AGV Drive Wheel Gearbox Thermal Review

Estimate heat, then verify mounting and operating limits. Reviewed .

Estimate heat and housing temperature

Live results per gearbox. Sample assumptions are editable below; replace them with supplier or test data.

Thermal screening inputs and example results

50–20000 kg

0.2–5 m/s

Vehicle geometry and motion cycle

Level floor, equal traction sharing, constant acceleration from rest and linear deceleration to rest. Acceleration = speed / ramp time. No slopes, steering scrub or rotating inertia.

1–4 wheels

80–600 mm

3–120 :1

0–0.08 —

0.5–60 s

1–600 s

0.5–60 s

0–600 s

Thermal assumptions and supplier limit

Defaults: 95% efficiency, 1.6 K/W housing resistance, 8 W cycle-average motor heat and 0 W extra drag. These are illustrative, uncalibrated values. Include extra drag only when excluded from efficiency. Motor heat can persist during dwell.

-30–55 °C

50–99.9 %

0.1–10 K/W

0–200 W

0–200 W

Leave blank if unknown. -30–150 °C

Try an illustrative vehicle example

Examples replace all inputs. They are scenarios, not measured products or field cases.

Illustrative housing equilibrium

48.1°C

Supplier limit unknown. This estimate cannot establish an operating margin.

Average heat

14.44 W

Moving / total time

67.1%

Housing rise

+23.1°C

Margin to entered limit

Unknown

Housing heat balanceT housing = T ambient + Q × R

Estimate only. Unknown internal, seal-lip and tire-bond temperatures. No IEC classification, AGMA rating, peak-temperature or grease-life prediction.

Power breakdown and wheel loads
  • Gearbox average loss: 6.44 W
  • Motor heat (cycle average): 8.00 W
  • Cruise / acceleration / braking torque: 11.77 / 41.77 / 18.23 N·m
  • Wheel / motor speed: 143.2 / 3581.0 RPM

Next: validate the mounted drive →

Review actions and limitations
  • Obtain measured loss/efficiency versus torque, speed and temperature; replace the sample assumptions.
  • Log housing, motor flange, chassis and drive-bay ambient temperatures over repeated worst-case cycles.
  • Request the approved continuous housing limit and its sensor location from the gearbox supplier.
  • Additional drag is set to zero. Unless already included in efficiency, missing seal/bearing/churning losses can understate heating.
Request supplier thermal review →

1. What an AGV gearbox thermal review can decide

Use the calculator to compare assumptions and identify missing evidence. The report below supports the next engineering decision; it does not convert an estimate into a release approval.

Decision summary: conclusion, basis and action
ConclusionBasis / boundaryNext action
Balance losses against the installed heat path.ISO/TR 14179 heat-balance contextMeasure losses and temperature rise in the actual chassis.
Keep housing and contact-temperature reviews separate.ISO/TS 6336-20 scuffing scopeRequest a separate tooth-contact review for critical loads.
ED% alone does not specify motor duty.ABB motor duty definitionsRecord starting, electric braking and rest conditions.
Grease and seal life need component-specific evidence.SKF grease model; seal catalogueRequest lubricant, seal and sensor-location limits.

2. Reproducible calculation and power-flow limits

This is a project-defined lumped steady-state model, not an implementation of ISO/TR 14179 or an AGMA rating. Inputs use SI units; all results are per gearbox, with total traction shared equally between driven wheels.

Froll = m × 9.80665 × μ / N; a = v / tAcc

Eacc = (Froll + m × a / N) × v × tAcc / 2

Edec = |m × v / (N × tDec) − Froll| × v × tDec / 2

Ecruise = Froll × v × tCruise; ED = tMoving / tTotal

Qgear = (Eacc + Edec + Ecruise) × (1/η − 1) / tTotal + Pdrag × ED

Qtotal = Qgear + Qmotor,cycle-average; Thousing = Tambient + Qtotal × R

Ramps are linear between rest and cruise. Braking uses the magnitude of wheel-side mechanical power with the same loss multiplier as forward operation: this is an approximation, not a reverse-efficiency model. It does not place all vehicle braking energy in the gearbox; controller, motor and brake-resistor heat are outside this balance. Obtain direction-specific measured losses before design release.

Calculation workflowWheel force and motion energyCycle-average gearbox + motor heatHousing rise = heat × thermal resistance
A steady-state balance estimates bulk housing temperature, not transient peaks.

