Newmark Algorithm in FDTD Analysis of Multi-Ion Magnetized Plasma
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
Basing on the frequency-domain polarizability tensor of multi-ion magnetized plasma in principal coordinate system and the transfer matrix between laboratory and principal system, a finite difference time domain formulation, using Newmark algorithm, for multi-ion plasma subject to an external magnetic field with arbitrary direction is derived. Taking a two-component magnetized plasma medium for example, the reflection/transmission from a layer and backward scattering from a sphere are simulated, of witch the numerical results demonstrate the validity and feasibility of the proposed method. A conclusion, witch can be proved mathematically, that the upper limit of forbidden frequency band of circularly polarized eigen waves is greater than that in any one component existing alone case, and would increase with the increase of kinds of components, is found.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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