THE EL-RAKHAWI 24/7 QUANTUM-ENHANCED SOLAR ENERGY ARCHITECTURE (QESEA) An Integrated Framework for Singlet Fission-Augmented Perovskite Tandems, AI-Discovered 2D/3D Stabilization, and Thermoradiative Night-Time Generation
Oct 2026· Zenodo (CERN European Organization for Nuclear Research)
Perovskite Materials and Applications
Abstract
THE EL-RAKHAWI 24/7 QUANTUM-ENHANCED SOLAR ENERGY ARCHITECTURE (QESEA) by Dr. M.K.A. El-Rakhawi (DOI: 10.5281/zenodo.23548358) presents a revolutionary framework shattering the Shockley-Queisser limit and solar intermittency through four synergistic pillars. **Core Innovations:**1. **Singlet Fission Augmentation**: Organic chromophores split high-energy photons into two triplet excitons, with a specifically designed spin-orbit coupling interlayer (heavy-metal-atom-doped molecular linkers) mediating efficient triplet energy transfer to overcome spin-forbidden transition barriers. 2. **AI-Discovered 2D/3D Perovskite Heterostructure**: Graph neural networks identify fluorinated phenethylammonium (F-PEA) derivatives, applied via vapor-assisted deposition protocol to form an impermeable 2D capping layer ensuring >25-year operational stability under ISOS-L-3 protocols. 3. **Thermoradiative Diode Integration**: Narrow-bandgap semiconductors (compositionally graded HgCdTe) emit mid-infrared radiation to 3K space through the 8-13 µm atmospheric window, generating continuous, low-density (microwatt to milliwatt per m²) nocturnal baseline power. 4. **AI-Driven Solid-State Grid Orchestration**: Edge-computing controllers physically actuate battery charge controllers and grid inverters, satisfying the machine-or-transformation test by tangibly altering the physical state of the energy grid. IP protection excludes natural phenomena per Alice/Myriad precedents, safeguarding only concrete implementations (spin-orbit interlayers, F-PEA deposition protocols, thermoradiative diode integration, physical actuation mechanisms), ensuring robust patent eligibility for this 24/7 renewable energy breakthrough.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
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