Datasets:

ClarusC64
/

smart-material-stimulus-response-coherence-baseline-mapping-v0.1

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.