An airfoil knowledge base for HENFOIL, in reading order: geometry and forces, analysis and design, boundary layers, theory and computation, then named families, wind-tunnel method, geometry repair, optimization, and the workflows that keep a polar traceable. Product field guides sit after the lessons. These are teaching notes, not certification reports.
HENSYNTH targets aerospace OEMs, Tier-1 suppliers, UAV and eVTOL manufacturers, design bureaus, research labs and aeronautical students — with one honest conceptual-design product.
HENDOI · 30 October 2026
Start with the geometry and the polar, then the mission. When a number matters, it keeps its Reynolds number, Mach number and method label.
After Requirements and Synthesize, open HENSYNTH Mission, Performance, Trades and Optimize for stored predictions, mission-opt grids, sweeps and conceptual range search.
Read synthesis candidate cards, apply geometry with Use this aircraft, open the Aircraft page and CAD continuity after a style search — screening handoff, not auto-certification.
Walk through a fixed-wing electric UAV in HENSYNTH: payload and endurance requirements, battery cap and reserve SOC, geometry, Run screening, synthesis, candidate apply.
HENFOIL is the airfoil and section loop; HENSYNTH is geometry, requirements, run, compliance, and synthesis. One HENDOI login, handoff from the dashboard, no merged solver fantasy.
Static margin on the requirements run is a pitch stability screen in MAC fractions — neutral point, CG, tail volume — from the ? help modal, not flight-test stability approval.
Takeoff limit and landing limit on Requirements map to predicted ground roll plus obstacle clearance — how HENSYNTH documents the screening formulas in help modals.
How HENSYNTH predicts range and endurance against requirements — electric energy bookkeeping, cruise speed link, reserve SOC, and compliance rows without wind claims.
How HENSYNTH builds MTOW and empty mass for conceptual screening — component groups, electric UAV vs heavier GA paths, and why weight drives every later metric.
The compliance table compares each mission requirement to predicted screening values — target, predicted, margin, status chip, and confidence — on Requirements and in reports.
Run Synthesize candidates after feasibility: minimum MTOW, maximum endurance, minimum energy, and balanced design — style searches with wing loading, AR, and battery fraction.
After Run screening, the Requirements run report lists MTOW, range, endurance, stall, field lengths, climb, L/D max, static margin, compliance rows, and ? modals with formulas.
Enter range, endurance, cruise, field lengths, payload, span cap, and battery limits on the HENSYNTH Requirements page — with feasibility check and handoff to synthesis.
How to use the Aircraft page in HENSYNTH: planform inputs, fuselage dimensions, tail arms, propulsion, 3D view, section plots, and save-before-run discipline.
XFOIL is a free local viscous solver. HENFOIL is the section workspace around a C++ engine: geometry, several methods, reports, and a handoff to rotors. This page compares the jobs, not a made-up error table.
XFLR5 is the airplane workbench. QBlade is the rotor workbench. HENFOIL is the section workspace that feeds both, with a marked 360° polar and the same files those tools already read.
Optimization changes the shape on purpose: variables, an objective, constraints, and a method. A lower drag number is not a result unless the constraints survived.
A section is a list of x and y. The file format, the order of the points, and the chord scaling decide whether the next tool sees the shape you designed.
Separation is the boundary layer leaving the wall because the pressure rise is more than its momentum can climb. Lift, drag and moment all change when it does.
Laminar skin friction is lower. Turbulent flow resists separation. Transition is where that choice is made, and it moves when the day, the bugs or the Reynolds number change.
Stall is the lift break after separation wins. Trailing-edge stall arrives gradually. Leading-edge stall arrives as a burst. Thin-airfoil stall is a long bubble. They are not the same event.
A rough leading edge trips the boundary layer, raises drag, and can cut maximum lift. Laminar sections feel it first. The polar you owe the operator is the dirty one.
Past a point, the forces on the way up in angle of attack are not the forces on the way down. Dynamic stall adds a leading-edge vortex that steady polars never show.
A Cp plot is the surface pressure versus chord. The suction peak, the rooftop and the recovery explain the lift, the boundary layer and the Mach limit.
An airfoil in clean flow still makes noise. The turbulent boundary layer scattering off the trailing edge is usually the main broadband source, and the edge geometry changes it.
A turbine blade is many airfoils. The root is a thick structure, the outer board is a high-lift machine, and the tip has to stay efficient when it is dirty and quiet enough to site.
Battery energy makes cruise L/D expensive to waste. eVTOL adds a second problem: sections and rotors that must behave in hover, in transition and in wing-borne flight.
