Engineering screening tool + decision guide · By AMRGearbox · Published · Reviewed

Inspection Robot Drivetrain Sizing

Screen torque, speed and battery demand for advanced inspection robotics. Start with a preset, then edit your mission.

Drivetrain calculator

Illustrative outdoor rover: 28 kg including 6 kg payload, 12° uphill, 1 m/s.

Within assumed traction limit — preliminary estimate only.
Output torque / drive
2.27 Nm
1.68 Nm demand × 1.35 margin
Motor shaft power — total
114.71 W
28.68 W per motor, margin included
Output shaft speed
106.1 RPM
At 1 m/s; ratio still to select

Uphill straight-line demand only. Turning, tether and obstacle loads, braking, stability and thermal duty need separate checks. See assumptions and equations.

Battery, forces & engineering brief
Nominal battery budget
955.98 Wh
5 h; 80% usable fraction
System energy / distance
42.49 Wh/km
Includes drive electrical input + auxiliaries
24 V nominal capacity
39.83 Ah
Alternative bus voltage
48 V nominal capacity
19.92 Ah
Alternative bus voltage, same energy
Electrical power budget: 152.96 W
Drive and auxiliary electrical power shares

Blue: drive 134.96 W. Green: auxiliaries 18 W.

Constant uphill load including acceleration and margin; this is a conservative scenario budget, not a measured runtime curve.

Force demand: 74.78 N total
Calculated force componentsSlope57.09 NRolling12.09 NAccel.5.6 N

Contact-friction capacity: 201.44 N under the selected assumptions. Turning, tether and obstacles are excluded.

Architecture candidates

Planetary geared drive candidates. Compare continuous and peak torque, speed, bearing loads and thermal duty against a specific supplier data sheet.

IP65 target — dust / water jets; no immersion approval. Hazardous-area suitability not assessed.

Copy the brief or open an email draft. Opening a draft does not send an inquiry.

Open sizing inquiry draft

No email app? Copy the brief and contact [email protected]. No inquiry is sent from this calculator.

Mission inputs

All inputs are required. Total mass includes payload and battery. Allowed ranges appear below each field.

Range: 2–250

Range: 0–60

Range: 0–90

Range: 0.05–2.5

Range: 50–400

Range: 1–14

Range: 0–500

Equal load sharing assumed

A target requirement, not a product rating or certification.

Key decisions before requesting a gearbox

The tool answers an initial load question. This guide explains which decisions the numbers can support, which inputs require measurement and which approvals need separate evidence.

Decision summary: conclusion, basis and next action
DecisionBasis / evidenceAction
Check contact traction before adding motor powerForce balance in the method below; coefficients are illustrative assumptions.Measure contact friction and turning loads on the actual surface.
Separate propulsion torque from safe holdingSEW self-locking guidance; applying it to crawlers is our engineering recommendation.Validate power-off brake, adhesion and independent fall restraint.
Specify immersion conditions rather than a universal depthIEC 60529 classification and manufacturer-specific IPX8 conditions.Request the complete-assembly report with depth, time, fluid and shaft state.
Keep screening separate from site qualificationISO non-electrical Ex scope and IEEE substation recommended practice.Confirm applicable editions, atmosphere and acceptance tests with the site owner.

SEW-EURODRIVE — limits of worm self-locking · IEC 60529 — enclosure IP classification · Sony — manufacturer explanation of IP water ratings · ISO 80079-36:2016 — non-electrical ignition hazards · IEEE 3328-2025 — wheeled substation inspection robots

From screening to documented selection1 Screen torque, speed and energy2 Test traction, safety and environment3 Confirm model, drawing and evidence
Engineering recommendation: complete each verification step before purchasing a drivetrain.
Inspection robot calculator software run showing the illustrative substation rover inputs and drivetrain screening results
Software execution captured 2026-10-25: wheeled rover, 28 kg total including 6 kg payload, 12° slope, 1 m/s, 180 mm wheels, gravel/asphalt, 5 h, 18 W auxiliaries and four motors. Calculator crop only; site navigation is excluded. This records a reproducible software run, not a hardware test or customer result.

Match locomotion to the asset

Architecture comparisons below are engineering screening judgments, not tested product rankings. A pipe crawler may use wheels or tracks; its confinement and retrieval requirements make it a separate mission category.

