EP Wave Velocity Mapping With Sigmoid Scaling for Arrhythmia Detection
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Solution Overview
Problem
Existing cardiac electrophysiological mapping methods struggle to effectively visualize and diagnose cardiac irregularities due to noise and outliers in low and high velocity ranges, making it difficult to identify clinically relevant intermediate velocity patterns.
Innovation Solution
Applying a nonlinear scaling function, such as a sigmoid function, to suppress extreme velocity values and emphasize intermediate ranges, allowing for improved visualization of cardiac electrophysiological wavefront propagation on anatomical maps.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If linear scaling of velocity magnitudes is used, then the full range of velocity values is preserved, but noise and outliers in low and high velocity ranges obscure clinically relevant intermediate velocity patterns
Solution Approach 1:
The patent applies a sigmoid function to transform the velocity magnitude parameter, changing the scaling from linear to nonlinear. This transformation compresses the extreme low and high velocity values while expanding the intermediate velocity range, making clinically relevant patterns more visible without losing the underlying velocity measurement data
Solution Approach 2:
The sigmoid function acts as an intermediary transformation layer between the raw velocity measurements and the visual representation. It mediates the display scaling to emphasize intermediate values while suppressing extremes, allowing clinicians to focus on diagnostically relevant velocity patterns
2Loss of information
If extreme velocity values are suppressed to reduce noise, then intermediate velocity patterns become more visible, but the full velocity range information is lost
Solution Approach 1:
The sigmoid transformation changes the parameter scaling to nonlinearly emphasize intermediate velocities. The transformation preserves the relative ordering and proportional relationships of all velocity values while redistributing their visual weight, maintaining measurement precision through the mathematical properties of the sigmoid function
3Ease of operation
If standard vector projection is used, then all velocity magnitudes are displayed uniformly, but clinically relevant intermediate patterns are obscured by extreme values
Solution Approach 1:
The patent modifies the visualization parameter by applying sigmoid scaling to velocity magnitudes. This creates a nonlinear projection where intermediate velocities are visually emphasized, making clinically relevant patterns more apparent while maintaining the overall vector field structure for ease of interpretation
Data Source
AI summary
A method includes receiving, for at least a region of an anatomical map of at least a portion of a heart, positions and respective electrophysiological (EP) wave propagation velocity vectors, the vectors having respective magnitudes. The magnitudes are nonlinearly scaled. Scaled vectors having the scaled magnitudes, are presented by being overlaid on the anatomical map.