A viscous panel polar and a Navier–Stokes solution are different instruments. Use the fast one to search. Use the expensive one when the physics leaves the fast one’s assumptions.
Camber is how far the mean line bends away from the chord. Thickness is how far the upper and lower surfaces stand apart. They peak in different places and do different jobs.
Maximum thickness is one number. The thickness distribution is the whole function t(x), and it is what the spar, the stall and the panel code actually see.
The nose radius decides how hard the flow turns at high angle. The trailing edge decides how cleanly the upper and lower streams leave, and how much base drag you pay.
Section drag coefficient is drag per unit span divided by dynamic pressure and chord. In two dimensions that drag is profile drag: skin friction plus pressure, not induced drag.
Lift curve slope is how fast section lift coefficient grows with angle of attack. Thin-airfoil theory says 2π per radian. Real sections sit a little lower, and a finite wing sits lower still.
The zero-lift angle is the geometric angle at which section CL is zero. It is about zero for a symmetric section and negative for ordinary positive camber.
CLmax is the highest section lift coefficient on the polar before stall wins. It moves with Reynolds number, nose shape, camber, roughness and Mach number.
A lift curve is a sweep of one section at one Reynolds number and one Mach number. The step size, the range and the failed points are part of the result.
Below a few hundred thousand chord Reynolds number, laminar separation bubbles dominate the drag and can dominate the stall. A section designed at three million will not automatically survive there.
A Cp plot is the surface pressure from one solved angle of attack, drawn with suction upward. Build it from a real run, then read the peak, the rooftop and the recovery.
Potential flow can set the lift of an attached section. It cannot set the drag. Viscous analysis exists because the boundary layer is where drag, transition and stall live.
A polar point is finished only if the iteration settled. Oscillation, a negative drag, a one-point spike or a trailing-edge explosion is a failed point, not a feature of the airfoil.
Above a section’s critical Mach number the suction peak goes sonic, a shock can form, and drag rises. Thickness, camber and lift all move that Mach number.
Change camber, thickness or the nose through a parameterization, then re-normalize and re-check curvature. Dragging individual points is how a section grows wrinkles.
Cruise speed and chord fix the Reynolds number and the Mach number. Wing loading fixes the lift coefficient. The section is designed at that point, not at a famous one.
A parameterization is the small set of numbers that generates the coordinates. NACA digits, CST coefficients and spline control points are three different bargains between freedom and smoothness.
A gradient method follows the local slope and finishes quickly near a good start. A genetic algorithm searches more widely and spends many more evaluations. The airfoil problem decides, not a fashion.
A comparison matrix is a table with one row per section and one column per requirement, filled at the same Reynolds number, Mach number and transition setting.
At altitude the air is thin, so the same chord and true speed give a much lower Reynolds number. A HALE section has to be efficient there, light, and willing to stall gently.
A racing multirotor is a set of propeller blades. A fixed-wing UAV is a cambered wing. They do not share a design lift coefficient, a Reynolds number or a stall requirement.
The section coefficients do not contain altitude. Altitude changes density, viscosity and the speed of sound, and through them the Reynolds number, the lift coefficient you must fly, and the Mach number.
A section test is useful when Reynolds number, trip, wall corrections and the drag method are stated. An uncorrected balance run at the wrong Re is not a referee for a computation.
Validation means the same geometry at the same Reynolds number, Mach number and transition, compared with the uncertainty of the test — not a tuned curve that matches one plot.
The boundary layer starts thin at the stagnation point and grows as it travels. A pressure rise makes it grow faster. Thickness, displacement thickness and momentum thickness are three different measures.
A laminar bubble is a short separated patch: the laminar layer leaves the wall, transitions in the shear layer, and reattaches turbulent. If it fails to reattach, the section stalls.
Transition is not one switch. Tollmien–Schlichting waves, crossflow, bypass, separation and roughness are different routes from a laminar layer to a turbulent one.
Roughness moves transition forward when a grain is large compared with the thin layer near the nose. Below a threshold it can sit inside the laminar layer and do little.
Skin friction is the streamwise pull of shear on the wall. Pressure drag is the streamwise push of normal pressure. Stall is mostly a pressure-drag event. Cruise of a clean section is mostly friction.
Thickness, nose radius and camber choose the stall pattern. A thicker, blunter nose tends to stall from the trailing edge. A sharper nose tends to stall from the leading edge.
