Estimate the rolling resistance of any vehicle
Calculate rolling resistance using presets, known wheel/surface friction coefficient, or a given friction coefficient (μ).

Rolling resistance is the force that resists motion when a wheel rolls on a surface. It’s not “one big thing” — it’s the combined energy loss from small deformations in the tire, the road, and even the wheel system.
🔍 A practical way to think about it: if your vehicle needs extra push even on a flat road, part of that effort is used to overcome rolling resistance.
This calculator helps you estimate the rolling resistance force using either a preset rolling resistance coefficient (common wheel/surface combinations), a “given” friction-style coefficient , or a rolling friction coefficient combined with wheel radius .
What problem does it solve?
Who is it for? Drivers who are curious about low-rolling-resistance tires, cyclists who care about watts, engineering students who want a clean physics estimate, and anyone comparing surfaces (asphalt, concrete, rails, sand…).
In cars and bikes, rolling resistance is usually talked about in terms of tires — because tires are the easiest thing to change. Switching to a different tire model, changing pressure, or moving from smooth asphalt to rough pavement can noticeably change.
Lower rolling resistance can reduce the energy needed to maintain speed — which may translate into small fuel or battery savings.
In racing and time trials, even a small reduction in can mean a real watts savings.
Friendly reminder: rolling resistance is not “a tire-only property.” Any rolling object on any surface has rolling resistance — tires on asphalt, steel wheels on rails, even wheels on sand.
The simplest physics model treats rolling resistance like a friction-style force proportional to the normal force :
Core relationship
Here is an effective rolling resistance coefficient and is the normal force (roughly the vehicle weight on level ground).
In real life, the coefficient can change with tire pressure, temperature, speed, road texture, and internal tire construction. That’s why the calculator offers presets: they’re a practical starting point when you don’t want to hunt down a perfect value.
Common causes in plain English:
You can use this tool in three ways. If you’re not sure which one to pick, start with Presets — it’s the fastest way to get a reasonable estimate.
Choose a calculation mode
Pick Presets, Known wheel/surface rolling friction (uses and ), or Given .
Enter mass and gravity
The normal force on level ground is approximately . The calculator lets you switch units (kg, lb, tons…) and change if needed.
Read the rolling resistance force
The output is the rolling resistance force (in N, lbf, etc.). Higher values mean you need more push (or more power) to maintain speed.
Compare scenarios (this is where it gets useful)
Try the same mass with two different coefficients, or switch presets. The difference in is often the quickest way to judge whether a change is worth it.
What you’ll see in the calculator
Suppose a car has mass and you use a typical asphalt preset coefficient with .
Interpretation: you need about of forward force just to cancel rolling resistance on level ground (ignoring air drag, drivetrain losses, hills, etc.).
A rider + bike has total mass . On smooth asphalt, you might use. First compute , then estimate rolling-resistance power with.
Interpretation: around goes into rolling resistance at that speed (again, ignoring air drag). If you’re comparing tires, it’s the difference in watts that’s most actionable.
Want the drag side of the story too? Pair this with our Free Fall Air Resistance Calculator to get a feel for how strongly drag can scale with speed.
To keep a steady speed on flat ground, your vehicle needs to overcome multiple losses. Two big ones are rolling resistance and aerodynamic drag (often written as ).
A simple takeaway
How to actually lower your total energy use:
If you’re trying to decide whether “low rolling resistance” tires make sense, focus on what you can actually measure: the difference in (and therefore in required power) between two scenarios.
For a car, rolling resistance is real — but at higher speeds, aerodynamic drag often becomes the bigger piece of the puzzle. For a bicycle at typical city speeds, rolling resistance can feel surprisingly important because the total available power is much smaller.
A cyclist may sustain something like for a long effort. If rolling resistance changes by , you notice.
Cars have much more power available, and at highway speeds drag can dominate. Rolling resistance still matters, but it’s rarely the only lever.
If you’re comparing upgrades, this is a good workflow: estimate here, then check your broader forces with our Friction Calculator when you want to reason about traction limits or other friction scenarios.
Scenario: Same car, same road, you’re deciding between a standard tire and a low-rolling-resistance model.
Inputs: , , and compare vs .
How to use it: That difference is the “force savings” on flat ground. To turn it into a rough power estimate at a speed, use .
Scenario: You ride the same route, but part of it is chipseal (rough) and part is smooth asphalt.
Inputs: , , and vs .
How to use it: A ~ difference is noticeable for many riders — especially in long efforts.
Scenario: You’re estimating the rolling resistance force of a train.
Inputs: , , and.
How to use it: The force is large in absolute terms, but the coefficient is tiny — that’s part of why rail transport is energy-efficient.
Scenario: Your bike suddenly feels harder to push on flat ground.
Inputs: keep and fixed, and test what happens if doubles.
How to use it: If your result changes dramatically with small coefficient changes, it’s a hint that tire pressure, rubbing brakes, or bearing issues might be worth checking.
Common mistake: assuming tire size alone changes rolling resistance. In this simplified model, the big drivers are coefficient and normal force — which usually means coefficient and weight.
The calculator uses a simple and widely used approximation: rolling resistance is proportional to the normal force. On level ground, the normal force is approximately .
Main formula
Variable meanings
If you use the “known wheel/surface rolling friction coefficient” mode, the calculator first converts the rolling friction coefficient and radius into an effective coefficient:
Wheel/surface mode
They’re related, but not identical. The calculator uses a friction-style model , but the underlying cause often comes from deformation and energy loss, not just sliding friction.
Not directly in this simplified model. Here, is driven mainly by the coefficient and the normal force .
Because the normal force grows with weight. If , then — so doubling roughly doubles .
It depends on the wheel and surface. As a rough mental range, many common cases fall between. Sand can be much higher.
Use where is speed in . The calculator outputs ; multiply by your speed to estimate rolling-resistance power.
Presets are representative values — real can shift with pressure, temperature, tire compound, road texture, and speed. Treat presets as a solid starting estimate, not a lab measurement.
The calculator focuses on rolling resistance on level ground. On a slope, you also need to account for the component of gravity along the slope. Rolling resistance still exists, but total required force changes.
It’s best for comparison and estimation. For high-stakes decisions (racing setups, engineering design), use this as a first-pass model, then validate with measurements.
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