Locomotion choices and missing validation
ArchitectureUseful starting scenarioMain limitationAlternative / validation
Wheeled roverAccessible substation paths and factory aislesSteps, loose ground, available contact friction and tippingSurvey routes; compare larger wheels or tracks on representative obstacles.
Tracked crawlerUneven ground and low-speed load distributionTurning scrub, wear and obstacle torque excluded from this modelMeasure skid-turn current; compare steering wheels if the route allows.
Magnetic crawlerFerromagnetic tank or hull surfacesCoating gap, plate thickness, peeling and power-loss recoveryPull-off and slip tests; brake and restraint validation; compare a remotely positioned probe.
In-pipe crawlerRestricted conduits requiring a retrieval cableBends, cable drag, liquid pressure and stranded-vehicle retrievalTest complete route and tether; compare push-rod inspection for short runs.

Select the reducer from a load spectrum

Reducer tradeoffs: compare specific data sheets
CandidateReason to considerEvidence to requestCost / reliability tradeoff
PlanetaryCompact coaxial wheel or sprocket driveContinuous and peak torque, efficiency map, radial load and thermal limitsCheck whether added output support bearings erase packaging savings.
Strain waveSensor positioning where low lost motion mattersLoaded pointing error, stiffness, output bearing moment and fatigue dutyPrecision can add cost without improving a wheel traction task.
CycloidalHigh reduction or repeated load transientsActual shock rating, ripple, backdrivability and bearing limitsValidate low-speed sensor vibration and brake arrangement.
WormRight-angle packaging or high reductionForward efficiency, heat rejection and backdrive behavior across conditionsHeat and energy losses may increase battery and enclosure cost; no safe-holding guarantee.

Ratio = loaded motor speed ÷ required output RPM. The calculator has no motor speed input, so it does not invent a ratio range. Treat equal motor load sharing as an assumption; turning or uneven ground can overload one drive. SEW-EURODRIVE — limits of worm self-locking

Request a drivetrain engineering review

Method, units and explicit assumptions

Reproducible elementary mechanics, not a standard-certified sizing procedure. Total mass includes payload. Motion is straight uphill at the entered speed with an assumed 0.2 m/s² acceleration load carried throughout the energy budget. Constant worst-route loading and a service margin can overestimate energy; omitted obstacles, heaters and tether loads can underestimate it.

Equations used by this calculator
OutputEquation and unitsBoundary
Normal / slope forceN_g = m g cosθ; F_s = m g sinθ, newtons; g = 9.80665 m/s²No load transfer, center of gravity or tipping calculation.
Additional magnetic clampM = max(0, 2.5 m g sinθ / μ_contact − N_g), NStatic slip screen only. No acceleration, rolling safety factor or peeling qualification.
Tractive forceF = F_s + c_rr (N_g + M) + m × 0.2, NM = 0 for ground vehicles. Track turning, tether, steps and probe drag excluded.
Output torque and RPMT_drive = F × (diameter_mm / 2000) / drive_count; RPM = 60v / (π diameter_m)Nm per drive. Displayed design torque adds 1.35 margin; motor torque still needs ratio.
Mechanical and electrical powerP_shaft,total = Fv × 1.35 / η_drive; P_electric = P_shaft,total / 0.85η_drive = 0.88 wheeled, 0.82 all crawlers; assumed, not measured.
Battery and distance energyP_system = P_electric + P_aux; E_pack = P_system × hours / 0.8; Wh/km = P_system / (3.6v)Constant-load budget. No idle/motion split, charging losses, aging or temperature derating.
Illustrative surface assumptions — replace with measured data before procurement
SurfaceRolling resistance c_rrContact friction μKnown / unknown
Smooth concrete0.0180.65Assumed for comparison; wetness, tread, steel gap and contamination not measured.
Compacted gravel / asphalt0.0450.75Assumed for comparison; wetness, tread, steel gap and contamination not measured.
Muddy outdoor ground0.0850.5Assumed for comparison; wetness, tread, steel gap and contamination not measured.
Ferromagnetic steel — magnetic only0.040.4Assumed for comparison; wetness, tread, steel gap and contamination not measured.

A ground vehicle exceeds this screen when F > μ_contact × N_g. No fixed safe slope follows from architecture alone. Magnetic outputs remain marked unverified even when the assumed contact capacity exceeds demand, because peel stability and measured adhesion are unknown. Service margin 1.35 and static adhesion margin 2.5 are screening choices, not mandated safety factors.

