The first step of the design process was the choice of the airfoil family to generate the samples. The starting point (initial airfoil shape) has been represented by the NACA 0012 airfoil typically adopted for the design of gust generators. The result of the process was the generation of NACA 4-Digit Modified symmetric airfoil.
Geometry has been parametrized considering three major design parameters: designation of the leading edge radius, \({ I}\), strictly related to leading edge radius (\(r_{le}\)), chord-wise position of maximum thickness (T - in tenths of chord) and the maximum thickness itself (\(t_{k}\)). The output (performance) parameter was the maximum gust angle (gust angle peak). The corresponding equations for leading edge radius and maximum thickness for NACA 4-Digit are:
$$\begin{aligned}&r_{le}= 1.1019*(I/6*t_{k}/c)^{2}, \end{aligned}$$
(5)
$$\begin{aligned}&y_{t}= 5*(t_{k}/c)*\nonumber \\&\quad [a_{0}*\sqrt{(x/c)}+a_{1}*(x/c) +a_{2}*(x/c)^{2}+a_{3}*(x/c)^{3}], \end{aligned}$$
(6)
$$\begin{aligned}&y_{t}= 5*(t_{k}/c)*\nonumber \\&\quad [0.002+d_{1}*(1-x/c)+d_{2}*(1-x/c)^{2} +d_{3}*(1-x/c)^{3}], \end{aligned}$$
(7)
where, in Eq. 5, \({ I}\) is the designation of the leading edge radius, valid as long as \(I\le 8\).
The thickness distribution is given by Eqs. 6 and 7, 6 is valid when \(0<(x/c)<T\) while Eq. 7 holds when \(T<(x/c)<1\).
The complete procedure aimed at solving these equations and evaluating the coefficients to generate all the airfoil geometries is fully described in [26] and for the sake of brevity it is not repeated in this paper.
Once the geometry has been parametrized, a suitable design matrix has been defined considering the chosen DOE methodology (CCD) to run the numerical experiments. Considering the number of design parameters that have been considered (I, T, \(t_{k}\)), some extra points have been added to the initial matrix (which should have a minimum of 15 points) to refine the response, leading to the actual number of points employed during the process and described in the following sections of this work. For all design processes carried out in this work the design boundaries are summarized in Table 4.
Table 4 Design Space Boundaries Moving Vane
This section is dedicated to the shape design considering rotating vanes and inactive jet fluidic actuators. A series of samples have been generated according to the design space shown in Table 4 and the Central composite design DOE scheme. It has to be note that in considering the boundaries of the design space, aspects related to the mechanical design, which is not considered in this work, have led to use a design space not symmetrical with respect to the thickness \(t_{k}\).
The design objective is to maximize the performance of the gust generators in terms of gust angle inside the test chamber where control points are placed, as already mentioned vertical and horizontal components are extracted to evaluate the temporal profile of the gust angle. Average peak gust angle is considered as output parameter (overall performance parameter). Inside the test chamber, a Mach number equal to 0.82 is imposed.
To generate the model, 22 design points have been analysed, results in terms of response are presented in Fig. 10 where the red dot identifies the baseline.
A zone which corresponds to the high-performance designs can be clearly identified, which leads to designs with a gain in terms of maximum gust angle higher than 15 per cent.
Among the design parameters under consideration, a strong influence is exerted by the position of the maximum thickness (see Fig. 10b). It has been found that the leading edge radius has considerable influence as well, although moving the maximum thickness position towards the leading edge seems to be the key aspect to increase the performance in terms of gust angle inside the test chamber.
In terms of influence of the maximum thickness \(t_{k}\) the data analysed suggests that the best performance corresponds to intermediate thickness with respect to the design space considered for this parameter (see Fig. 10b).
Following the outcome presented in Fig. 10, a possible candidate point has been analysed using the fine mesh developed during the sensitivity analysis phase (\(280*10^3\) elements).
For this particular design, the parameters are \(I=6\), \(T=0.2\) and \(t_{k}=0.121\) which place it in the identified zone of maximum performance gain.
The results of this analysis is presented in Figs. 11, 12, 13, 14 in terms of gust angle contour inside the test chamber compared with results obtained for the baseline design. Four different time instants have been chosen \(\hbox {t}=0.06\,\hbox {s}\), \(\hbox {t}=0.072\,\hbox {s}\), \(\hbox {t}=0.085\,\hbox {s}\) and \(\hbox {t}=0.097\,\hbox {s}\) which correspond to gust angle peaks (positive and negative) as seen by control points. One can see how there is a considerable improvement both in gust angle magnitude and extension of the high gust angle zone inside the test chamber.
Fig. 15 shows the airfoil geometry corresponding to the proposed potential candidate point compared with the initial baseline (NACA 0012). The main difference between the two geometries proposed is actually the maximum thickness position which is moved forward for the candidate point with respect to the baseline.