A post-stall polar continues past CLmax: lift after the break, the drag rise, and the moment change. Simulators, spins and some UAVs need that branch. A cruise solver usually does not provide it.
A slat is a small airfoil ahead of the main nose. The slot feeds high-energy air onto the main element and the slat’s own shape softens the peak. Stall angle and CLmax both rise.
A trailing-edge flap adds camber. Lift rises at a given angle, the zero-lift angle goes more negative, the moment goes nose-down, and drag rises. Fowler flaps also change the chord.
A vortex generator is a small vane that sheds a streamwise vortex and mixes high-speed air down to the wall. It can delay separation. It always adds some cruise drag.
When angle of attack changes quickly, lift can overshoot the static maximum and the return path is a different curve. Reduced frequency says whether the motion is fast enough to matter.
A zero-length panel, a repeated trailing edge, a crossed surface or a point that jumps backward will quietly ruin a panel solution. Detect them before the solver runs.
Interpolating an airfoil is how you add points or build a CAD curve. Linear interpolation facets the nose. An unconstrained spline can loop. A shape-preserving fit stays between the points.
Resampling places a new point set on the same curve. Cosine clustering protects the nose. Uniform spacing in x does not. Always compare thickness and leading-edge radius afterward.
A panel method replaces the airfoil with panels carrying source or vorticity. Lift can be accurate with a modest set. The nose, the trailing edge and the pressure peak show the discretization first.
There is no universal panel count. A cosine distribution of on the order of 100 to 200 panels is a sane start for section lift. Drag and the nose peak decide whether you need more.
Two trustworthy codes can print two polars for one DAT file because they did not solve the same problem. Geometry closure, transition, panel count and the meaning of CD are the usual gaps.
As Reynolds number rises, attached skin friction usually falls, transition moves, and maximum lift often rises. One polar cannot stand in for the range.
Viscosity sets the Reynolds number together with density and speed. Temperature changes viscosity and the speed of sound. It does not change a coefficient by itself.
A yawed wing meets the section with the velocity component normal to the leading edge. An airplane in crosswind is mostly a sideslip problem. A 2D polar does not contain either effect until you say which one you mean.
Critical Mach number is when the peak local speed first reaches sonic. Drag divergence is the later freestream Mach number where drag actually rises. They are not the same Mach number.
A transonic shock is a sudden pressure rise on the upper surface. Wave drag is the momentum lost through that shock. If the rise is too sharp, the boundary layer separates and the moment breaks.
The design point is one dot on the polar. Climb, gust, high-speed dash, a dirty leading edge and a second Reynolds number are the rest of the airplane’s life.
A CAD sketch of an airfoil is the normalized section, scaled to the real chord, drawn in a plane normal to the leading edge or the spar, and closed on purpose.
A performance map shows a coefficient over two operating axes, such as lift coefficient and Reynolds number. Comparing sections on one polar hides the axis where they actually differ.
A high-lift airplane needs a cruise section and a deployed high-lift system. Selecting only for CLmax, or only for cruise L/D, designs half the flight.
A lifting-line or strip estimate takes section polars, applies the local induced angle, and integrates. Profile drag comes from the polar. Induced drag comes from the wake. Stall is the first station that runs out of CL.
A wing CAD model is a loft through several scaled, twisted section sketches. The loft is faithful only if every sketch is the airfoil you analysed, at the chord and twist of that station.
The mean camber line is the midline between the upper and lower surfaces. For a NACA 4-digit section it is two parabolas. For a coordinate file it is the average of the two surfaces, done carefully.
A 5-digit NACA name puts the camber farther forward than a 4-digit section of similar design lift. NACA 23012 means a design lift coefficient of 0.3, maximum camber at 15% chord, and 12% thickness.
A 6-series section is drawn around a pressure distribution: a favorable gradient back to a chosen point, to hold a laminar run, and a design lift coefficient on a separate mean line.
Thickness is laid perpendicular to the camber line, not stacked vertically on the chord, except when the camber line is straight. The slope of the camber line is part of the coordinate.
CST writes each surface as a class function, which sets the nose and the trailing edge, times a shape function, which is a short polynomial. A handful of coefficients replaces a cloud of points.
A Bézier curve feels every control point globally. A B-spline feels only the nearby ones. Neither one knows what a leading-edge radius is unless you constrain it.
Thin-airfoil theory replaces the section with a vortex sheet on the chord line. It predicts lift slope, zero-lift angle and the moment from camber, and it predicts none of the drag.
