2023
DOI: 10.3390/act12090350
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A Self–Tuning Intelligent Controller for a Smart Actuation Mechanism of a Morphing Wing Based on Shape Memory Alloys

Teodor Lucian Grigorie,
Ruxandra Mihaela Botez

Abstract: The paper exposes some of the results obtained in a major research project related to the design, development, and experimental testing of a morphing wing demonstrator, with the main focus on the development of the automatic control of the actuation system, on its integration into the experimental developed morphing wing system, and on the gain related to the extension of the laminar flow over the wing upper surface when it was morphed based on this control system. The project was a multidisciplinary one, bein… Show more

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Cited by 9 publications
(5 citation statements)
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“…Combining the above model with the DDPG algorithm, the shape decision-making algorithm framework of MA based on the DDPG can be obtained as shown in Figure 2. As shown in Figure 2, the environment model of the algorithm is the MA control system shown in Equation (7). The aircraft changes its wingspan and sweep angle according to the morphing strategy obtained by the agent, and the state of MA is fed back to the agent.…”
Section: Design Of the Ddpg Algorithm With Task Classifier 221 Framew...mentioning
confidence: 99%
See 1 more Smart Citation
“…Combining the above model with the DDPG algorithm, the shape decision-making algorithm framework of MA based on the DDPG can be obtained as shown in Figure 2. As shown in Figure 2, the environment model of the algorithm is the MA control system shown in Equation (7). The aircraft changes its wingspan and sweep angle according to the morphing strategy obtained by the agent, and the state of MA is fed back to the agent.…”
Section: Design Of the Ddpg Algorithm With Task Classifier 221 Framew...mentioning
confidence: 99%
“…In the control discipline, the research of MA can be divided into three main levels: morphing control, flight control and shape decision making. Among them, the research into morphing control mostly focuses on the morphing airfoil structures, flight dynamics and intelligent materials [6][7][8][9]. The research into flight control assumes that the aircraft shape changes according to the preset change strategy [10][11][12][13].…”
Section: Introductionmentioning
confidence: 99%
“…The required SMA models to determine the appropriate responses of the actuator include thermal, constitutive, and kinetic models. The models are arranged consecutively to use controlled electric current as the principal input [7,39]. The SME links the models to operate.…”
Section: Analytical Modelling Of the Proposed Iac Actuatormentioning
confidence: 99%
“…Due to their high power-to-weight ratio, small size, and simple structure, shape memory alloy actuators are commonly used as one of the preferred actuators for wing variant structure Lv et al [15] proposed a smart structure based on a shape memory alloy for driving the morphing trailing edge, which was validated in a transonic wind tunnel. In 2023, Grigorie et al [27] developed an automatic control technology for an SMA-based actuation system So, it is evident that SMA actuators have tremendous potential in the aviation industry.…”
Section: Model Definition and Morphing Structuresmentioning
confidence: 99%
“…Lv et al [15] proposed a smart structure based on a shape memory alloy for driving the morphing trailing edge, which was validated in a transonic wind tunnel. In 2023, Grigorie et al [27] developed an automatic control technology for an SMA-based actuation system. So, it is evident that SMA actuators have tremendous potential in the aviation industry.…”
Section: Introductionmentioning
confidence: 99%