Ingress requirements need test conditions

Ingress targets — no product approval is inferred
TargetMeaning for this screenRequest before selection
Indoor industrialNo automatic IP targetDust, cleaning, fluids and temperature requirements.
IP65Dust and water-jet protection target; immersion not inferredAssembly scope, connectors, shaft seals and test report.
IP67Dust and temporary immersion targetImmersion conditions; separate evidence for jets, hot water and chemicals.
IP68Dust and agreed continuous-immersion conditionsDepth / pressure, duration, fluid, temperature and whether shafts operate during the test.

Sources: IEC 60529 — enclosure IP classification and Sony — manufacturer explanation of IP water ratings. Seal material, nitrogen purge and stainless housings alone do not establish an ingress rating. Review compatibility and dynamic seal wear as part of the assembled design.

Budget sensor power separately from mass

The auxiliary field covers sensors, compute and radio power; mass does not predict electrical watts. Obtain maximum and mission-average consumption from the selected payload data sheets, including warm-up, heaters and transmission peaks. The preset 18 W is an illustration, not a typical payload guarantee.

Payload integration checklist — numerical budgets remain unknown until specified
PayloadMechanical inputElectrical / inspection inputUnknown to confirm
Optical / thermal PTZMass, mast moment, pointing stiffnessAverage / peak power; movement and heater dutyLoaded image stability and inspection distance.
LiDAR + computerMount vibration, center of gravityProcessor load and sensor power in the actual modeLocalization reliability and total compute watts.
Ultrasonic probeContact force, couplant and articulation dragQualified NDT procedure and acquisition rateCalibration, coupling, scan pitch and usable speed.
Gas sensingSampling head and tubing loadsPump/heater power and alarm responseTarget gas, response time and hazardous-area suitability.

Changing auxiliary power changes battery demand without changing torque. Changing payload alone leaves torque unchanged because total mass already includes it. Increase total mass when adding physical payload.

Four worked scenarios — illustrative, not customer deployments

Each scenario uses the same calculator and assumptions shown above. Outputs are model estimates, with no claims of measured field performance, certification, inspection resolution or cost savings.

Substation

Illustrative outdoor rover: 28 kg including 6 kg payload, 12° uphill, 1 m/s.

Process: resolve slope and contact loads, distribute output torque and apply the declared power/energy assumptions.

Screen result: 2.27 Nm per drive with margin, 106.1 RPM, 955.98 Wh nominal.

Decision: Within assumed contact limit; validate omitted loads and environment before choosing a model.

Tank wall

Illustrative magnetic crawler: 18 kg, vertical steel, 0.15 m/s. Adhesion and hazardous-area approval require separate validation.

Process: resolve slope and contact loads, distribute output torque and apply the declared power/energy assumptions.

Screen result: 7.57 Nm per drive with margin, 28.65 RPM, 415.76 Wh nominal.

Decision: Conditional demand only; qualify adhesion, holding, retrieval and the hazardous-area assembly.

Pipeline

Illustrative 12 kg crawler at 25° uphill. Tether, couplant and sludge resistance are not modeled.

Process: resolve slope and contact loads, distribute output torque and apply the declared power/energy assumptions.

Screen result: 1.64 Nm per drive with margin, 53.05 RPM, 331.3 Wh nominal.

Decision: Within assumed contact limit; validate omitted loads and environment before choosing a model.

Cleanroom

Illustrative 20 kg flat-floor inspector, 0.7 m/s. Particle emissions require testing of the assembled robot.

Process: resolve slope and contact loads, distribute output torque and apply the declared power/energy assumptions.

Screen result: 0.36 Nm per drive with margin, 95.49 RPM, 275.14 Wh nominal.

Decision: Within assumed contact limit; validate omitted loads and environment before choosing a model.

Substation operation: acceptance and EMC are separate checks

IEEE 3328-2025 addresses wheeled substation inspection operation, acceptance and maintenance. IEC 61000-6-5:2015 covers immunity of electrical/electronic equipment in power station and substation environments. Their public scope pages do not establish a universal enclosure attenuation, encoder type or safe approach distance.