In thin-airfoil theory the section lift slope is 2π per radian, about 0.110 per degree. A finite wing is shallower. The units are where most calculations go wrong.
Potential flow allows many circulations around one shape. The Kutta condition chooses the one that lets the flow leave a sharp trailing edge smoothly, at finite speed.
Lift per unit span equals density times freestream speed times circulation. The Kutta condition chooses the circulation. This theorem converts it into a force, and it still predicts no drag.
Moment depends on the reference point. About the quarter-chord it is nearly constant with lift. About the leading edge it grows more nose-down as lift rises, by about CL/4.
The aerodynamic center is the point about which pitching moment does not change with lift. In thin-airfoil theory it is the quarter-chord. The center of pressure is a different point, and it moves.
A panel method solves the inviscid flow with unknowns only on the surface. Sources and vorticity enforce a streamline body and the Kutta condition. Drag is not one of the outputs until viscosity is added.
The boundary layer thickens the shape the potential flow sees and takes momentum out of the wake. Iteration between those two facts is what turns an inviscid lift into a viscous polar.
An XFOIL polar is not defined until Reynolds number, Mach number and the transition setting are chosen. Those three inputs move the drag as much as a modest shape change.
A RANS airfoil mesh has to resolve the boundary layer, not only the outline. Independence means lift and drag stop moving when you refine, including the wake.
A panel method with a boundary layer is the right tool for a matrix of attached polars. RANS is the right tool when the flow has a shock, a slot or a separation the integral layer cannot carry. Cost follows that split.
A nose-down section moment changes the tail load required to trim. It does not, by itself, make the airplane stable. Stability is the slope of moment with angle, set by where the center of gravity sits.
A tailplane usually wants a symmetric section, because it must lift both ways. Its Reynolds number is not the wing’s, and its stall is a control failure, not just a drag item.
Small flap angles move lift, drag and moment almost together. Larger angles keep adding drag and moment after the lift increment has flattened, because the flap itself has separated.
A control surface is a flap on a particular section. Ailerons change wing lift asymmetrically. Elevators change tail lift. The hinge moment and the stall of that flap are the control limits.
A preliminary performance model reads CL and CD from the section polar at the lift the wing is flying, then adds induced drag. Using the section L/D as the airplane L/D skips that second term.
A finite wing flies at a lower effective angle than the geometric angle, pays an induced drag the section never had, and stalls where some station reaches its section limit first.
A solar UAV spends the day’s collected energy on drag. The section has to be efficient at low speed and low Reynolds number, and the upper surface is also a solar array that must stay smooth.
A human can produce a few hundred watts for a long effort. The airplane only closes if airplane L/D is very high, which means a large aspect ratio and a section whose profile drag is small at low speed.
Root, mid-span and tip are different airfoils at different Reynolds numbers. The rotor works only if each station is analysed at its own speed, chord and thickness.
A small electric airplane has a wing section at a modest Reynolds number and a propeller section at a different one. Battery energy makes both drags expensive, and they are not the same airfoil.
A short-field airplane needs a high maximum lift coefficient at low Reynolds number and a climb gradient after liftoff. Cruise efficiency still has to survive once the devices retract.
A performance database is a set of polars indexed by Reynolds number, Mach number, flap setting and surface condition. One curve at one condition is a sample, not the map.
The Clark Y is a moderately cambered section with a flat lower surface over the rear half. It was drawn so a builder could set that flat on a board. It is not a laminar-flow section.
NACA 23012 asks for a design lift coefficient of 0.3 with the camber crest at 15% chord and 12% thickness. The forward camber is why the pitching moment stays milder than a 4-digit section asked for the same lift.
NACA 4415 is 4% camber at 40% chord and 15% thick. It carries more design lift than a 2412 and more spar depth than a 4412. Both of those choices have a drag and a moment attached.
Both sections are uncambered. NACA 0018 is thicker, so the leading-edge radius, the spar and usually the stall margin grow, and low-lift drag and critical Mach usually pay for it.
Eppler sections were designed by prescribing the velocity distribution, with the low-Reynolds-number boundary layer in mind. A model-sailplane polar is not a full-scale polar.
Selig sections for models and small aircraft were developed by designing a shape, testing it at low Reynolds number, and publishing the result. The wind-tunnel Reynolds number is part of the design.
Recovery is the rise in pressure from the suction peak back toward the trailing edge. A short, steep recovery separates. A longer recovery can stay attached and keep the wake, and the drag, thin.
Suction around the nose has a component pointing forward. In attached flow that leading-edge thrust offsets pressure drag. Stall is, in large part, the loss of that thrust.
