PID controller enhanced with artificial bee colony algorithm for active magnetic bearing

نویسندگان

چکیده

To reduce the effect of non-linearity in air gap control active magnetic bearings (AMB). The PID controller for AMB is proposed this study, which optimized with a reformative artificial bee colony (RABC) algorithm. RABC algorithm balances exploitation and exploration capabilities ABC by introducing globally optimal solutions improved food source probabilities. Simulation six benchmark functions validates algorithm, results reveal that has higher search accuracy faster speed than previous versions. experimental show RABC-PID outperforms other four approaches greater robustness when compared to traditional PID, PSO-PID, DE-PID, GA-PID. Meanwhile, makes system more stable.

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

Elite Opposition-based Artificial Bee Colony Algorithm for Global Optimization

 Numerous problems in engineering and science can be converted into optimization problems. Artificial bee colony (ABC) algorithm is a newly developed stochastic optimization algorithm and has been widely used in many areas. However, due to the stochastic characteristics of its solution search equation, the traditional ABC algorithm often suffers from poor exploitation. Aiming at this weakness o...

متن کامل

Enhanced constrained artificial bee colony algorithm for optimization problems

Artificial Bee Colony (ABC) algorithm is a relatively new swarm intelligence algorithm that has attracted great deal of attention from researchers in recent years with the advantage of less control parameters and strong global optimization ability. However, there is still an insufficiency in ABC regarding its solution search equation, which is good at exploration but poor at exploitation. This ...

متن کامل

Enhanced Artificial Bee Colony Optimization

An enhanced Artificial Bee Colony (ABC) optimization algorithm, which is called the Interactive Artificial Bee Colony (IABC) optimization, for numerical optimization problems, is proposed in this paper. The onlooker bee is designed to move straightly to the picked coordinate indicated by the employed bee and evaluates the fitness values near it in the original Artificial Bee Colony algorithm in...

متن کامل

Enhanced compact artificial bee colony

Challenges in many real-world optimization problems arise from limited hardware availability, particularly when the optimization must be performed on a device whose hardware is highly restricted due to cost or space. This paper proposes a new algorithm, namely Enhanced compact Artificial Bee Colony (EcABC) to address this class of optimization problems. The algorithm benefits from the search lo...

متن کامل

Fuzzy clustering with artificial bee colony algorithm

In this work, performance of the Artificial Bee Colony Algorithm which is a recently proposed algorithm, has been tested on fuzzy clustering. We applied the Artificial Bee Colony (ABC) Algorithm fuzzy clustering to classify different data sets; Cancer, Diabetes and Heart from UCI database, a collection of classification benchmark problems. The results indicate that the performance of Artificial...

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: Systems Science & Control Engineering

سال: 2022

ISSN: ['2164-2583']

DOI: https://doi.org/10.1080/21642583.2022.2102552