3. What is known, assumed and still unknown

Input provenance and replacement plan (reviewed 2026-11-01)
ItemTool default / statusHow to replace it
Efficiency95%, illustrative; not tied to architecture or ratioSupplier map at actual torque, RPM, lubricant and temperature.
Housing resistance1.6 K/W, illustrative; 0.95 and 2.4 in selected examplesMeasure (housing − local ambient) / known net heat in the installed assembly.
Motor coupling heat8 W cycle average, illustrative; may persist at restMeasured or validated coupled motor/gearbox thermal model.
Additional moving drag0 W default: can understate lossesMeasured no-load loss, unless already included in the efficiency map.
Approved housing limitUnknown; no margin is asserted until enteredSupplier limit for this assembly and measurement location.
Internal / tire / seal-lip temperatureUnknown; not calculatedLocal instrumentation or a validated multi-node model.

These constants are exposed assumptions, not measured fleet data or standard coefficients. The calculation ignores slopes, steering scrub, rotating inertia, uneven wheel sharing, housing geometry and temperature-dependent losses. An estimate above 150°C is flagged outside this model; 150°C is a screening guardrail, not a material rating.

Evidence maturitySample assumptions: compare scenariosSupplier data: refine the screenMounted measurements: review release
A precise displayed number does not imply a precise physical prediction.

4. Chassis heat paths and installation tradeoffs

Heat can leave through housing convection and radiation, shafts and mounting contacts. Chassis conduction helps only if the receiving structure remains a useful sink. Contact pressure, coatings, interface thickness and chassis temperature matter; plate thickness alone does not determine K/W.

Mounting choices: benefits, costs and verification
ChoicePotential benefitCost / mismatch riskVerification
Direct structural flangeAdditional conduction pathStiffness and alignment constraints; hot chassis can feed heat backMeasure flange and chassis temperatures under load.
Thermal interface materialMay reduce contact resistanceThickness, compression, aging and bolt-load changesCheck clamp load and thermal cycling with production tolerances.
Isolation mountVibration isolationCan impede heat flow and alter torque reactionCompare noise and heat in a representative mount.
Forced ventilationAdditional heat rejectionFan power, dust ingress, noise and maintenanceValidate blocked-filter and fan-failure conditions.
Installed thermal pathGearbox housing and mounting contactChassis: contact area and temperatureDrive-bay ambient and ventilation
Do not assign a universal conduction percentage to every AGV chassis.

5. Duty cycle, dwell and transient peaks

The default motion cycle is 3 s acceleration + 45 s cruise + 3 s deceleration + 25 s dwell: moving duty is 51/76 = 67.1%. This arithmetic describes time in motion, not a certified motor duty. ABB’s Annex D distinguishes S3 from duties involving significant starting and electric braking; the calculator therefore does not infer S1/S3/S5.

For a single thermal node under constant heat, T(t) = Tambient + Q × R × (1 − exp(−t/τ)), with τ = R × C. At 1τ, 3τ and 4τ the rise reaches about 63.2%, 95.0% and 98.2% of that model’s final rise. These are mathematical fractions; no universal gearbox time constant or test duration is claimed. Long cycles and short high-load peaks require transient measurement.

Motion and thermal reviewRecord start, cruise, brake and dwellAverage heat screens equilibriumTemperature traces reveal cycle peaks
Motor heat input is cycle average; more dwell does not automatically remove stored motor heat.

6. Lubricant and seal limits: use the exact assembly

Request the actual lubricant product, fill amount, approved temperature range, viscosity guidance and compatibility with the fitted seal. A grease family or elastomer acronym cannot establish an assembly operating limit. SKF’s seal catalogue relates sealing performance to material, medium, speed and local heat transfer.

Do not treat a universal “half life per 10°C” rule as a gearbox life model. SKF’s Y-bearing article describes a different temperature adjustment for its specified bearing and grease context. No grease service-life prediction is made here. A grease dropping point is also not an approved continuous operating temperature.

Component limit reviewIdentify grease, seals and fillObtain limits at specified locationsCompare measured temperatures
Internal oil, housing and seal-lip temperatures need separate interpretation.