IEEE 3328-2025 — wheeled substation inspection robots · IEC 61000-6-5:2015 — substation EMC immunity

Engineering recommendation: agree an installation-specific test plan with the utility covering motor control, telemetry, sensor accuracy and recovery after communications loss. Request test reports with setup, ports and performance criteria. An optical encoder or resolver still needs system-level verification; neither is assumed immune.

Hazardous atmospheres: flag the requirement, verify the assembly

ISO 80079-36 addresses non-electrical ignition hazards; ISO 80079-37 describes non-electrical protection methods. These scopes support assessing the gearbox as well as electrical equipment. They do not require every assembly to use all protection methods or establish that a material, seal or nominal service factor makes a robot explosion-proof.

ISO 80079-36:2016 — non-electrical ignition hazards · ISO 80079-37:2016 — non-electrical protection types

Before procurement, have a qualified assessor confirm the actual atmosphere, applicable conformity route, equipment scope, temperature class, ambient range and special conditions of use. Product certificates and assembly suitability are unknown until supplied and reviewed. This page makes no ATEX/IECEx product certification claim.

Risks, cost tradeoffs and recovery planning

Failure and cost review — proposed checks, not a certified FMEA
RiskDecision impactMitigation / alternative
Misuse: drive torque treated as a holding ratingUncontrolled rollback or detachmentTest power-loss holding; separately validate brake, adhesion and restraint.
Scenario mismatch: pipe turns and tether omittedStalled crawler with costly retrievalMeasure full-route pull load; compare shorter runs or a lighter tether.
Cost: custom interfaces vs standard driveAdapters, bearings, qualification and spares may dominate unit priceQuote complete assemblies for the same load spectrum and documentation requirements.
Reliability: seal and lubricant mismatchIngress, corrosion or thermal damageVerify fluid/temperature compatibility; inspect per supplier and site conditions.
Inspection: mobility works but sensor data failsRepeat visits and missed defectsValidate on representative reference defects; use an alternate inspection method if data fails.

Build TCO from quoted purchase/integration cost, validation, maintenance, retrieval risk and downtime. Savings, payback, MTBF and replacement intervals are unknown without project data; no universal dollar saving or maintenance schedule is claimed.

API 653 concerns tank inspection and repair; PACP supports consistent pipeline condition coding. The linked summaries do not substantiate a universal crawler speed, cable equation or drive mandate. API — API 653 tank inspection scope · NASSCO — PACP condition assessment

Evidence ledger and limits of the evidence

Public source pages checked . Standards catalog scopes are traceable references, not a substitute for the full applicable editions, test procedures or product certificates. Calculated values, coefficients and illustrative scenarios are identified separately from source-backed scopes.

Unknowns before model selection: measured surface friction, load sharing, real efficiency maps, duty spectrum, adhesion/peeling stability, ingress test conditions, thermal performance, product approvals, inspection accuracy and service life. Provide measurements or request engineering review rather than treating these estimates as an approved specification.

Inspection robot and advanced inspection robotics FAQ

20 questions

What is an inspection robot?

A mobile or crawling platform carries cameras, thermal imagers, ultrasonic probes or other sensors to inspect an asset. Navigation, sensor qualification and site access requirements depend on the application; a drivetrain estimate covers only one subsystem.

How does advanced inspection robotics differ from a warehouse AMR?

Advanced inspection robotics adds an inspection task and asset-specific access requirements to mobility. Depending on the site, that may involve climbing, tethered operation, sensor positioning, ingress protection or hazardous-area assessment. These features and certifications are not universal.

Which gearbox should I screen for a wheeled rover?

A planetary reducer is a candidate where coaxial packaging suits the chassis. Compare supplier continuous and peak torque, bearing loads, loaded speed, efficiency and thermal duty. The calculator does not select or qualify a specific product.

Is a harmonic reducer necessary for the sensor mast?

It is one candidate for high reduction and low lost motion. Compare it with planetary or direct drives using loaded pointing error, torsional stiffness, wind moment and cable routing. No universal backlash or vibration figure is assumed here.

Can a worm or cycloidal reducer prevent a vertical crawler falling?

Do not rely on gearbox reduction as a fall-prevention guarantee. Verify a power-off brake and independent restraint, together with adhesion and peeling stability. SEW warns that worm self-locking is not permitted as the sole safety function for hoists; applying that caution to crawlers is an engineering recommendation.

