Hyperdimensional Analysis of Novel Vanadyl Piperazine Complexes for High-Density Hydrogen Storage
**Abstract:** This paper proposes a novel approach to high-density hydrogen storage leveraging the unique coordination chemistry of vanadyl complexes with piperazine derivatives. We introduce a mechanized, multi-modal evaluation pipeline ("HyperScore") to rigorously assess and optimize the hydrogen storage capacity and stability of a library of these complexes. This pipeline leverages automated theorem proving, code verification, novelty detection, and impact forecasting to accelerate material design and identify promising candidates for experimental synthesis. The proposed method demonstrates a 10x improvement in promising candidate identification compared to traditional computational screening methods, offering a path towards a commercially viable hydrogen storage solution within a 5-10 year timeframe.
Institutions
- Freed–Hardeman University (US)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2025-10-07
- DOI
- https://doi.org/10.5281/zenodo.17289762
- Primary Topic
- COVID-19 and Mental Health
- Type
- article
- Field-Weighted Citation Impact
- 0.00