Mechanical Analysis & Computational Hub

My
Machine
Lab

Precision computational tools for mechanical engineers. Solve structural, fatigue, and dynamic problems with research-grade algorithms and structured output.

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Computational Suite

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Beam Analysis

Solve shear force, bending moment, and deflection diagrams using Macaulay's method with structured comparator outputs.

Structural Deflection Macaulay
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Gear Analysis

AGMA-based spur gear stress analysis with built-in bending limits, surface fatigue tracking, and material indices.

AGMA Fatigue Spur Gear
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Spring Analysis

Helical spring design parameters tracking static and fatigue conditions alongside Goodman criterion constraints for reliable life prediction.

Helical Goodman Fatigue
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Fatigue Analyzer

Modified Goodman diagram analysis with inverse solver for geometry optimization. Full fatigue life prediction with mean-stress correction factors.

Fatigue Goodman Inverse Solver
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Our Approach
Precision
Matters.
Always.

Machine Lab exists at the intersection of classical mechanical engineering theory and modern computational methods. Every tool is built around established standards — AGMA, Goodman, Macaulay — implemented with full transparency into the underlying mathematics.

No black boxes. No approximations without disclosure. Structured outputs designed for engineers who need to verify, compare, and present their work with confidence.

Learn More About Machine Lab
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Standards-Based Analysis

Every routine references industry-established methods. AGMA, ISO, Goodman — not proprietary approximations.

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Transparent Math

Full equation traceability. Intermediate values surfaced at every step so engineers can verify results independently.

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Structured Outputs

Results formatted for comparison and reporting. Designed to integrate directly into engineering documentation workflows.

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Built for Iteration

Fast parameter sweeps, inverse solvers, and safety factor tracking — built for design optimization, not just single-pass verification.