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基于梯度下降算法和动量因子的醇基燃料锅炉燃烧温度非线性控制方法
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作者 朱春红 《工业加热》 CAS 2024年第5期24-29,共6页
醇基燃料锅炉燃烧温度与控制参数之间的关系不是简单的线性关系,增加了控制的难度,提出基于梯度下降算法和动量因子的醇基燃料锅炉燃烧温度非线性控制方法。建立醇基燃料锅炉的气流三维流动方程,确定燃烧速率、实际温度与期望温度之间... 醇基燃料锅炉燃烧温度与控制参数之间的关系不是简单的线性关系,增加了控制的难度,提出基于梯度下降算法和动量因子的醇基燃料锅炉燃烧温度非线性控制方法。建立醇基燃料锅炉的气流三维流动方程,确定燃烧速率、实际温度与期望温度之间的差值以及差值变化率等温度非线性控制参数。搭建燃烧温度控制的模糊神经PID控制器,采用梯度下降算法和动量因子对PID神经网络的权值展开训练,将所得温度非线性控制参数输入训练后的模糊神经PID控制器,实现醇基燃料锅炉燃烧温度非线性控制。实验结果表明,所提方法对于燃烧速率、实际温度与期望温度之间的差值以及差值变化率计算结果精准,温度控制精度高,温度变化率低,燃料能源利用率高,实际应用效果好。 展开更多
关键词 梯度下降算法 动量因子 醇基燃料锅炉 模糊神经PID控制 燃烧温度控制
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SOFC temperature evaluation based on an adaptive fuzzy controller 被引量:1
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作者 Xiao-juan WU Xin-jian ZHU +1 位作者 Guang-yi CAO Heng-yong TU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第5期688-694,共7页
The operating temperature of a solid oxide fuel cell (SOFC) stack is a very important parameter to be controlled, which impacts the performance of the SOFC due to thermal cycling. In this paper, an adaptive fuzzy cont... The operating temperature of a solid oxide fuel cell (SOFC) stack is a very important parameter to be controlled, which impacts the performance of the SOFC due to thermal cycling. In this paper, an adaptive fuzzy control method based on an affine nonlinear temperature model is developed to control the temperature of the SOFC within a specified range. Fuzzy logic systems are used to approximate nonlinear functions in the SOFC system and an adaptive technique is employed to construct the controller. Compared with the traditional fuzzy and proportion-integral-derivative (PID) control, the simulation results show that the designed adaptive fuzzy control method performed much better. So it is feasible to build an adaptive fuzzy controller for temperature control of the SOFC. 展开更多
关键词 Solid oxide fuel cell (SOFC) Temperature control Adaptive fuzzy controller Affine temperature model
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莱钢2#竖炉自控系统的应用
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作者 张凯 李晋 殷倩倩 《自动化应用》 2014年第1期45-46,77,共3页
针对莱钢2#竖炉存在的问题,对其自控系统进行升级改造,以确保系统稳定运行,提高生产效率。
关键词 自动控制 燃烧温度控制 冷风调节
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Work Boilers in the Real Heat Loads
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作者 Rafal Urbaniak Jaroslaw Bartoszewicz 《Journal of Mechanics Engineering and Automation》 2013年第2期121-126,共6页
Analysis was performed on the boiler for solid fuels in a corresponding real-thermal load. The tests were conducted with the use of a low-temperature top-loading KWSM water boiler. For control of the burning process, ... Analysis was performed on the boiler for solid fuels in a corresponding real-thermal load. The tests were conducted with the use of a low-temperature top-loading KWSM water boiler. For control of the burning process, three control algorithms were used as implemented in microprocessor temperature controls. The analysis aimed at determination of influence of the control algorithm upon quality of the buming process in conditions of actual demand for thermal energy. The detailed analysis of operating parameters in relation to the variable thermal load of the boiler provided necessary information and made it possible to state that control algorithms do influence quality of the controlled process. Particular attention was paid to a situation, in which demand for thermal energy is decreased. 展开更多
关键词 Boilers COAL power control emission of pollution.
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