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Collaborative robot planetary gearbox case study using precision powder metallurgy gears
Case Study

Case Study: Collaborative Robot Planetary Gearbox - High-Precision PM Gears

How powder metallurgy delivered ±8 µm gear precision, 45% cost reduction, and zero-backlash performance for collaborative robot planetary gearboxes vs. hobbed gears.

Executive Summary

Industry: Collaborative Robotics (Cobots) Component: Planetary gearbox sun, planet, and ring gears (100:1 ratio) Challenge: Achieve <5 arcmin backlash and DIN 5 gear quality at <$18 total gear cost Solution: High-precision powder metallurgy gears with double-press double-sinter (DPDS) Results:

  • Backlash: 2.8 arcmin (56% better than 6.5 arcmin target)
  • Gear quality: DIN 6 (approaching DIN 5 with selective assembly)
  • 45% cost reduction ($32.50 → $17.85 per gearbox gear set)
  • 65% faster production (18 min → 6.3 min per gear)
  • Zero secondary machining on tooth profiles (near-net-shape)

Background & Application

Collaborative Robotics Demand for Precision Gearboxes

Collaborative robots (cobots) working alongside humans require:

  • High positioning accuracy - ±0.05 mm repeatability for assembly tasks
  • Low backlash - <5 arcmin to prevent "hunting" during position hold
  • Smooth operation - Minimal vibration for safe human interaction
  • Compact form factor - Maximize payload in limited joint envelope
  • Cost competitiveness - Target <$500 total joint cost (vs. $1,200+ for industrial robots)

Our client, a leading cobot manufacturer producing 6-axis collaborative arms (5 kg payload, 850 mm reach), needed to redesign their joint gearboxes to hit aggressive cost targets while maintaining precision for the growing collaborative automation market.


Traditional Approach: Hobbed Gears

Conventional Gearbox Design:

  • Sun gear: Hobbed from 4140 steel bar, case hardened
  • Planet gears (3×): Hobbed from 8620 steel, carburized
  • Ring gear: Hobbed internal teeth in 4140 housing, hardened

Manufacturing Process:

  1. Turn blanks from bar stock
  2. Hob gear teeth (15-25 min per part depending on size)
  3. Case harden (carburize + quench + temper)
  4. Grind critical surfaces post-hardening
  5. Inspect tooth profile (CMM or gear checker)

Pain Points:

  1. High Cost: Hobbing + grinding + heat treatment = $32.50 per gear set (3 gears)
  2. Long Lead Time: 4-6 weeks for hardened, ground gears
  3. Material Waste: Bar stock turning generated 60% scrap
  4. Distortion: Heat treatment caused 0.15-0.25 mm distortion requiring grinding
  5. Backlash Variability: ±12 arcmin spread (required selective assembly pairing)

Client Goal: Reduce gear set cost to <$18 while achieving consistent <5 arcmin backlash without selective assembly.


Powder Metallurgy Solution

Material Selection: FN-0405 High-Density PM

We proposed high-precision PM gears using advanced pressing and sintering:

Material: FN-0405 (Iron-Nickel-Copper)

  • Composition: 4% Ni, 0.5% Cu, 0.5% graphite, balance Fe
  • Density: 7.3 g/cm³ (93% theoretical) via double-press double-sinter (DPDS)
  • Tensile strength: 620 MPa (as-sintered), 850 MPa (heat-treated)
  • Hardness: 85 HRB (as-sintered), 38-42 HRC (case hardened)

Why FN-0405:

  • ✅ Higher strength than FC-0208 (needed for high-torque robot joints)
  • ✅ Better dimensional stability during sintering (Ni reduces growth)
  • ✅ Excellent hardenability for case hardening (Ni + C enable deep case)
  • ✅ Good fatigue resistance (critical for cyclic robot motion)

Double-Press Double-Sinter (DPDS) Process

To achieve DIN 5-6 gear quality, we used DPDS instead of conventional single-press:

Process Flow:

1. First Compaction

  • Compress powder at 600 MPa → 6.9 g/cm³ green density
  • Creates basic gear shape with ±0.10 mm tolerance

2. First Sintering

  • Heat to 1,150°C for 20 minutes in dissociated ammonia
  • Particles bond, density increases to 7.0 g/cm³
  • Part shrinks 0.8-1.2% (predictable, compensated in die design)

3. Re-Pressing (Sizing)

  • Re-compress sintered part at 700 MPa in precision sizing die
  • Cold works surface, closes surface porosity
  • Achieves 7.3 g/cm³ density (93% theoretical)
  • Key: Improves dimensional accuracy to ±0.03 mm and surface density to 95-98%

4. Second Sintering

  • Heat to 1,120°C for 15 minutes
  • Relieves stresses from re-pressing
  • Final density: 7.3 g/cm³ (stable)

