Microstructural Characteristics of Laser-Clad AISI P20 Tool Steel
Bibliographic record
Abstract
Laser cladding of P20 powder on AISI P20 tool steel substrate has been investigated for potential mold or die repair applications. The process was conducted using a 3 kW CO2 laser in continuous wave (CW) mode to melt the moving substrate while P20 powder was simultaneously fed into the molten pool. The process can accurately deposit material at desired locations with a relatively low heat input. A dense and crack-free clad layer was obtained with an excellent metallurgical bonding with the substrate. This study demonstrates that P20 powder can be deposited on P20 tool steel substrate without any pre-heating. The P20 clad layer has a higher hardness as compared to the P20 substrate. The microstructural morphology of as -clad P20 shows predominant martensite phase along with refined dendrites due to process-induced fast cooling. Moreover, the residual stress measurements indicate the presence of compressive residual stresses on the surface of the P20 clad.
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How this classification was reachedexpand
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) | 0.001 | 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 teacher head, 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".