High-Precision Nuclear Modeling

Bridging the gap between complex many-body physics theory and robust software implementation. Specializing in high-precision beta decay and computational isotopes research.

01 Core Capabilities

Domains of Expertise

Σ
Computational Nuclear Physics

Theoretical Nuclear Physics

Specialized simulation of beta decay processes starting from isotope transitions. Our work encompasses Nuclear Matrix Elements computations and weak axial-vector coupling research.

Global Collaborations

Beta spectral shapes and weak axial-vector coupling research conducted in close collaboration with major international experiments like PandaX-4T and premier research institutions including INFN (LNGS) and the IGISOL facility at the University of Jyväskylä (JYFL).

λ
Algorithmic Design

Specialized Machine Learning

Developing custom neural architectures to extract intelligence from complex datasets. Providing insights and solutions through physics-informed modeling that bridges raw data and theoretical intelligence.

  • Physics-Informed DNNs (Decay pathways)
  • Sequence Modeling (LSTMs for forecasting)
  • Computer Vision (CNNs for segmentation)
Ξ
Scientific Software

Scientific Software & Integration

Development and refinement of core physical codebases for experimental application. We specialize in adapting theoretical modeling frameworks to laboratory setups and integrating machine learning workflows to solve pattern recognition challenges in high-precision data.

  • High-Performance Computing (C++ / MPI / OpenMP)
  • Experimental Data Pipeline Architecture
  • Machine Learning Pattern Extraction (Decay Data)
  • Decay-Simulation Frameworks

02 Commercial Engagements

Consultancy & Advisory Services

20+
Peer-Reviewed Articles
PhD
Nuclear Physics Credentials
8M+
HPC CPU Hours Managed
12+
Years of Python Expertise
01. Advisory

Nuclear Physics Consultancy

Strategic theoretical support covering the full spectrum of many-body physics. We provide expert guidance on Hamiltonian construction, nuclear interaction modeling, and Matrix Element derivations, offering potential directions for experimental collaborations to interpret complex decay pathways.

02. Derivations

Tailored Theoretical Results

Bespoke calculations designed to match the specific parameters of your experiment. We deliver results tailored to unique energy bins, regional nuclear properties (\(g_A\), matrix elements), and normalized datasets, ensuring predictions are comparable with acquired data.

03. Optimization

Computational Performance & Scale

Optimization of scientific codebases for large-scale execution. We identify algorithmic bottlenecks, assess the viability of CPU/GPU parallelization (including CUDA cores), and provide guidance on memory/disk management to improve the efficiency of many-body numerical engines.

03 Analytical Pathway

Methodology

Frame 01

Problem Definition

Translating ambiguous operational challenges into rigorous mathematical and physical parameters.

Model 02

Theoretical Construction

Developing customized computational implementations to simulate the isolated experimental system at the theory level.

Validate 03

Empirical Verification

Cross-referencing simulated outputs with empirical experimental data to ensure high-fidelity accuracy and real-world applicability.

Dr. Marlom Ramalho

About Dr. Ramalho

Rooted in Fundamental Physics

Dr. Marlom Ramalho holds a PhD in Theoretical Nuclear Physics obtained at the University of Jyväskylä. With over 20 peer-reviewed publications, his work bridges the gap between deep theoretical beta decay mechanics and pragmatic performant software engineering. His work is rooted on theoretical calculations in close collaborations with several international experimental groups.

We do not rely on black-box commercial tools. From managing 80,000 CPU-hour supercomputing workloads to engineering custom ML architectures for audio, visual, and complex nuclear datasets, every solution is built on a transparent, mathematical understanding of the systems at play first and foremost.