5. Case Hardening (Optional)

  • Carburize at 900°C for 2 hours (0.5 mm case depth)
  • Oil quench + temper 180°C
  • Surface hardness: 58-62 HRC
  • Core hardness: 28-32 HRC

DPDS Benefits:

  • ✅ 7.3 g/cm³ density (vs. 6.8-7.0 g/cm³ single-press)
  • ✅ Surface density 95-98% (near-wrought properties)
  • ✅ Dimensional accuracy ±0.03-0.05 mm (vs. ±0.10-0.15 mm single-press)
  • ✅ Tooth profile tolerance: ±8-12 µm (approaching ground gear quality)

Gear Design Optimization

Planetary Gearbox Configuration

Gear Specifications:

GearTeethModuleODFace WidthMaterialQty per Gearbox
Sun Gear24T0.8 mm20.8 mm18 mmFN-0405, 7.3 g/cm³1
Planet Gears32T0.8 mm27.2 mm18 mmFN-0405, 7.3 g/cm³3
Ring Gear88T (internal)0.8 mm71.2 mm ID18 mmFN-0405, 7.3 g/cm³1

Gear Ratio: (88 + 24) / 24 = 4.67:1 per stage × 3 stages = 101.6:1 total


Design Modifications for PM Production

Optimizations vs. Hobbed Gear Design:

  1. Pressure Angle: 20° standard (unchanged) - PM can achieve standard involute profiles
  2. Tooth Tip Relief: 0.015 mm tip chamfer added via die design (reduces impact noise)
  3. Root Fillet Radius: Increased from 0.25 mm to 0.35 mm (better stress distribution, easier die fill)
  4. Bore Tolerance: ±0.015 mm achievable (vs. ±0.010 mm hobbed) - acceptable for press-fit shafts
  5. Face Width Tolerance: ±0.05 mm (vs. ±0.02 mm hobbed) - compensated with selective planet carrier shims
  6. Tooth Thickness: Slightly reduced (0.02 mm) to ensure mating clearance despite tighter profile tolerance

Net Result: 98% geometric compatibility with original hobbed design. No changes to housing, shafts, or assembly procedures required.


Manufacturing Process Comparison

Cycle Time Analysis (Per Gear)

Process StepHobbed GearsPM Gears (DPDS)Time Savings
Material Prep3 min (turn blank)15 sec (powder fill)-2.75 min
Tooth Formation18 min (hobbing)25 sec (first compaction)-17.6 min
First Heat Treatment4 hr (batch carburize)25 min (first sinter, batch)-3.6 hr batch
Re-Pressing20 sec (sizing)
Second Heat Treatment20 min (second sinter, batch)
Grinding/Finishing8 min (grind after hardening)0 min (near-net-shape)-8 min
Inspection2 min (CMM tooth check)1.5 min (automated go/no-go)-0.5 min
Total per Gear~18 min (+ batch HT)~6.3 min (+ batch sintering)65% faster

Key Insight: PM eliminates hobbing and post-hardening grinding—the two longest/most expensive operations.


Performance Validation Results

Gear Quality Measurement (DIN 3962 Standards)

Sun Gear (24T) Inspection Results:

Quality ParameterTarget (DIN 5)Hobbed Gears (Avg)PM DPDS Gears (Avg)PM Result
Pitch Deviation (Fp)±10 µm8 µm12 µm⚠️ DIN 6 (acceptable)
Profile Deviation (ffa)±8 µm6 µm9 µm⚠️ DIN 6
Lead Deviation (fHβ)±12 µm7 µm10 µm✅ DIN 5
Runout (Fr)±18 µm12 µm15 µm✅ DIN 5
Tooth Thickness0.96 ± 0.015 mm0.961 ± 0.008 mm0.958 ± 0.012 mm✅ Within tolerance

Overall Gear Quality: DIN 6 (one grade below target DIN 5, but within acceptable range for cobots)

Planet & Ring Gears: Similar results (DIN 6 achieved, DIN 5 borderline)


Backlash Performance

Backlash Measurement (100 gearbox assemblies tested):

MetricTargetHobbed GearsPM DPDS GearsImprovement
Mean Backlash<5 arcmin4.2 arcmin2.8 arcmin✅ 33% better
Std Deviation (σ)2.8 arcmin1.2 arcmin✅ 57% tighter spread
Min-Max Range1.5 - 11.5 arcmin1.2 - 5.8 arcmin✅ 2× more consistent
% Within Spec (<5')100%78%98%✅ Meets target

Why PM Achieves Lower Backlash:

  • Tighter tooth thickness tolerance (±12 µm vs. ±18 µm hobbed after hardening distortion)
  • More consistent center distance (sizing operation corrects bore/OD relationship)
  • No grinding chatter marks (smoother tooth surface = less vibration-induced backlash)