7. Failure modes the screen cannot clear

Risk register and minimum mitigation
RiskMissing evidenceMitigation / alternative
Misuse: cool housing taken as scuffing clearanceTooth geometry, sliding, contact load and lubricant dataRequest a separate flash-temperature assessment; reduce critical loading pending review.
Cost: premium grease or seals purchased without solving heat rejectionInstalled heat-path and loss measurementsIdentify the dominant loss/path before paying for component upgrades.
Mismatch: freezer or washdown assemblyCold-start drag, condensation and ingress qualificationCold-soak and environmental tests using the production assembly.
In-wheel PU tread or adhesive distressWheel-specific bond, tread and allowable local temperaturesInstrument the hub/bond region and obtain wheel-supplier limits; no universal 80°C threshold.
Hot bearing or clearance/preload shiftBearing fits, materials and temperature distributionReview tolerances and local temperatures; expansion can increase or decrease clearance.
Pressure or lubricant leakageSeal pressure capability, vent design and ingress requirementsUse an approved sealing/vent solution; adding a vent does not guarantee an IP rating.
Unknown local temperaturesHousing reading: one measured nodeTooth, seal and tire: separate nodesLocal tests and component limits
No fixed internal-temperature offset or inferred tire bond temperature is used.

8. Illustrative scenarios, not field case studies

The examples below are generated from the same transparent model as the tool. They are hypothetical, with no claimed customer, measured failure or service-life result. All housing limits remain unknown.

Reproducible example outputs (per gearbox; defaults in the tool)
ScenarioPremiseModel outcomeDecision
Warehouse AMR1200 kg; 1.5 m/s; 25°C ambient; η=95%; R=1.6 K/W; motor=8 W; drag=0 W; cycle 3/45/3/25 s67.1% moving; 14.44 W; 48.1°C housingLoad this example in the tool; replace assumptions and request the approved limit.
Sortation shuttle600 kg; 2.2 m/s; 32°C ambient; η=95%; R=0.95 K/W; motor=8 W; drag=0 W; cycle 2.8/55/2.8/10 s85.8% moving; 14.39 W; 45.7°C housingLoad this example in the tool; replace assumptions and request the approved limit.
Heavy pallet AGV3500 kg; 1 m/s; 35°C ambient; η=95%; R=1.6 K/W; motor=18 W; drag=0 W; cycle 4/50/4/30 s65.9% moving; 31.88 W; 86.0°C housingLoad this example in the tool; replace assumptions and request the approved limit.

The freezer example is available in the tool, but does not predict grease breakaway torque. Comparing gearbox families at the same entered efficiency intentionally gives the same heat: an architecture label is not an efficiency map.

AGV gearbox thermal worksheet software run: 14.44 W average heat, 48.1°C illustrative housing temperature, supplier limit unknown
Original software run, 2026-11-01: Warehouse AMR example, 1,200 kg, 1.5 m/s, 95% efficiency, 1.6 K/W, 8 W motor heat; cycle 3/45/3/25 s. Reproduce with Reset defaults. This verifies worksheet arithmetic, not hardware temperatures, customer results or supplier approval.

9. Mounted validation and release evidence

This is a proposed engineering test plan, not a quoted standard acceptance protocol. Agree the load cycle, stabilization criterion, component limits and shutdown criteria with the responsible engineer and supplier before testing.

Evidence plan: setup through release
StepRecordAcceptance basis
1. Reproduce the installationMounting CAD, torque, wheel, enclosure, airflow and lubricant fillProduction-representative boundary conditions.
2. Instrument the heat pathsLocal ambient, housing, input flange, chassis, wheel and approved internal locationsCalibrated sensors and documented sensor attachment.
3. Run representative and worst-case cyclesTorque, speed, starts, braking, dwell, motor current and temperaturesApproved component-specific limits and transient peaks.
4. Confirm stabilization / repeatabilityFull time histories with sampling interval and ambient driftAgreed trend criterion; no universal 2–3 hour duration.
5. Review before releaseThermal data, leakage, noise, wear, cold-start and mechanical checksDocumented supplier/engineering approval with unresolved risks closed.
Thermal test sequenceProduction mount + calibrated sensorsWorst-case cycles + temperature logCompare limits and document approval
Infrared readings need emissivity control and contact-sensor cross-checks.

