光热综合利用(PV/T)系统热电协调控制中组件温度控制非线性大惯性系统的温度控制问题,文中提出对PV/T组件进行短期温度预测,以使PV/T系统控制器根据短期预测情况提前动作,从而优化PV/T系统控制效果。文中分析了A类天气类型(晴天、晴间多云、多云间晴)下组件温度的变化情况,并结合RBF神经网络对组件温度数据建立预测模型。仿真实例分析结果表明,该预测方法在A类天气类型下预测精度较高,最大相对误差为13.22%,最大平均相对误差为3.6%。研究结果可为后续PV/T系统研究提供技术支撑。 展开更多
关键词 PVT 温度预测-控制 RBF神经网络
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Control-oriented dynamic fuzzy model and predictive control for proton exchange membrane fuel cell stack 被引量:1
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作者 李曦 邓忠华 +2 位作者 曹广益 朱新坚 卫东 《Journal of Central South University of Technology》 EI 2006年第6期722-725,共4页
Proton exchange membrane fuel cell (PEMFC) stack temperature and cathode stoichiometric oxygen are very important control parameters. The performance and lifespan of PEMFC stack are greatly dependent on the parameters... Proton exchange membrane fuel cell (PEMFC) stack temperature and cathode stoichiometric oxygen are very important control parameters. The performance and lifespan of PEMFC stack are greatly dependent on the parameters. So, in order to improve the performance index, tight control of two parameters within a given range and reducing their fluctuation are indispensable. However, control-oriented models and control strategies are very weak junctures in the PEMFC development. A predictive control algorithm was presented based on their model established by input-output data and operating experiences. It adjusts the operating temperature to 80 ℃. At the same time, the optimized region of stoichiometric oxygen is kept between 1.8?2.2. Furthermore, the control algorithm adjusts the variants quickly to the destination value and makes the fluctuation of the variants the least. According to the test results, compared with traditional fuzzy and PID controllers, the designed controller shows much better performance. 展开更多
关键词 proton exchange membrane fuel cell nonlinear predictive control TEMPERATURE stoichiometric oxygen
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Improved Generalized Predictive Control Algorithm with Offline and Online Identification and Its Application to Fixed Bed Reactor 被引量:4
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作者 余世明 王海清 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2003年第1期49-54,共6页
An improved generalized predictive control algorithm is presented in thispaper by incorporating offline identification into online identification. Unlike the existinggeneralized predictive control algorithms, the prop... An improved generalized predictive control algorithm is presented in thispaper by incorporating offline identification into online identification. Unlike the existinggeneralized predictive control algorithms, the proposed approach divides parameters of a predictivemodel into the time invariant and time-varying ones, which are treated respectively by offline andonline identification algorithms. Therefore, both the reliability and accuracy of the predictivemodel are improved. Two simulation examples of control of a fixed bed reactor show that this newalgorithm is not only reliable and stable in the case of uncertainties and abnormal disturbances,but also adaptable to slow time varying processes. 展开更多
关键词 generalized predictive control offline identification onlineidentification fixed bed reactor
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Prediction of preheating conditions for inclined laser assisted machining 被引量:2
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作者 KIM Kwang-sun LEE Choon-man 《Journal of Central South University》 SCIE EI CAS 2012年第11期3079-3083,共5页
For laser assisted machining,shape of preheating laser heat source is changed irregularly because of complexity of material shape.So,the preheating temperature should be controlled by adjusting the feed rate or the la... For laser assisted machining,shape of preheating laser heat source is changed irregularly because of complexity of material shape.So,the preheating temperature should be controlled by adjusting the feed rate or the laser power.Thermal analyses of the laser assisted machining process for inclination planes were performed.By analyzing the obtained temperature profile,a proper feed rate control method was proposed according to the inclination angles.In addition,the temperature distribution of the cross section after feed rate control was predicted.The correlation equation between inclination angles and adjusted proper feed rate was proposed.The results of this analysis can be used to predict the preheating effect on workpiece and can be applied as a preheating temperature control method in laser assisted machining processes. 展开更多
关键词 laser assisted machining inclination angle feed rate control cross section
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Nonlinear Predictive Control for PEMFC Stack Operation Temperature
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作者 李曦 曹广益 朱新坚 《Journal of Shanghai Jiaotong university(Science)》 EI 2005年第2期157-159,共3页
Operating temperature of proton exchange membrane fuel cell stack should be controlled within a special range. The input-output data and operating experiences were used to establish a PEMFC stack model and operating t... Operating temperature of proton exchange membrane fuel cell stack should be controlled within a special range. The input-output data and operating experiences were used to establish a PEMFC stack model and operating temperature control system. A nonlinear predictive control algorithm based on fuzzy model was presented for a family of complex system with severe nonlinearity such as PEMFC. Based on the obtained fuzzy model, a discrete optimization of the control action was carried out according to the principle of Branch and Bound method. The test results demonstrate the effectiveness and advantage of this approach. 展开更多
关键词 proton exchange membrane fuel cell (PEMFC) nonlinear predictive control operation temperature
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