Monolithic Module Design and Behavior Improvement of Large Area Dye-sensitized Solar Cell
Why this work is in the frame
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Bibliographic record
Abstract
A new type of simple and monolithic large size dye-sensitized solar cell(DSC) module was designed with 85% aperture ratio(ratio of active area to total area),which was much higher than that of traditional series and parallel modules.The present module reduces the transfer resistance through the electroplated nickel grid on F-doped SnO2(FTO) of anode as well as the nickel film on the FTO of counter electrode.The nickel grid and film are inside the cell and the separation of the cell is not required,which is useful to reduce the block part of light and beneficial to improve the harvest of light energy.The photoelectric conversion efficiency(η) with the active area of 510 mm2 reaches 3.00%(AM 1.5,100 mW/cm2) and the fill factor(FF) is 0.594,meanwhile the η and FF of DSC without nickel layer modification is only 0.537% and 0.251.So it is obvious that this novel designed module is very effective in the performance improvement.The underlying mechanism is understood based on the measurement of the electrochemical impedance spectroscopy(EIS) as well as the quality check of nickel film by scanning electron microscopy(SEM) and X-ray diffraction(XRD).
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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 | 0.001 | 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 | 0.000 | 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) | 0.002 | 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