More camber makes the zero-lift angle more negative and rearranges the chordwise load. The lift slope stays nearly the same. Spanwise distribution is a wing question that starts from this section lift.
The Prandtl–Glauert rule stretches incompressible lift and pressure by 1 over the square root of 1 minus Mach squared. It is a small-disturbance, subsonic correction. It is not a shock model.
Two tests represent the same airfoil only when geometry, Reynolds number, Mach number and relative roughness match closely enough that the boundary layer is the same kind of flow. High-Re coefficients change slowly. Low-Re coefficients do not.
A real wing has a spanwise direction. Sweep, taper, the tip vortex and a stall cell all move air sideways, so a 2D polar is the section input, not the wing result.
Lift is usually a balance reading. Drag is a balance reading or a wake survey. Both are useless until dynamic pressure, angle and the wall corrections are part of the same record.
Data reduction turns voltages into coefficients. The test condition is the Reynolds number, the Mach number, the trip and the wall corrections — not the fan setting you remember.
A coefficient inherits the uncertainty of the load, the dynamic pressure and the area. Repeatability is the scatter you measured. Bias is the alignment and the corrections you did not scatter.
A thin film of pigmented oil follows the surface shear. It piles up where the shear vanishes, which is separation, and it often changes texture where the boundary layer becomes turbulent.
A tap reads static pressure at a point. Integrated, the taps are a lift and a moment. They miss whatever happened between the taps, and the leading-edge peak is exactly where the gaps hurt most.
Validation is a sequence: same geometry, same Re, same Mach, same trip, then lift slope and zero-lift angle, then drag and moment, and only then the stall. Matching a drag curve by tuning a transition knob is not the end of that list.
A self-intersection is a curve that crosses itself, usually a bad ordering, a spline loop or a trailing-edge fold. Delete the loop and rebuild the station. Do not scale it and hope the panel code copes.
Area is a shoelace sum on a closed polyline. Perimeter is the length of that polyline. Thickness, camber and a leading-edge radius estimate come from the same points, and all of them move if the chord is not really 1.
Selig order walks in from the trailing edge along the upper surface and back along the lower. Lednicer lists each surface from the leading edge. A panel code needs one winding, and it needs a trailing edge that is either one point or an honest gap.
Scale about the origin, rotate about a stated point, then translate. Do that for a drawing. For an analysis file, put the leading edge back at the origin and the chord back on the x-axis, and apply angle of attack in the solver.
A DXF profile is the same polyline as the DAT file, in declared units, with an explicit closure. Spline it only after the points are clean. The CAM system will cut whatever you write, including a reversed surface.
A loft will faithfully turn a bad section into a bad wing. Check closure, thickness, leading-edge radius, point order and the trailing-edge rule on every station before you generate the solid.
A robust section stays good when Reynolds number, Mach number and transition move a little. Optimize the expected value or the worst case over that neighborhood, then recompute the winner as a real polar.
A surrogate is a fit to a set of real aerodynamic evaluations. It can propose the next shape. The shape you keep is one you recompute with the real solver, inside the range the fit was trained on.
A model can propose a shape or a polar only inside the cases it was trained on, and only inside the geometry constraints you still enforce. The number you publish is a solver or a test, not a network output.
A wing section has to work at more than one lift coefficient. Multi-point optimization states those points, weights them on purpose, and refuses a cruise bucket that cannot climb or land.
A morphing section changes camber or thickness in flight so the same wing can sit in more than one polar. Each shape is still an airfoil you have to analyse. The mechanism does not create lift by itself.
An automated workflow accepts a coordinate file, rejects geometry that fails the gate, runs a declared method at declared conditions, and stores the polar with its inputs. A run that needed a human to nudge a hidden setting is not automated.
The leading-edge radius is the circle that fits the nose. On a coordinate file it is a local fit, and a coarse or faceted nose makes that fit a guess. A NACA four-digit section also has a closed-form estimate.
Thickness divided by chord buys spar depth and usually a milder nose peak. The same ratio usually costs low-lift drag and critical Mach. Quote it only after the chord in the file is the chord you mean.
A mathematical trailing edge has zero thickness. A part does not. The gap you leave is base drag, a closure rule for the panel model, and a loft constraint from root to tip.
Reflex turns the mean line back up near the trailing edge. That rear curl adds a nose-up couple, which is why flying wings use it. In this series a positive moment is nose-up.
