Simulation, Design Verification & Optimization

PART I: DETERMINISTIC CALCULATION (ISO 281 – Simplified Model)

Simplified life model using basic C/P relationship without lubrication and reliability correction factors.

C/P LOAD RATIO
6.67
Dynamic Load Factor
THEORETICAL LIFE
787 HRS
L10 Nominal
SPEED FACTOR (nDm)
454,575
mm/min

PART II: AI ASSISTED DESIGN SUPPORT

Monte Carlo simulation of 5000 distinct operating scenarios to verify design robustness.

Design Space Exploration (AI Heatmap)

Design Heatmap
Green zones indicate safe operation. The "Star" is your current design point. AI scanned 5000 variations to find these limits.
DESIGN SAFETY RATIO
12.5%
AI Verified Confidence
This value indicates the percentage of scenarios where the design remains safe within the specified speed and load range.
Note: As the range of uncertainty widens, this ratio naturally decreases.

Probabilistic Life Distribution

Life Distribution

AI Sensitivity Analysis

AI Sensitivity
Which factor affects bearing life the most?

Low Percentile Scenario (AI Simulation)

268 Hours
5th percentile of simulated operating scenarios based on defined load and speed variation range.