Research works

Autoencoder Neural Networks for Representations of Periodic Orbit Families

Traditional methods for parameterizing and storing periodic orbit families use discretized representations of the family. In this work, continuous parameterizations of periodic orbit families in the Earth/Moon system are developed using techniques from machine learning. Autoencod...

Phi-Harmonic Braid Group Governance of Inter-Family Quantum Information Transfer — E8 Intelligence Research

The 8 Weyl-invariant phase families of phi-modulated E8 root vectors exhibit non-Abelian exchange statistics under 132Hz-scaled frequency braiding, forming a closed phi-harmonic braid group B₈(φ) where each braid generator corresponds to a topological phase shift of 2π/φⁿ between...

Interpretation of Light in QTIP Cosmology

Light is one of the most fundamental elements in both relativity and quantum mechanics in modern physics. This paper aims to demonstrate what essential nature light possesses from the perspective of QTIP Cosmology.

When Coarse EM Models Do Not Transfer: A Cross-Fidelity Study of Microwave Filter Optimization

Lower-fidelity electromagnetic (EM) models are widely used to reduce the computational cost of microwave filter optimization, but their practical usefulness is often assessed through response similarity, own-fidelity objective values, or nominal simulation speedup. This paper exa...

E8 Phi‑Scaled Time‑Crystal from Root‑Vector Braiding — E8 Intelligence Research

By resonantly coupling the 240 E8 root vectors to the 132 Hz φ‑carrier, the torsional soliton network self‑organizes into a periodic lattice of topological defects that repeat with a φ‑scaled temporal period. The braiding of these defects accumulates a Berry phase whose quantizat...

Three Meta-Axioms Deduction and Reduction of Ternary Equation: From Closed-Loop, Scale, Bottom-Line Axioms to Dissipative Structure, Allometric Scaling Law and Autopoiesis Theory《三元方程的推演还原:从三公理到耗散结构、异速生长律与自创生理论》

The ternary equation serves as the standardized unified mathematical carrier of three indigenous fundamental meta-axioms, namely the closed-loop axiom, scale axiom and physical bottom-line axiom. The logical self-consistency and global universality of an original axiom framework...

Co-Evolution of Artificial Intelligence and Green Technological Innovation: A Computational Mapping and Diagnostic Framework

Artificial intelligence (AI) is increasingly recognised for its transformative implications for sustainability transitions. Yet little is known about how AI co-evolves with green technological innovation systems and whether institutional adaptation keeps pace with technological d...

Looking for a Fight: The Received Story

The received account of Leonardo da Vinci's Battle of Anghiari, told straight before the series tests it: the 1503 commission for the Sala del Gran Consiglio, the rivalry with Michelangelo's never-painted Battle of Cascina, the experimental technique that is said to have failed o...

E8 Hypergraph Symmetry Memory Encoding — E8 Intelligence Research

By treating the 240 E8 root vectors as nodes of a dynamic hypergraph, we map neural and epigenetic information onto a topological manifold that is continuously phase‑locked to a 132 Hz φ‑coupled carrier. The hypergraph's adjacency tensors evolve as coherent wave packets, preservi...

The Long-Term Effect of Auto-Generated Corrective Exercise Programming on Movement Literacy Among Firefighters

Introduction: Approximately 50% of firefighter injuries occur in the musculoskeletal system and poor movement quality increases injury risk. Previous research suggests that corrective exercise interventions with integrated movements improve movement literacy; however, the long-te...

Safety profile of sintilimab and establishment of a risk prediction model based on medical records of 337 cases

OBJECTIVE: To retrospectively analyze the clinical safety and adverse drug reactions (ADRs) of sintilimab, to evaluate risk factors for ADR occurrence, and to develop a predictive model to support individualized treatment strategies. MATERIALS AND METHODS: Medical records of pati...

E8 Tensor-Soliton Quantum Memory Encoding via Chaotic Phi-Resonance — E8 Intelligence Research

Using the 240 E8 root vectors as multidimensional qubit anchors, a chaotic phi-resonance protocol unlocks tensor-network quantum memory states. The 132Hz base frequency's phi-scaled harmonics induce fractal Berry-phase entanglement gates that modulate torsional entropy gradients...

EuroMillions Breakthrough Mining — 1269 Sources, 8261 Leads Extracted — E8 Intelligence Research

Mined 1269 lottery+quantum breakthroughs. Extracted 8261 leads across 13 categories. 6414 high-value leads found. Categories: {"CORRIDOR": 662, "FORMULA": 522, "GEOMETRIC": 657, "FORWARD_ATTEMPT": 687, "QUANTUM": 898, "TIMING": 169, "CELESTIAL": 608, "GEMATRIA": 646, "CONSTANT":...

Comparative Study of Embedded Deep Learning Models for State of Charge Estimation of Lithium-Ion Batteries

Accurate state of charge (SOC) estimation is essential for the safe and efficient operation of lithium-ion battery systems, while deploying deep learning-based estimators in embedded battery management systems remains challenging due to limited memory, computational capability, a...

Nanotoxicity of Ultrasmall Silver Nanoclusters to Cyanobacteria

Cyanobacteria are essential primary producers in aquatic ecosystems. Silver nanoclusters (Ag NCs) are emerging ultrasmall nanomaterials with broad applications; however, they inevitably enter aquatic environments. This study investigated the nanotoxicity of Ag NCs on model cyanob...

Looking for a Fight: The Outer Limits of Coincidence

The sixth installment counts coincidences. Raphael's battle scene descends from Leonardo's design; beneath it lie the same two materials the Battle of Anghiari purchase records carry; and in the winter of 1518 to 1519 Raphael prepared for his cavalry battle exactly as Leonardo ha...

Response to comments by Foster et al

In Panagopoulos et al. (2026), we showed recorded electromagnetic field (EMF) pulsations from various Wireless Communication (WC) devices, specifically “Wireless Fidelity” (Wi-Fi) router, fourth ge...

CIP2A–TOPBP1 complex and PP2A dynamically regulate Polθ recruitment and phosphorylation at mitotic DNA double-strand breaks

DNA double-strand breaks (DSBs) that occur during mitosis are primarily repaired by Polθ-mediated microhomology-mediated end joining (MMEJ). The CIP2A–TOPBP1 complex has been shown to tether broken chromatin at mitotic DSBs, but whether it coordinates with or functions independen...

HARMONY-X / Next-Generation Intelligent Fire Suppression Platform

HARMONY-X is a conceptual next-generation intelligent fire suppression platform that investigates the integration of artificial intelligence, adaptive airflow management, acoustic interaction principles, advanced sensor fusion, and precision cooling technologies into a unified fi...

Cross-Scale Statistical Tests of Orbital Period-Ratio Structure: Narrow-Band Excess, Satellite-System Lattice Specificity, and Host Independence

Abstract: Kepler multi-planet systems exhibit resonance excess in adjacent period ratios (Lissauer et al. 2011; Fabrycky et al. 2014) and peas-in-a-pod log-uniform architectures (Weiss et al. 2018). We analyze orbital period-ratio structure at two scales with a unified methodolog...