Two outlines are hard to compare. Split each into a camber line and a thickness distribution, on a unit chord, and the difference becomes a pair of curves instead of a visual impression.
A conventional camber line asks a tail to trim a nose-down moment. A reflexed line spends some lift-to-drag to bring that moment back. Pick the one whose moment the airplane can actually trim.
Maximum section efficiency is the peak of CL/CD, not maximum lift and not minimum drag. On a drag polar it is where a straight line through the origin touches the curve.
In a steady glide the airplane’s lift-to-drag ratio is its glide ratio. The airfoil’s lift-to-drag ratio is higher, because the section does not carry induced drag or the rest of the airframe.
One angle of attack produces three coefficients. Lift says whether the wing can carry the weight, drag says what it costs, and moment says whether the tail can hold the attitude.
Past an abrupt stall, the lift on the way down in angle is often not the lift on the way up. The loop is a history effect. A single sweep, or a steady solver marched in one direction, can draw only one branch.
A polar is a trade already drawn. The cruise point, the climb point and the stall are different places on the same curve, and a shape that helps one of them moves the others.
Section efficiency is CL/CD at a stated lift coefficient, Reynolds number, Mach number and surface condition. Across a flight it is a table of those values, not the peak of one polar.
A Reynolds-number sweep is a matrix: one geometry, one method, one transition policy, many Re. Automation stores every converged point with its Re, and it leaves the failed points failed.
A useful airfoil database is a set of runs that share a chord definition, a moment reference, a Mach number and a transition policy. A folder of polars from different tools, with those choices unspoken, is not a database.
Sensitivity is the change in CD, CL or CM when you change one geometric quantity and rerun the same case. It is a local slope. It is not an optimum, and it is not a license to stack several changes and add the slopes.
A negative drag, a lift slope nothing like attached flow, or a point the solver did not converge is not a quirky airfoil. Flag it. Do not fair a curve through it.
A fair benchmark holds the geometry, the Reynolds number, the Mach number, the transition policy and the angle list fixed. Then it compares zero-lift angle and lift slope before it compares drag.
A reproducible report is one a colleague can rerun from the record: geometry hash, method, freestream, transition, residuals, and the table the figure was drawn from.
A trainer section is judged on a gentle stall, a moment a simple tail can trim, and behavior with a rough leading edge. Cruise lift-to-drag is a later column.
A flying-wing section has to trim at a positive lift coefficient without a tail. Reflex, sweep and the center of gravity do that together. The section moment is necessary and not sufficient.
A propeller blade is a stack of sections. Each radius has its own speed, Reynolds number and inflow angle. A wing polar pasted along the whole blade is the wrong map.
A wing-borne electric VTOL section lives in at least three problems: a high-lift transition, a quiet cruise, and a structure thick enough to carry people. No single polar covers all three.
At altitude the density drops. Chord Reynolds number can be low even when true airspeed is high, and Mach number can rise at the same time. The section has to be chosen for both.
A slow mapping airplane lives at a high lift coefficient and a low Reynolds number for a long time. Evaluate the section at the loiter condition, including a rough leading edge and a mild stall.
A polar is a number conditional on geometry, Reynolds number and transition. Uncertainty quantification says how those inputs, and the numerical error, move the number. A band without a stated input is not confidence.
Bayesian optimization fits a surrogate, often a Gaussian process, and chooses the next real aerodynamic evaluation where the surrogate is either promising or still unsure. The shape you keep is recomputed by the real solver.
A physics-informed model is trained to match measured or computed data and to keep a residual of the governing equations small. Its output is still a model. It becomes a polar only after a declared aerodynamic method, or a test, agrees.
Suction, blowing and a synthetic jet change the boundary layer by adding or removing momentum. The actuator power is part of the drag accounting. A lower section CD that ignores that power is not a better airplane.
Bird wings change camber, use a small leading-edge feather like a slat, and fly at low Reynolds number. Those are lessons for devices and schedules. A traced bird outline is not an airfoil polar.
A digital twin of an airfoil is one geometry identity, a simulation at the same condition as the test, and a stored discrepancy. A plot archive without those links is a slide collection.
What every Optimization control means — max L/D objectives, NACA/CST/Bayesian search, t/c and Cm limits, multi-point Re/Mach/CL weights — and what results to trust.
Brightness, threshold, LE/TE, detect mode, TE/fit/panel options — purpose of each Digitize field and the results you should expect before Create Airfoil.
Create an account, pick a plan, import or digitize a section, pass the geometry gate, run a VIC polar and export a datasheet — the practical first path.