Thermal Analysis Skill
Purpose
The Thermal Analysis skill provides comprehensive thermal characterization workflows for materials science applications, enabling systematic analysis of phase transitions, thermal stability, decomposition kinetics, and viscoelastic properties through DSC, TGA, DTA, TMA, and DMA techniques.
Capabilities
- DSC baseline correction and peak integration
- Glass transition temperature (Tg) determination
- Crystallization and melting enthalpy calculation
- TGA decomposition kinetics analysis (Kissinger, FWO methods)
- DTA phase transformation identification
- TMA expansion coefficient calculation
- DMA viscoelastic property extraction (E', E'', tan delta)
- Multi-heating rate kinetic analysis
Usage Guidelines
Differential Scanning Calorimetry (DSC)
Baseline Correction
- Select appropriate baseline type (linear, sigmoidal, spline)
- Define integration limits for peak area calculation
- Apply correction for instrument drift
Glass Transition Analysis
- Use midpoint, onset, or inflection method consistently
- Report heating rate used for measurement
- Note fictive temperature for aging studies
Enthalpy Calculation
- Integrate peak area with proper baseline
- Apply calibration constant from standards
- Report uncertainty based on baseline selection
Thermogravimetric Analysis (TGA)
Decomposition Analysis
- Identify mass loss steps and temperatures
- Calculate derivative curves (DTG) for step resolution
- Correlate with evolved gas analysis if available
Kinetic Analysis
- Apply isoconversional methods (Kissinger, FWO, KAS)
- Use multiple heating rates (5, 10, 20 K/min minimum)
- Report activation energy with confidence intervals
Dynamic Mechanical Analysis (DMA)
Viscoelastic Properties
- Extract storage modulus (E'), loss modulus (E'')
- Calculate loss tangent (tan delta)
- Identify glass transition from tan delta peak or E' onset
Frequency Dependence
- Perform temperature-frequency sweeps
- Apply time-temperature superposition
- Generate master curves for long-term prediction
Process Integration
- MS-004: Thermal Analysis Protocol (all phases)
- MS-003: Spectroscopic Analysis Suite (thermal-spectroscopy correlation)
Input Schema
{
"sample_id": "string",
"technique": "DSC|TGA|DTA|TMA|DMA",
"temperature_range": {
"start": "number (C)",
"end": "number (C)"
},
"heating_rate": "number (K/min) or array",
"atmosphere": "nitrogen|air|argon|oxygen",
"analysis_type": "transition|kinetics|modulus|expansion"
}
Output Schema
{
"sample_id": "string",
"technique": "string",
"results": {
"transitions": [
{
"type": "Tg|Tm|Tc|Td",
"temperature": "number (C)",
"enthalpy": "number (J/g)",
"method": "string"
}
],
"kinetics": {
"activation_energy": "number (kJ/mol)",
"pre_exponential": "number",
"method": "string"
},
"mechanical": {
"storage_modulus": "number (Pa)",
"loss_modulus": "number (Pa)",
"tan_delta_peak": "number (C)"
}
}
}
Best Practices
- Calibrate with certified standards (indium, sapphire) before measurements
- Use consistent sample mass and pan type within a study
- Report all experimental parameters for reproducibility
- Apply appropriate baseline corrections before integration
- Use multiple heating rates for kinetic reliability
- Consider thermal lag at high heating rates
Integration Points
- Connects with Spectroscopy Analysis for coupled TGA-FTIR/MS
- Feeds into Polymer Characterization for comprehensive analysis
- Supports Mechanical Testing for property correlation
- Integrates with Materials Database for data archival
1---2name: thermal-analysis3description: Skill for thermal characterization workflows including DSC, TGA, DTA, TMA, and DMA for phase transitions, decomposition, and viscoelastic property analysis4---5
6# Thermal Analysis Skill
7
8## Purpose
9
10The Thermal Analysis skill provides comprehensive thermal characterization workflows for materials science applications, enabling systematic analysis of phase transitions, thermal stability, decomposition kinetics, and viscoelastic properties through DSC, TGA, DTA, TMA, and DMA techniques.