To complete the analysis about the sensitiveness of the maximum thickness position parameter in terms of gust angle performance, an additional simulation has been performed by moving the maximum thickness position of the candidate best design point towards the leading edge, i.e. \(T=0.15\) instead of \(T=0.2\). In this configuration, the parameters are \(I=6\), \(T=0.15\) and \(t_{k}=0.121\). Even if this configuration has shown higher values of maximum gust angles compared to the one having \(T=0.2\), a large number of disturbances in the gust angle signal has been observed: Fig. 16 shows the comparison in terms of pressure signal between the \(T = 0.15\) and \(T = 0.25\) by considering the reference time that produces the maximum positive gust angle in the test chamber.
It is interesting to analyse the pressure coefficient distributions on the airfoils located below the centerline of the wind tunnel when the maximum positive (green curves) and zero (red curves) gust angle conditions are reached for, respectively, \(T=0.15\) and \(T=0.25\) inside the test chamber (see Fig. 17 for details). Of course, there is a phase delay between the time instant when the maximum gust angle is measured at control points inside the test chamber and the time instant corresponding at the pressure distribution on the airfoils that actually generated such a gust. This time difference has been considered when generating the pressure coefficient plots presented in Fig. 17. For \(T=0.25\), the comparison between red and green curves shows that the shock wave on the upper part of the airfoil oscillates around \(X=-0.6~m\) going from the max positive to the zero gust angle instants. For \(T=0.15\), it is possible to observe that the shock wave has a different position towards the leading edge of the airfoil and it covers a greater distance than \(T=0.25\) during the oscillation of the airfoil in the same time interval. Moreover \(T=0.15\) configuration shows a second shock wave on the lower part of the airfoil, that oscillates too. This situation can justify the noisy signal of the pressure and the higher values of the maximum gust angle observed.
Fixed vane with fluidic actuators
The second aerodynamic design process takes in consideration fixed vanes while the gust is generated by alternate jets of fluid. In this case a double injector is present (upper and lower side) and the pitch angle is set to zero (aifoil perfectly horizontal). The upper and lower bounds of the design space are unchanged with respect to the optimization of rotating vanes and central composite design (CCD) has been used as well. The number of design points analysed is comparable with the design performed for the rotating vane and presented in the previous section, although more points have been added in this case (29 points). Note the law of variation of mass flow rate for the jet slots is the one provided in Fig. 3.
It is known for the case with fixed vane and pulsed jet provided by fluidic actuator that the output in terms of gust angle \(\theta\) is proportional to frequency, chord length and the derivative of the lift coefficient with respect to mass flow rate [16]. More in details, the following expression is valid:
$$\begin{aligned} \varDelta \theta \propto \dfrac{f*c}{V_{\infty }}* \frac{\partial C_{l}}{\partial \dot{m}}\varDelta \dot{m}, \end{aligned}$$
(8)
where f is the frequency, c is the chord length, \(V_{\infty }\) is the stream velocity inside the test chamber and \(\frac{\partial C_{l}}{\partial \dot{m}}\) is the derivative of lift coefficient with respect to mass flow rate.
Considering \(C_{l} \approx C_{y}\) in a condition of fixed vane position (perfectly horizontal vane), the design with the best performance in terms of gust angle should provide a higher \(C_{y}\) as well when plotted versus time.
Two of the best design points on the best performance zones in Fig. 18 have been analysed using the same approach already presented for the moving vane (fine mesh used for better accuracy). We will refer to them as BDP 1 (\(\hbox {I}=4\), \(\hbox {T}=0.4\), \(t_{k}=0.12\)) and BDP 2 (\(\hbox {I}=7\), \(\hbox {T}=0.3\), \(t_{k}=0.125\)), the results in terms of gust angle contour inside the test chamber are presented in Figs. 19, 20 and 21, 22 for two time instants which correspond to maximum and minimum gust as seen by control points.
The upper side of Figs. 19, 20 and 21, 22 which corresponds to the performance of BDP 1 and BDP 2, respectively, clearly shows a good deal of improvement with respect to the baseline which is represented on the lower side of the same picture.
Comparing the variation of the vertical force coefficient versus time for the two best design points to the values obtained for the baseline design (Fig. 23) it can be seen how especially BDP 1 shows significantly higher \(C_{y}\) having consequently a higher \(\frac{\partial C_{l}}{\partial \dot{m}}\).
To conclude this section, the geometries of BDP 1 and 2 are compared in Fig. 24 to the baseline. It is evident how the geometry BDP 1 and BDP 2 provide more room at the TE, offering more possibilities to perform an effective mechanical design of jet channels and fluidic actuators integration. On the other hand, BDP 2 offers the advantage of the bigger thickness which impacts favourably on the mechanical design as well.