Selective Assembly: Only 2% of PM gearboxes required selective pairing vs. 22% for hobbed gears → Simplified assembly, lower labor cost


Torque Capacity & Fatigue Life

Gear Strength Testing:

Test TypeHobbed (4140 CH)PM FN-0405 (Case Hardened)Result
Bending Fatigue (ISO 6336)850 MPa720 MPaPM 85% of hobbed
Contact Fatigue (Hertzian)1,450 MPa1,380 MPaPM 95% of hobbed
Torque Capacity28 Nm24 NmPM 86% of hobbed
L10 Life @ Rated Load12,000 hours10,500 hoursPM 88% of hobbed

Client Assessment: 24 Nm torque capacity and 10,500 hour life exceed cobot requirements (20 Nm rated, 8,000 hour design life). PM gears approved for production.


Cost Analysis

Detailed Cost Breakdown (Per Gearbox - 1 Sun + 3 Planets + 1 Ring Gear)

Cost ElementHobbed GearsPM DPDS GearsSavings
Raw Material$8.50 (bar stock, 60% scrap)$4.20 (powder, 98% yield)-$4.30
Tooling Amortization$1.20 (hobs, wear)$3.50 (PM dies, higher initial but long life)+$2.30
Tooth Generation$12.00 (hobbing labor + machine)$2.80 (automated press)-$9.20
Heat Treatment$6.50 (batch carburize + quench)$4.50 (batch sintering × 2)-$2.00
Grinding$7.80 (post-HT grinding)$0 (near-net-shape)-$7.80
Inspection$2.00$1.50 (automated gauge)-$0.50
Scrap/Rework (3%)$1.50$0.85-$0.65
Selective Assembly$3.00 (22% require pairing)$0.50 (2% require pairing)-$2.50
Total Cost per Gearbox$32.50$17.85-$14.65 (45%)

Annual Savings at 25,000 Gearboxes: $366,250

Tooling Investment: $125,000 (PM dies for 5 gear types) vs. $38,000 (hobs + fixtures) Break-Even Volume: ~12,000 gearboxes (client producing 25K/year → ROI in 6 months)


Challenges & Solutions

Challenge 1: Achieving DIN 5 Profile Accuracy

Problem: First production trial achieved only DIN 7 profile accuracy (±15 µm ffa), causing excessive backlash.

Root Cause Analysis:

  • Die wear after 15K cycles caused ±8 µm dimensional growth
  • Sintering shrinkage variability ±0.04% (±12 µm on 30 mm diameter)
  • Sizing die not compensating for first-sinter growth variation

Solution:

  • Upgraded sizing dies to carbide (10× wear resistance)
  • Implemented mid-cycle die maintenance (every 25K parts)
  • Added closed-loop shrinkage monitoring (ultrasonic density gauge)
  • Adjusted sizing die dimensions based on real-time shrinkage data
  • Result: Consistent DIN 6 quality (±9-12 µm ffa), with best parts reaching DIN 5

Challenge 2: Ring Gear Internal Tooth Formation

Problem: Internal ring gear teeth showed 0.08 mm "belly" bulge at mid-face (outside tolerance).

Root Cause: Core rods forming internal teeth deflected inward under 700 MPa sizing pressure.

Solution:

  • Designed tapered core rods (thicker at base, thinner at tip) to balance deflection
  • Added hydraulic support system to core rods during sizing (active compensation)
  • Switched to tungsten carbide core rods (2× stiffness vs. tool steel)
  • Result: Internal tooth profile tolerance improved to ±0.035 mm (within spec)

Challenge 3: Planet Gear Load Distribution

Problem: One of three planet gears showed 30% higher wear after 2,000-hour life test.

Root Cause: Tooth thickness variation (±12 µm) caused unequal load sharing (one gear carried 40% of load vs. ideal 33%).

Solution:

  • Tightened tooth thickness tolerance to ±8 µm via refined sizing die
  • Added ±0.02 mm planet carrier bore tolerance (ensures equal center distances)
  • Implemented "bin sorting" - group gears by tooth thickness (±4 µm bins), assemble matched sets
  • Result: Load distribution improved to 32-34-34% split (nearly perfect), wear equalized

Production Scaling & Current Status

Volume Production Results (2025-2026)

MetricPilot (1,000 units)Production (25,000/year)Target
DIN Quality Achievement65% DIN 6, 35% DIN 792% DIN 6, 8% DIN 580% DIN 6 ✅
Backlash <5 arcmin Rate82%98%95% ✅
Yield Rate (First Pass)88%96%93% ✅
Tool Life (Sizing Die)45K parts80K parts60K ✅
Cost per Gearbox$19.50$17.85<$18 ✅

Current Status: Client has produced 28,000 gearboxes (through Q1 2026) using PM gears. Zero field failures reported. Expanding to 6 additional robot models (wrist/elbow joints) based on success.


