SkillsLib.ai

Turbomachinery Analysis Assistant for Propulsion Engineers

Analyze turbomachinery performance and design compressor/turbine stages for propulsion systems

3.9(32 reviews)
500+ downloads
Updated Oct 2026
Verified SafeSecurity VerifiedThis skill was analyzed by our AI security scanner for harmful content including data exfiltration, system manipulation, credential theft, and prompt injection. No threats were detected.

What You Can Do

You can conduct preliminary compressor and turbine stage design using physics-based meanline methods, predict performance across operating envelopes, optimize blade geometry parameters, and troubleshoot thermodynamic matching issues. The skill leverages computational methods and industry design standards to enable rapid concept screening and design iteration from conceptual through 30% design maturity, supporting design reviews with thermodynamically justified decisions without requiring full CFD or FEA analysis.

Features

Meanline stage analysis

Calculates pressure ratio, efficiency, and temperature rise using loss correlations and design standards

Thermodynamic cycle modeling

Builds compressor and turbine performance maps across flight envelopes and operating points

Blade geometry optimization

Iterates solidity, loading, stagger angle, and hub-to-tip ratio to meet design targets

Compressor-turbine matching

Analyzes operating envelope alignment and identifies off-design performance issues

Surge prediction

Estimates surge margin, establishes surge lines, and identifies stability limits

Design trade-space exploration

Compares pressure ratio, efficiency, and weight trade-offs across parametric designs

Loss estimation

Predicts profile, secondary, shock, and tip clearance losses using empirical correlations

Off-design performance troubleshooting

Diagnoses matching conflicts and thermodynamic anomalies in propulsion systems

Example Output

Example 1: Compressor Stage Design

code
Stage 1 Preliminary Design Summary
- Inlet conditions: 0.3 MPa, 280 K
- Design pressure ratio: 1.45
- Corrected massflow: 42.5 kg/s
- Predicted polytropic efficiency: 86.2%
- Rotor blade count: 32 | Stator blade count: 40
- Hub-to-tip ratio: 0.72 | Blade solidity: 1.15
- Estimated surge margin: 18% (acceptable)

Example 2: Thermodynamic Cycle Analysis

code
Turbine Match Assessment
✓ Compressor exit: 2.8 MPa, 520 K
✓ Turbine inlet: 1650 K (within material limits)
✓ Turbine pressure ratio: 3.2 (matches compressor work requirement)
✓ Operating point inside surge-free region
⚠ Off-design at 85% spool speed: 12% surge margin (marginal)
  → Recommend compressor IGV adjustment or bleed valve

Example 3: Blade Parameter Trade Study

ParameterOption AOption BOption C
Solidity0.951.151.35
Exit Loss Coeff0.0420.0350.032
Stage Efficiency85.1%86.2%86.8%
Weight (rotor)2.8 kg3.1 kg3.4 kg
RecommendationToo aggressiveBEST BALANCEOverdesigned

What's Included

  • SKILL.md: Complete instruction file with turbomachinery analysis workflows and design standards
  • Meanline Analysis Template: Spreadsheet framework for stage performance calculation with loss correlations
  • Compressor Design Checklist: Step-by-step parameter selection and design validation workflow
  • Turbine Matching Worksheet: Thermodynamic cycle model structure for compressor-turbine matching analysis
  • Surge Prediction Framework: Methodologies for surge margin estimation and off-design stability assessment
  • Design Trade-Space Evaluation Tool: Structured comparison format for parametric design iteration

Who It's For

  • Propulsion systems engineers — Preliminary design and performance analysis of jet engines, turboshaft, and industrial turbomachinery
  • Aerospace design teams — Rapid concept screening and design review support during feasibility and preliminary design phases
  • Turbomachinery thermodynamicists — Cycle modeling, matching analysis, and off-design performance troubleshooting
  • Junior/mid-level engineers — Training on turbomachinery fundamentals, design standards, and physics-based reasoning
  • Technology readiness assessments — Thermodynamic justification and performance validation for design trade studies