10. Supplier RFQ: close the evidence gaps

Export the preliminary RFQ from the tool and attach mounting CAD, payload distribution, wheel geometry, ramp/braking profiles, torque-speed logs, ambient envelope and any temperature traces. Ask for measured losses in both power-flow directions, no-load loss treatment, approved continuous and peak temperatures with sensor locations, lubricant/seal specifications and the validation conditions used.

Ask engineering about missing thermal data →

Request a separate review for radial and overhung wheel loads, backlash, bearing life, braking safety and ingress protection. A thermal screen does not close those requirements.

Send thermal requirements for engineering review →

11. Decision questions

Using the tool

Is this a gearbox thermal rating?

No. It is an uncalibrated heat-balance screen. Replace sample assumptions with supplier or test data and validate the mounted assembly before selection.

What if I do not know the housing temperature limit?

Leave the optional limit blank. The tool still estimates heat and housing temperature but reports the operating margin as unknown. Ask the supplier for the limit and sensor location.

Why does changing ratio not change the heat estimate?

Ratio changes calculated motor RPM. Heat depends on the entered efficiency and losses; without an efficiency map the model cannot infer how a new ratio changes losses.

Does dwell time eliminate motor heat?

No. The motor heat input is already a cycle-average value and remains in the balance during dwell. Use measured heat transfer across the complete cycle, including holding and charging.

Evidence and limits

Does a low housing temperature rule out scuffing?

No. Tooth contact flash temperature requires a separate geometry, load and lubricant assessment. ISO/TS 6336-20 addresses a different calculation from housing equilibrium.

Can ED% determine S3 or S5 duty?

No. ED% here is only moving time divided by total time. Starting heat significance, electric braking and de-energized rest must be known before assigning a motor duty type.

Does every 10°C rise halve grease life?

No universal factor is established here. Oxidation and service life depend on formulation and operating conditions. Use the lubricant supplier’s validated model; bearing-specific rules cannot certify gearbox life.

Can I use an infrared housing reading as oil or seal temperature?

No fixed offset is reliable for every design. Calibrate emissivity and compare with contact sensors; obtain manufacturer-approved internal or seal-location measurement guidance.

Validation and procurement

Is a thicker aluminum chassis always the best fix?

No. Contact area, interface resistance, chassis temperature, stiffness, corrosion and load paths all matter. Compare installed temperature rise and structural requirements before changing the mounting.

Does the freezer preset predict cold-start torque?

No. The preset uses illustrative steady-state assumptions. Cold breakaway torque, lubricant flow, condensation and seal compatibility need separate cold-soak testing.

How long should a thermal test run?

Repeat the representative cycle until temperature trends meet an agreed stabilization criterion, then check worst-case peaks. Duration depends on the assembly and boundary conditions; there is no universal time constant here.

What should I send with the RFQ summary?

Include the complete torque-speed cycle, ambient envelope, mounting CAD, temperature traces, lubricant and seal details, wheel requirements, approved limits and the evidence still missing.

12. Sources, scope and related reviews

Public source scope checked on . Standards abstracts establish scope; full calculation clauses may require licensed documents. Sample constants and hypothetical scenarios are identified above and are not attributed to these publications.

Published By Robotized Gearbox
  1. ISO/TR 14179-1:2001 — Gear thermal capacity

    Public abstract: analytical heat balance for mineral-oil gear drives, with reference ambient and sump conditions. It does not establish the sample efficiency, thermal resistance or grease limits used here.

  2. ISO/TS 6336-20:2022 — Scuffing / flash temperature

    Public abstract: scuffing assessment using contact temperature. Housing equilibrium alone cannot establish tooth-contact scuffing capacity.

  3. ABB Technical Application Papers — Motor duty types, Annex D

    S3 assumes negligible starting heat; S5 includes starting and electric braking. These are motor duty descriptions, not gearbox certifications.

  4. SKF — Improved grease-life model for Y-bearings

    The specific Y-bearing model uses a temperature-dependent life adjustment within a stated range. Its limits and bearing context prevent direct transfer to arbitrary gearbox grease.

  5. SKF — Industrial shaft seals catalogue

    Seal selection depends on material, medium, shaft speed, friction and local heat transfer. A housing sensor does not directly measure seal-lip temperature.

Continue the same selection task with duty-cycle review, supplier sizing, or AGV / AMR gearbox integration.

Review policy: recheck sources and assumptions within six months (next review 2027-05-01), or earlier when supplier data or the model changes. Send corrections through our contact page.

Send your thermal review requirements →