Crack Displacement Monitoring System Based on STM32
Why this work is in the frame
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Bibliographic record
Abstract
A multi-channel crack displacement monitoring system based on STM32 is proposed in this paper,and the system can achieve the aim of remote,real-time monitoring for crack displacement.The system includes two parts: the acquisition node is using STM32 micro-controller as its core,uses the linear position sensors to get the crack displacement,and then the displacement signal passes to the multi-channel choose circuit and the signal processing circuit,finally STM32 micro-controller collects the signal and stores it into local U disk,and also transmits the data to the monitoring center through the wireless transmission module at the same time.The monitoring center receives the data which come from the acquisition node through the acquisition software and then stores the data into local hard disk.At last,this paper presents a simulation experiment and field application experiment,and the result indicates that the instrument can stable work and can be applied to the actual monitoring of field cracks.
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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 | 0.000 | 0.000 |
| 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) | 0.000 | 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