Data · dataset · 2026
Evaluation data and code for neutron-gamma discrimination using an adaptive early-exit neural network
Listed in ScienceDB
Minimal evaluation data and code accompanying the manuscript Neutron-gamma discrimination using an adaptive early-exit neural network.
Description
The package contains 14,435 preprocessed AmBe pulse waveforms, frozen model weights and decision thresholds, per-exit scores for AmBe and 3,152 TOF-labelled PuBe evaluation events, a worked joint-threshold calibration example, and recorded hardware latency, implementation resources and finite replay counters.
A standalone NumPy script reproduces FoM, classification metrics, early-exit routing, multiplication counts, three-run comparisons and six data figures. AmBe classes are reference pseudolabels; PuBe classes are based on time of flight. Original PuBe waveforms are available from the original authors at DOI 10.5281/zenodo.16730902 and are not redistributed here.
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This is a frozen-model evaluation package, without the full training acquisition or FPGA build project. Numerical verification passed for 1,839 archived metric values and 20 AmBe model or reference computations.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.012nh ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Communications engineering 70%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.012nh | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:4006 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (70%) |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |