Neuroscience & Mapping
Reconstructing the human connectome through Big Data analysis of sub-micrometer brain scans.
Decoding the Architectures of Thought
Mapping the brain is the ultimate data challenge. Reconstructing a single cubic millimeter of tissue involves petabyte-scale Electron Microscopy (EM) and trillions of data points. Malgukke provides the high-performance orchestration and ultra-dense storage necessary to resolve billions of synapses and simulate functional connectivity to treat neurodegenerative pathology.
Connectome Mapping
Scaling computational power to map billions of neural connections across massive datasets. We utilize automated segmentation algorithms to trace axons and dendrites across thousands of EM slices, creating 3D digital replicas of neural wiring.
- Petabyte-scale image segmentation
- Synaptic resolution connectivity graphs
Brain-HPC Integration
Simulating large-scale neural network interactions to verify functional connectivity. Our HPC clusters enable the execution of spiking neural network (SNN) models to understand the physiological drivers behind Alzheimer’s, Parkinson’s, and other degenerative diseases.
- Real-time neural signal processing
- Predictive disease progression modeling
Neuro-Computational Workflow
| Research Focus | HPC / AI Action | Scientific Outcome |
|---|---|---|
| Synaptic Resolution | Parallelized GPU-based contour tracing. | Full circuit map of the cortex |
| Degenerative Disease | Agent-based modeling of protein aggregation. | Targeted neuroprotective therapies |
| Functional Imaging | Multivariate fMRI time-series analysis. | Real-time brain-state classification |