The vacuum reference
Upward is positive. At the apex the velocity is zero, but the gravitational acceleration still points down. The model stops the first time the body reaches the ground on the way down.
M002 · Kinematics / measurement
Can a noisy camera and a coarse photogate timer measure gravity accurately? Precisely, yes, but not necessarily accurately. Fitting the drop height, initial speed and gravity together keeps the random error small. The timer's coarse ticks and air resistance can still push the result off in one direction, and more data will not fix that.
A calibrated drop tower, a movable photogate and a stroboscopic camera all watch the same fall. Change the planet, release height and initial velocity, fit the noisy camera positions, and use the residuals to tell precision from accuracy.
Physics tutorial
BackgroundWith a calibrated height and a clock, a falling body becomes a gravity experiment. The tower keeps three things apart: the actual trajectory, what the camera records, and the model fitted to those records. The photogate is a second instrument. It times how long a flag of finite length takes to pass, instead of recording a camera position.
Why it mattersThe free-fall equations in OpenStax University Physics, Volume 1, section 3.5 are exact for uniform gravity in a vacuum. A real measurement adds sampling, position noise and a finite clock resolution. Here you can see each of these effects, and you can switch on linear air resistance to make the model deliberately wrong.
Start with the essentials
Upward is positive. At the apex the velocity is zero, but the gravitational acceleration still points down. The model stops the first time the body reaches the ground on the way down.
Time is centred and scaled before the least-squares fit, which avoids needless numerical trouble. The release height and velocity are unknowns fitted alongside gravity; they are not fixed at their true values.
This is one standard error, assuming the position errors are independent with equal variance and the observation times are exact. It leaves out clock quantization, calibration error and a wrong acceleration model. With fewer than four observations the residual variance cannot be estimated.
The flag is 10 cm long, so the gate measures the average speed while the flag passes, not the speed at one point. If clock quantization rounds the transit time to zero, the gate reports the reading as unresolved. When air resistance is on, the energy balance includes the work it does.
Typical misconceptionA smooth parabola and a small standard error mean the reported gravity must be correct.
Better mental modelTurn on air damping. The fitted parabola can still look convincing while the gravity value is biased. A systematic pattern in the residuals is evidence against the constant-acceleration model.
Typical misconceptionIncreasing frame rate must improve every measurement.
Better mental modelA coarse clock gives neighbouring frames the same timestamp and can round a short gate transit down to nothing. The standard error shown still assumes that only the positions are noisy.
Typical misconceptionGravity starts acting only after the ball reaches its highest point.
Better mental modelThe same downward acceleration applies throughout ascent and descent in vacuum. The velocity changes sign; acceleration does not.
Choose Earth tower, set position noise and clock resolution to zero, then capture a drop. Move the gate and compare its speed with the velocity readout at the crossing.
What to observe: The fitted gravity comes close to the value you set, and the gate reports the flag’s average speed. In vacuum the energy balance error stays at round-off level.Compare Moon tower with Earth tower, then choose Upward launch and scrub through the apex.
What to observe: Weaker gravity makes the experiment last longer. The three-parameter fit recovers the upward starting velocity instead of mistaking it for different gravity.Choose Imperfect camera. Capture several drops, increase frame rate and change clock resolution separately.
What to observe: Each drop gets new noise, and the fitted value changes with it. Position scatter, timestamp quantization and unresolved photogate readings are separate sources of error.Add linear air damping and inspect the fitted gravity and residual shape, then restore vacuum.
What to observe: With drag, a constant-acceleration fit returns an effective acceleration. The bias comes from the wrong physical model, so reducing camera noise alone cannot remove it.