Final decision: use a linear displacement only and ignore path curvature — but that defeats the model. - AIKO, infinite ways to autonomy.

Understanding the Context

Why Linear Displacement Seems Enticing

Linear displacement assumes motion follows straight-line paths between waypoints—simple to compute, easy to implement, and computationally lightweight. In applications like basic robotics, flight path modeling, or linear toolpathing, this approach may suffice. Removing curvature simplifies mathematical formulations, reduces data complexity, and eliminates the need for differential geometry or high-order interpolation.

For engineers and developers focused on speed or prototyping, linear-only models appear efficient. They cut processing overhead and align well with discrete or grid-based systems.

Key Insights

The Hidden Cost of Ignoring Curvature

Yet, real-world motion is rarely perfectly linear. Ignoring path curvature causes significant deviations from true trajectories. Edges and corners introduce sudden changes in direction—critical in autonomous navigation, machining, or animation. By flatly displacing without curvature, the model:

• Distorts precision: Curve adherence fails, leading to rough endpoints and misaligned trajectories.
  
• Undermines realism: Natural motion involves smooth acceleration and deceleration along curves; linear assumptions create jerky, unnatural movement.
  
• Breaks modeling validity: Advanced simulations require curvature integration to capture forces, dynamics, or perceptual fidelity—linear-only models lose this essential layer.
  
• Diminishes robustness: Real systems operate on curved paths; a model ignoring curvature cannot adapt, leading to errors in prediction or control.

When Linearity May Still Apply — And When It Doesn’t

Final Thoughts

Linear displacement is reasonable only in narrow contexts—such as initial trajectory estimates, low-tolerance environments, or controlled lab settings with minimal turning. But in dynamic, complex, or high-fidelity applications like self-driving cars, robotic arms, or 3D animations, curvature is not optional—it’s fundamental.

Conclusion: Keep Curvature in the Model

The temptation to streamline with linear-only displacement is understandable, but ignoring path curvature is a shortcut that sacrifices core performance and accuracy. To build reliable, realistic models, embrace full path geometry, including curvature—its inclusion strengthens simulation fidelity and leads to better design and control decisions.

Final Decision: Do not use linear displacement alone and ignore curvature. Modern applications demand path curvature for precision, realism, and robustness. Models that honor the true trajectory trajectory outperform those stripped of it—no matter how simple simplicity may seem.