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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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