A Stochastic-Based FPGA Controller for an Induction Motor Drive With Integrated Neural Network Algorithms

Zhang, Da; Li, Hui

doi:10.1109/tie.2007.911946

Cited by 103 publications

(49 citation statements)

References 41 publications

Supporting

Mentioning

Contrasting

Unclassified

Order By: Relevance

“…Hence, a wide range of complex and intelligent controller designs have been recently developed, with applications in industry [66][67][68][69][70]. A significant number of them target FPGAs, due to the rapid prototyping features and the flexibility offered by FPGAs, especially through the recent availability of microprocessor or DSP cores, allowing hardware software co-design and implementation [71].…”

Section: Iv-fpga Controllers Based On Artificial Intelligencementioning

confidence: 99%

FPGAs in Industrial Control Applications

Monmasson

Idkhajine

Cirstea

et al. 2011

IEEE Trans. Ind. Inf.

461

182

View full text Add to dashboard Cite

-The aim of this paper is to review the state of the art of Field Programmable Gate Array (FPGA) technologies and their contribution in industrial control applications. Authors start by addressing various research fields where FPGAs are useful. The features of these devices are then presented followed by their corresponding design tools. To illustrate the benefit of using FPGAs in the case of complex control applications, a sensorless motor controller has been treated. This controller is based on the Extended Kalman Filter. Its development has been made according to a dedicated design methodology which is also discussed. Another example of illustration is the Neural Network Systems. To show the interest of FPGAs in this field, some case studies have been presented.

show abstract

Section: Iv-fpga Controllers Based On Artificial Intelligencementioning

confidence: 99%

FPGAs in Industrial Control Applications

Monmasson

Idkhajine

Cirstea

et al. 2011

IEEE Trans. Ind. Inf.

461

182

View full text Add to dashboard Cite

show abstract

“…This becomes difficult with the software computation environment. A hardware control system using a field programmable gate array (FPGA) has been reported [16]- [19]. One disadvantage of FPGAs is that they need many resources for complex mathematical operations since they are not arithmetic-oriented like DSPs [20].…”

Section: Principle Of Load Emulationmentioning

confidence: 99%

Real-Time Electrical Load Emulator Using Optimal Feedback Control Technique

Rao

Chandorkar

2010

IEEE Trans. Ind. Electron.

109

View full text Add to dashboard Cite

Abstract-This paper presents a method of emulating electrical loads using power electronic converters. The loads include machines such as induction motors and their associated mechanical load and also more complex machine systems such as wind-driven generators. The load emulator is, effectively, a dynamically controllable source or sink which is capable of bidirectional power exchange with either a grid or another power electronic converter system. Using load emulation, the feasibility of connecting a particular machine to a grid under various load conditions can be examined without the need for any electromechanical machinery. This paper considers the case of a power electronic voltage source inverter (VSI) emulating a three-phase induction motor connected to a three-phase ac grid. The VSI is operated in a mode where the current drawn from the ac grid is controlled by closed-loop control. The consistency of the experimental results with the simulation results proves the ability of the emulator and the proposed testing approach.

show abstract

“…There are many approaches regarding both the controller type (ranging from neural networks [3], [4], [5] and fuzzy logic [6], [7] to classical PID (proportional-integral-derivative) based control algorithms) and the implementation (ranging from pure hardware implementations [3] to combined hardware-software [6], [8] or pure software solutions using soft processor intellectual property (IP) cores [1], [9], [10]). …”

Section: Introductionmentioning

confidence: 99%