Datasets:
id
stringclasses 6
values | material_type
stringclasses 3
values | stimulus_type
stringclasses 3
values | stimulus_profile
stringclasses 6
values | response_measure
stringclasses 6
values | cycle_count
int64 60
420
| baseline_coherence_score
float64 0.87
0.94
| response_latency_profile
stringclasses 6
values | stimulus_response_gain
float64 0.79
0.9
| variability_index
float64 0.04
0.09
| expected_cycle_lifetime
int64 1.3k
10k
| notes
stringclasses 6
values | constraints
stringclasses 1
value | gold_checklist
stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SMC-001
|
shape memory alloy
|
thermal
|
40-80C cycle
|
strain recovery
| 120
| 0.93
|
0.8s
| 0.88
| 0.05
| 5,000
|
stable early cycles
|
predict baseline only
|
baseline+latency+gain
|
SMC-002
|
shape memory alloy
|
thermal
|
45-90C cycle
|
recovery force
| 200
| 0.91
|
1.0s
| 0.84
| 0.06
| 4,800
|
consistent transformation
|
predict baseline only
|
baseline+latency+gain
|
SMC-003
|
self-healing polymer
|
mechanical
|
microcrack event
|
strength recovery
| 60
| 0.89
|
2.5s
| 0.81
| 0.07
| 1,500
|
healing intact
|
predict baseline only
|
baseline+latency+gain
|
SMC-004
|
self-healing polymer
|
mechanical
|
repeat fracture
|
healing efficiency
| 90
| 0.87
|
3.0s
| 0.79
| 0.09
| 1,300
|
capsule release stable
|
predict baseline only
|
baseline+latency+gain
|
SMC-005
|
electrochromic
|
voltage
|
1.5V step
|
optical transmission
| 300
| 0.94
|
0.6s
| 0.9
| 0.04
| 10,000
|
switching stable
|
predict baseline only
|
baseline+latency+gain
|
SMC-006
|
electrochromic
|
voltage
|
2.0V ramp
|
color fidelity
| 420
| 0.92
|
0.7s
| 0.86
| 0.05
| 9,200
|
uniform switching
|
predict baseline only
|
baseline+latency+gain
|
What this dataset tests
Can a model map the baseline coherence between a stimulus and a smart material’s structural response when the system is healthy?
The task is not to detect failure. The task is to define the stable manifold before fatigue begins.
Domain
shape memory alloys
self-healing polymers
electrochromic materials
responsive composites
Required outputs
baseline_coherence_score
response_latency_profile
stimulus_response_gain
variability_index
expected_cycle_lifetime
Use
Establish the reference manifold of a functional smart material before drift or fatigue appears.
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