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Efficient control of a nonlinear solid oxide fuel cell system using an adaptive model predictive controller

机译:使用自适应模型预测控制器有效控制非线性固体氧化物燃料电池系统

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摘要

Over the years, the solid oxide fuel cell (SOFC) is growing commercially due to its high fuel flexibility, lesser maintenance requirement, and environmental friendliness feature. However, its control is challenging due to its nonlinear behavior and simultaneous management of its operational constraints. Therefore, in this work, an adaptive model predictive control is designed systematically to handle the SOFC's behavior while optimizing its operational constraints such as fuel input, utilization factor, and change in pressure of hydrogen and oxygen. This model-oriented control linearizes, augments, and discretizes the SOFC during run time while estimating the states using a time-varying Kalman filter. Finally, it optimizes the control problem for predicting the internal states of the SOFC using successive linearization. The simulation results show that the proposed controller gives better performance of the SOFC in linear region, and significantly improved performance in nonlinear region in comparison to the conventional model predictive controller. The validation of the work has been done through real-time simulation using OPAL-RT's hardware setup. Using such control is beneficial as it enhances the efficiency of the SOFC significantly. Thus, this advanced controller is most suited for these kinds of nonlinear systems due to its superior performance.
机译:多年来,由于其高燃料柔韧性,较小的维护要求和环境友好特征,固体氧化物燃料电池(SOFC)正在商业上生长。然而,由于其非线性行为和其运作限制的同时管理,其控制是挑战。因此,在这项工作中,自适应模型预测控制被系统地设计成处理SOFC的行为,同时优化其运行约束,例如燃料输入,利用因子和氢气压力的变化。面向模型的控制线性化,增强,并在运行期间离散SOFC,同时使用时变卡尔曼滤波器估计各种状态。最后,它优化了使用连续线性化预测SOFC的内部状态的控制问题。仿真结果表明,与传统模型预测控制器相比,所提出的控制器在线性区域中提供了在线性区域中的SOFC的性能,并显着提高了非线性区域的性能。通过使用Opal-RT的硬件设置,通过实时仿真来完成工作的验证。使用这种控制是有益的,因为它显着提高了SOFC的效率。因此,由于其卓越的性能,这种高级控制器最适合这些类型的非线性系统。

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