Stretchable Polyurethane-Based Conductive Ink for E-Textile Applications
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT E-textile plays an important role in wearable electronics such as sensor, supercapacitor and nanogenerator. Coating or printing conductive ink on textile is a promising simple, inexpensive and large-scale manufacturing method. However, to obtain highly conductive conductors, most of conductive inks such as metal-based and carbon-based ink suffer from their poor adhesion onto the textile; the cured inks are prone to be wiped off and washed away. Some inks crack on textile because of the rigid property of binder and porous and deformable structure of textile. In addition, organic solvents are often used in conductive ink which is harmful to environment and human body. Here, we report our recent development of an aqueous-based conductive ink, which can penetrate into textile effectively and obtain high conductivity, high stretchability and high durability. This ink is based on highly stretchable water-based polyurethane as binder. The ink coated textile can maintain high conductivity after 10 times of stretch and 20 times wash cycle. Finally, a strain E-textile sensor on human body shows the potential application for tracking movement.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it