Trajectory prediction dimensionality reduction for low-cost connected automated vehicle systems

•Propose interpretable dimensionality reduction techniques in trajectory prediction.•Piecewise Taylor series approximation and piecewise Fourier series approximation.•Reduce device cost and computing energy consumption by simplifying computation.•Verify the techniques’ effectiveness by comparing them with benchmarks.•Prove the techniques’ robustness against data noises.