GART: Geometry-Aware Resolution Transition — Clean Technical Preprint v0.1.4

GART (Geometry-Aware Resolution Transition) is an adaptive runtime architecture that treats computational resolution as a dynamic resource rather than a fixed global state. The system allocates representational detail only where interaction pressure demands it, via a Smoothstep Sigmoid transition function f(R). Validated across 3 domains: compute/thermal (−93.4% load reduction), battery management (wins 3/4 metrics vs Adaptive BMS), and rocket propulsion control (collapse prevented in cryogenic leak scenario). Bilingual Vietnamese-English. Independent research, Hanoi, Vietnam, 2026.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-30
DOI
https://doi.org/10.5281/zenodo.20457356
Primary Topic
Parallel Computing and Optimization Techniques
Type
preprint
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preprint

GART: Geometry-Aware Resolution Transition — Clean Technical Preprint v0.1.4

Bùi Quang Trịnh
Zenodo (CERN European Organization for Nuclear Research)
Parallel Computing and Optimization Techniques
preprint

GART: Geometry-Aware Resolution Transition — Clean Technical Preprint v0.1.4

Bùi Quang Trịnh
preprint en

Abstract

GART (Geometry-Aware Resolution Transition) is an adaptive runtime architecture that treats computational resolution as a dynamic resource rather than a fixed global state. The system allocates representational detail only where interaction pressure demands it, via a Smoothstep Sigmoid transition function f(R). Validated across 3 domains: compute/thermal (−93.4% load reduction), battery management (wins 3/4 metrics vs Adaptive BMS), and rocket propulsion control (collapse prevented in cryogenic leak scenario). Bilingual Vietnamese-English. Independent research, Hanoi, Vietnam, 2026.

Zenodo (CERN European Organization for Nuclear Research)
Oldham Council (GB)
Industry, innovation and infrastructure
Parallel Computing and Optimization Techniques
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