SEW-EURODRIVE — limits of worm self-locking

Does the displayed torque already include a service margin?

The primary torque card shows output torque per drive with a 1.35 screening margin. Its sublabel shows the unfactored demand. Output torque is not motor-shaft torque: divide by the chosen ratio and gearbox efficiency for a first motor-torque estimate, then check the duty cycle.

Does selecting Zone 1 certify this robot?

No. The selection records a requirement. Assess electrical and mechanical ignition hazards, the actual atmosphere, temperature class, ambient range and complete assembly. ISO 80079-36 and -37 address non-electrical Ex equipment and protection methods; they are not evidence that any listed product is approved.

ISO 80079-36:2016 — non-electrical ignition hazards

Does IP68 mean operation at 20 m depth?

No fixed 20 m rating follows from IP68. Obtain the manufacturer-agreed depth, duration, fluid and operating conditions, including moving shafts and connectors. Product-specific immersion conditions are essential.

Sony — manufacturer explanation of IP water ratings

Does IP67 cover high-pressure cleaning?

IP67 concerns dust protection and temporary immersion. Obtain separate evidence for the actual jet pressure, temperature, chemicals and cleaning procedure; an immersion rating alone does not establish washdown suitability.

IEC 60529 — enclosure IP classification

Is payload added to total robot mass?

No. Total mass already includes the sensor payload, battery, chassis, drive and cables carried by the robot. Payload is a subset used for a mass-ratio warning. Entering it again would double-count its weight.

Why can sensor power dominate battery size on flat floors?

Rolling power can be small at low speed, while computers, sensors and radios continue consuming electricity. Enter measured or supplier-budgeted auxiliary watts. The 18 W preset is illustrative and may be far too small for GPU computing, heaters or powerful payloads.

Can the tool guarantee ultrasonic inspection resolution?

No. Probe coupling, material, calibration, scan pitch, positioning and the approved NDT procedure determine usable measurements. Choose travel speed with the inspection specialist and validate it on a representative specimen.

What should I include in a gearbox inquiry?

Send the input and result brief, plus motor loaded speed, voltage, continuous/peak duty, envelope drawing, bearing loads, expected quantity, environment and required test documentation. List unknown requirements explicitly.

Are custom interfaces and certificates already confirmed?

No. Request confirmation of shaft, flange, seal, lubricant and documentation availability for the quoted model. A screening result is not a stock, lead-time, cleanroom or hazardous-area certification promise.

Does a drivetrain estimate establish autonomous operation?

No. Localization, communications loss, obstacle detection, emergency stops, docking and operator recovery require their own acceptance tests. Choose autonomous or teleoperated operation from the site risk assessment and mission.

Can a service factor predict gearbox life or MTBF?

No. A 1.35 screening margin is an assumption, not a life calculation. Request a supplier calculation using the load spectrum, bearing forces, speed, lubricant, temperature and maintenance plan. Bearing rating life and system MTBF are different quantities.

Does API 653 require robotic ultrasonic scanning at a fixed speed?

The linked public API scope concerns tank inspection and repair qualifications. It does not substantiate a universal robotic scanning method, travel speed or thickness resolution. Confirm the applicable edition and inspection procedure with the asset owner and NDT specialist.

API — API 653 tank inspection scope

What does IEEE 3328 cover for substation robots?

IEEE 3328-2025 is a recommended practice for wheeled substation inspection robots. Its public summary covers system composition, scenarios, operations, acceptance and maintenance. It does not substantiate a universal 80 dB shield or resolver requirement. Use installation-specific EMC testing.

IEEE 3328-2025 — wheeled substation inspection robots

How should I estimate tether drag?

For a straight horizontal run, a first estimate is F = μ × cable mass per metre × g × length. With assumed μ = 0.30, 0.35 kg/m and 250 m, the estimate is 257 N. Bends, reel tension, buoyancy and sludge change the load. Tether drag is excluded from this calculator; measure pull force before selecting a drive.

Does PACP prescribe crawler ingress or drive specifications?

The NASSCO public program describes consistent condition assessment and coding. It is not evidence for a universal IP68 rating, drive count or tether force requirement. Specify equipment separately from the inspection-data workflow.

NASSCO — PACP condition assessment

Turn your screen into a documented drivetrain request

Share your load case, motor data and environmental requirements. Confirm the offered model, interfaces and supporting evidence before procurement.