11
12## Capabilities
13
14- DSC baseline correction and peak integration
15- Glass transition temperature (Tg) determination
16- Crystallization and melting enthalpy calculation
17- TGA decomposition kinetics analysis (Kissinger, FWO methods)
18- DTA phase transformation identification
19- TMA expansion coefficient calculation
20- DMA viscoelastic property extraction (E', E'', tan delta)
21- Multi-heating rate kinetic analysis
22
23## Usage Guidelines
24
25### Differential Scanning Calorimetry (DSC)
26
271. **Baseline Correction**
28 - Select appropriate baseline type (linear, sigmoidal, spline)
29 - Define integration limits for peak area calculation
30 - Apply correction for instrument drift
31
322. **Glass Transition Analysis**
33 - Use midpoint, onset, or inflection method consistently
34 - Report heating rate used for measurement
35 - Note fictive temperature for aging studies
36
373. **Enthalpy Calculation**
38 - Integrate peak area with proper baseline
39 - Apply calibration constant from standards
40 - Report uncertainty based on baseline selection
41
42### Thermogravimetric Analysis (TGA)
43
441. **Decomposition Analysis**
45 - Identify mass loss steps and temperatures
46 - Calculate derivative curves (DTG) for step resolution
47 - Correlate with evolved gas analysis if available
48
492. **Kinetic Analysis**
50 - Apply isoconversional methods (Kissinger, FWO, KAS)
51 - Use multiple heating rates (5, 10, 20 K/min minimum)
52 - Report activation energy with confidence intervals
53
54### Dynamic Mechanical Analysis (DMA)
55
561. **Viscoelastic Properties**
57 - Extract storage modulus (E'), loss modulus (E'')
58 - Calculate loss tangent (tan delta)
59 - Identify glass transition from tan delta peak or E' onset
60
612. **Frequency Dependence**
62 - Perform temperature-frequency sweeps
63 - Apply time-temperature superposition
64 - Generate master curves for long-term prediction
65
66## Process Integration
67
68- MS-004: Thermal Analysis Protocol (all phases)
69- MS-003: Spectroscopic Analysis Suite (thermal-spectroscopy correlation)
70
71## Input Schema
72
73```json
74{
75 "sample_id": "string",
76 "technique": "DSC|TGA|DTA|TMA|DMA",
77 "temperature_range": {
78 "start": "number (C)",
79 "end": "number (C)"
80 },
81 "heating_rate": "number (K/min) or array",
82 "atmosphere": "nitrogen|air|argon|oxygen",
83 "analysis_type": "transition|kinetics|modulus|expansion"
84}
85```
86
87## Output Schema
88
89```json
90{
91 "sample_id": "string",
92 "technique": "string",
93 "results": {
94 "transitions": [
95 {
96 "type": "Tg|Tm|Tc|Td",
97 "temperature": "number (C)",
98 "enthalpy": "number (J/g)",
99 "method": "string"
100 }
101 ],
102 "kinetics": {
103 "activation_energy": "number (kJ/mol)",
104 "pre_exponential": "number",
105 "method": "string"
106 },
107 "mechanical": {
108 "storage_modulus": "number (Pa)",
109 "loss_modulus": "number (Pa)",
110 "tan_delta_peak": "number (C)"
111 }
112 }
113}
114```
115
116## Best Practices
117
1181. Calibrate with certified standards (indium, sapphire) before measurements
1192. Use consistent sample mass and pan type within a study
1203. Report all experimental parameters for reproducibility
1214. Apply appropriate baseline corrections before integration
1225. Use multiple heating rates for kinetic reliability
1236. Consider thermal lag at high heating rates
124
125## Integration Points
126
127- Connects with Spectroscopy Analysis for coupled TGA-FTIR/MS
128- Feeds into Polymer Characterization for comprehensive analysis
129- Supports Mechanical Testing for property correlation
130- Integrates with Materials Database for data archival