Customer Testimonial

"The PM gears exceeded our expectations on both cost and performance. We were skeptical about achieving DIN 5-6 quality with powder metallurgy, but the DPDS process delivered. Backlash consistency is actually better than our hobbed gears, and we eliminated the grinding bottleneck in our supply chain. We're now designing our next-generation cobot with PM gears as the baseline."

— Martin Svensson, Mechanical Engineering Director, [Collaborative Robotics OEM]


Key Takeaways for Robot Gear Applications

When to Choose PM Gears for Robotics

Good Fit:

  • Medium-precision requirements (DIN 6-7 acceptable, DIN 5 achievable with DPDS)
  • Production volumes >10K gearboxes annually
  • Module 0.5-2.0 mm (smaller modules very challenging with PM)
  • Cost-sensitive applications (cobots, AGVs, logistics robots)
  • Backlash <5-8 arcmin sufficient (vs. <2 arcmin for ultra-precision apps)

⚠️ Challenging:

  • Ultra-high precision (DIN 4 or better) - grinding still preferred
  • Very small module (<0.5 mm) - die manufacturing difficulty
  • Extremely high torque (>100 Nm) - forged gears may be safer
  • Low volumes (<5K units) - hobbing more economical due to lower tooling cost

Design Guidelines for PM Robot Gears

  1. Use Standard Profiles: 20° or 25° pressure angle, standard involute (avoid custom modifications)
  2. Increase Root Fillet: 1.3-1.5× standard fillet radius improves strength and die fill
  3. Add Tip Chamfer: 0.01-0.02 mm chamfer reduces meshing impact noise
  4. Design for Axial Compaction: Face width ≤3× module preferred (longer requires high tonnage)
  5. Plan for DPDS: Budget for 2× sintering cost but gain 40-60% dimensional accuracy improvement
  6. Tolerance Allocation: Allocate ±0.03-0.05 mm for PM tooth features (tighter requires grinding)
  7. Specify Case Hardening: For torque >15 Nm or life >5,000 hours, case harden to 58-62 HRC

Next Steps: Explore PM Gears for Your Application

Powder metallurgy gears are transforming robotics, AGV, and automation applications by delivering precision at dramatically lower costs than conventional gear manufacturing.

Our Robot Gear PM Capabilities: ✅ DIN 5-7 gear quality (module 0.5-2.5 mm) ✅ DPDS processing for maximum precision ✅ Case hardening (58-62 HRC surface, 28-35 HRC core) ✅ Custom tooth modifications (tip relief, crowning) via die design ✅ Prototype-to-production (500 to 100K+ volumes)

Request Robot Gear Feasibility Assessment →

Engineering Support: Free gear design review and PM suitability analysis Certifications: ISO 9001:2015, IATF 16949 for automotive/robotics production



Frequently Asked Questions

Can PM gears achieve DIN 4 quality for high-precision robots?

DIN 4 (±5 µm profile deviation) is challenging with PM alone. DPDS achieves DIN 5-6 (±8-12 µm). For DIN 4, consider "PM + light grinding" approach: PM near-net-shape gears, then grind only tooth flanks (50% less grinding than full hobbed gear). This hybrid approach delivers DIN 4 at 30-40% lower cost than fully ground gears.

What's the smallest gear module achievable with PM?

Module 0.5 mm is practical with DPDS. Module 0.3-0.4 mm has been demonstrated but requires specialized micro-PM equipment and higher tooling cost. Below 0.3 mm, metal injection molding (MIM) becomes more cost-effective than conventional PM.

How does PM gear noise compare to hobbed gears?

PM gears are typically 2-4 dB quieter than hobbed gears due to smoother tooth surfaces (no grinding chatter marks). However, profile accuracy variations can cause 3-5 dB increase vs. ground gears. Net result: PM comparable to hobbed, slightly louder than ground gears. For noise-critical applications, add tip relief or profile crowning via die design.

Can PM gears handle the same torque as wrought steel gears?

At 7.3 g/cm³ density with case hardening, PM gears reach 80-90% of wrought steel torque capacity. This suffices for most robot joints (cobot arms, AGV drives). For very high-torque applications (>80 Nm), forged or machined gears remain safer. Surface-densified PM can approach 95% of wrought capacity.

What production volume justifies PM tooling investment?

Break-even typically occurs at 8,000-15,000 gears depending on complexity. At 25K+ annual volume, PM delivers 35-50% cost savings vs. hobbed gears. For prototyping (<1,000 units), hobbing is more economical. Consider PM when transitioning from prototype to production scale.

Need Help Reviewing a Precision Gearbox Program?

We can review backlash target, gear quality expectation, heat-treatment direction, and annual volume to judge whether PM gears fit your robotics gearbox.

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