Review on model predictive control: an engineering perspective

نویسندگان

چکیده

Abstract Model-based predictive control (MPC) describes a set of advanced methods, which make use process model to predict the future behavior controlled system. By solving a—potentially constrained—optimization problem, MPC determines law implicitly. This shifts effort for design controller towards modeling to-be-controlled process. Since such models are available in many fields engineering, initial hurdle applying is deceased with MPC. Its implicit formulation maintains physical understanding system parameters facilitating tuning controller. can even systems, cannot be by conventional feedback controllers. With most theory laid out, it time concise summary and an application-driven survey. review article should serve as such. While beginnings MPC, several widely noticed paper have been published, comprehensive overview on latest developments, applications, missing today. reviews current state art including theory, historic evolution, practical considerations create intuitive understanding. We lay special attention applications order demonstrate what already possible Furthermore, we provide detailed discussion implantation details general strategies cope computational burden—still major factor Besides key methods development this points trends emphasizing why they next logical steps

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Traffic Engineering Based on Model Predictive Control

In recent years, the time variation of Internet traffic has increased due to the growth of streaming and cloud services. Backbone networks must accommodate such traffic without congestion. Traffic engineering with traffic prediction is one approach to stably accommodating time-varying traffic. In this approach, routes are calculated from predicted traffic to avoid congestion, but predictions ma...

متن کامل

A Systemic Control Model for Covid-19 Outbreak from a Safety Engineering Perspective

Reducing the consequences of the Covid 19 outbreak requires a systematic approach. The most effective way to prevent this disease is to cut off the virus transmission chain. In this letter, a systemic model for the management of the Covid 19 crisis is presented based on the bow-tie analysis model and the concept of Layers of Protection Analysis from the perspective of safety engineering. In thi...

متن کامل

Distributed Model Predictive Control: A Tutorial Review

In this paper, we provide a tutorial review of recent results in the design of distributed model predictive control systems. Our goal is to not only conceptually review the results in this area but also to provide enough algorithmic details so that the advantages and disadvantages of the various approaches can be become quite clear. In this sense, our hope is that this paper would complement a ...

متن کامل

Economic Model Predictive Control - A Review

Leveraging the advanced estimation and control algorithms for power systems have always been associated with the renewable energy sources, rational power generation, consumer stimulus, emission reduction, as well as economically viable objectives. The model predictive control (MPC) strategies, that employ an economic-related cost function for real-time control, has lately proved a numerically e...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: The International Journal of Advanced Manufacturing Technology

سال: 2021

ISSN: ['1433-3015', '0268-3768']

DOI: https://doi.org/10.1007/s00170-021-07682-3