Direct transformation of coordinates for GPS positioning using the techniques of genetic programming and symbolic regression on partitioned data.
Chih‐Hung Wu, Hung-Ju Chou, Wei-Han Su · 2007
Transformation of coordinates usually invokes level-wised processes wherein several sets of complicated equations are calculated. Unfortunately, the accuracy may be corrupted due to the accumulation of inevitable errors between the transformation processes. This paper presents a genetic-based method for generating regressive models for direct transformation from GPS signals to 2-D coordinates. Since target coordinates for a GPS application can be obtained by using simpler transformation formulas, the computational costs and inaccuracy can be reduced. From the experimental results where the target datums TWD67 is investigated, it seems that the proposed method can serve as a direct and feasible solution to the transformation of GPS coordinates. Keywords Soft-computing, symbolic regression, genetic programming, GPS, regression, coordinate system 1