ELECTRICAL PROPERTIES OF NONLINEAR ELECTROLYTIC DEVICE DESIGNED USING ACETIC ACID
Bibliographic record
Abstract
Until recently, electrical and electronics applications have been focusing on Linear Circuit Elements. However, recent works of scientists have brought the property of nonlinearity to the forefront, proving that it can hold promising applications especially in the field of Chaotic Circuits. Engineering application of nonlinearity is only in inception stage and its time to recognize the material properties with a new perspective. This brief communication reports an experimental study on Electrical properties of NonLinear Electrolytic Device (NLED) made from Acetic acid which is a weak electrolyte. The above mentioned device exhibits nonlinearity combined with hysteresis in small signal region of Voltage‐Current characteristic The NLED manifests variable reactance under condition of high concentration and very low frequency at room temperature. An electrical circuit is plugged using a variable DC power supply, voltmeter and ammeter and the NLED under test. Voltage is varied in steps and corresponding current is recorded. The V‐I relation is estimated using Curve fit Toolbox of MATLAB6p5.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".