Best For

  • Preliminary compressor and turbine stage design (conceptual through 30% maturity)
  • Meanline performance analysis and loss prediction across operating envelopes
  • Blade geometry parameter optimization (solidity, loading, stagger, hub-to-tip ratio)
  • Compressor-turbine matching and off-design performance diagnostics
  • Surge margin estimation and operational limit establishment
  • Design trade-space exploration and parametric sensitivity studies
  • Thermodynamic cycle modeling and engine performance prediction
  • Design review preparation with physics-based technical justification

You might also like

Literature Review Synthesis for Engineering Research
$30
Literature Review Synthesis for Engineering Research

This skill helps you transform scattered research papers into a coherent synthesis that identifies knowledge gaps, establishes research context, and builds compelling narratives for proposals and publications. You'll analyze methodology, trace citation influence, detect emerging trends, and extract actionable insights from complex literature collections without manually reading every paper.

Avionics Fault Analysis Framework
$40
Avionics4.1(28)
Avionics Fault Analysis Framework

You can rapidly diagnose complex avionics failures by mapping failure cascades across flight management, inertial navigation, air data, and communications subsystems. The framework guides you through structured fault tree construction, failure mode prioritization, and dependency analysis to eliminate false leads and identify the specific component behavior and conditions causing system degradation. This produces certification-ready root cause documentation that pinpoints which LRU fails under what conditions—the precision required for engineering fixes.

MBSE Architecture Decomposition and Design Synthesis
$35
MBSE Architecture Decomposition and Design Synthesis

You can leverage Claude as an active design partner to decompose complex aerospace systems into coherent functional and physical architectures. Claude helps you systematically structure architectural hierarchies, validate decomposition logic, identify architectural gaps, challenge assumptions, and ensure internal consistency across your system model—enabling you to transition from document-centric to model-centric engineering while managing stakeholder complexity and architectural trade-offs.

Research Manuscript Accelerator
$20
Research Manuscript Accelerator

Transform raw research data, notes, and preliminary findings into a complete, publication-ready manuscript. This skill handles the entire manuscript architecture—from organizing results into Methods and Results sections to crafting a compelling Abstract and Discussion that positions your findings in context. You provide the data and key insights; Claude accelerates the structuring, drafting, and refinement phases so you can focus on science rather than formatting.

Qualitative Data Analysis & Thematic Coding for Social Sciences
$40
Qualitative Data Analysis & Thematic Coding for Social Sciences

You can systematically code interview transcripts, observations, and open-ended survey responses using multi-stage qualitative analysis methods. The skill develops structured codebooks, identifies thematic patterns across your dataset, and generates analytical memos documenting your coding logic and interpretations. You'll produce audit trails that demonstrate methodological rigor and inter-coder reliability analysis to ensure consistency.

Literature Review Synthesis Framework
$45
Literature Review Synthesis Framework

This skill guides you through systematic literature review processes, from designing comprehensive search strategies to synthesizing findings across multiple studies. It helps you evaluate research quality, identify evidence gaps, and produce rigorous academic syntheses without missing critical papers or methodological details.

Field Research Data Synthesis & Coding
$40
Field3.0(3)
Field Research Data Synthesis & Coding

Collect raw field research data—interview transcripts, survey responses, observation notes—and Claude will synthesize it into organized findings, identify patterns, and generate code or documentation automatically. You provide the raw data and research questions; Claude handles analysis, categorization, and artifact generation.

Experiment Design & Soundness Validation
$40
Experiment Design & Soundness Validation

Claude helps you design sound experiments from scratch, validate your methodology against established best practices, and identify potential flaws before you spend resources on implementation. You'll get a reproducible protocol, statistical power analysis, and a comprehensive checklist of control variables and potential confounds—ensuring your experiment produces reliable, actionable results.

$25.00