Average Error: 37.6 → 0.1
Time: 57.5s
Precision: 64
Internal Precision: 1344
\[R \cdot \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) \cdot \left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) + \left(\phi_1 - \phi_2\right) \cdot \left(\phi_1 - \phi_2\right)}\]
\[R \cdot \sqrt{\left((\left(\cos \left(\phi_1 \cdot \frac{1}{2}\right)\right) \cdot \left(\cos \left(\phi_2 \cdot \frac{1}{2}\right)\right) + \left(\left(-\sin \left(\phi_2 \cdot \frac{1}{2}\right)\right) \cdot \log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)\right))_* \cdot \left(\lambda_1 - \lambda_2\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^*\]

Error

Bits error versus R

Bits error versus lambda1

Bits error versus lambda2

Bits error versus phi1

Bits error versus phi2

Derivation

  1. Initial program 37.6

    \[R \cdot \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) \cdot \left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) + \left(\phi_1 - \phi_2\right) \cdot \left(\phi_1 - \phi_2\right)}\]
  2. Initial simplification3.7

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_2 + \phi_1}{2}\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  3. Using strategy rm
  4. Applied add-log-exp3.8

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \color{blue}{\log \left(e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  5. Taylor expanded around -inf 3.8

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \log \color{blue}{\left(e^{\cos \left(\frac{1}{2} \cdot \left(\phi_1 + \phi_2\right)\right)}\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  6. Using strategy rm
  7. Applied distribute-rgt-in3.8

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \log \left(e^{\cos \color{blue}{\left(\phi_1 \cdot \frac{1}{2} + \phi_2 \cdot \frac{1}{2}\right)}}\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  8. Applied cos-sum0.2

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \log \left(e^{\color{blue}{\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\phi_2 \cdot \frac{1}{2}\right) - \sin \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)}}\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  9. Applied exp-diff0.2

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \log \color{blue}{\left(\frac{e^{\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\phi_2 \cdot \frac{1}{2}\right)}}{e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)}}\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  10. Applied log-div0.2

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \color{blue}{\left(\log \left(e^{\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\phi_2 \cdot \frac{1}{2}\right)}\right) - \log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)}\right)\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  11. Simplified0.1

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \left(\color{blue}{\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\frac{1}{2} \cdot \phi_2\right)} - \log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)}\right)\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  12. Using strategy rm
  13. Applied add-log-exp0.1

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \left(\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\frac{1}{2} \cdot \phi_2\right) - \log \left(e^{\color{blue}{\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)} \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)}\right)\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  14. Applied exp-to-pow0.1

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \left(\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\frac{1}{2} \cdot \phi_2\right) - \log \color{blue}{\left({\left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)}^{\left(\sin \left(\phi_2 \cdot \frac{1}{2}\right)\right)}\right)}\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  15. Applied log-pow0.1

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \left(\cos \left(\phi_1 \cdot \frac{1}{2}\right) \cdot \cos \left(\frac{1}{2} \cdot \phi_2\right) - \color{blue}{\sin \left(\phi_2 \cdot \frac{1}{2}\right) \cdot \log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)}\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  16. Applied prod-diff0.1

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \color{blue}{\left((\left(\cos \left(\phi_1 \cdot \frac{1}{2}\right)\right) \cdot \left(\cos \left(\frac{1}{2} \cdot \phi_2\right)\right) + \left(-\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)\right))_* + (\left(-\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)\right) \cdot \left(\sin \left(\phi_2 \cdot \frac{1}{2}\right)\right) + \left(\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)\right))_*\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  17. Applied distribute-lft-in0.1

    \[\leadsto \sqrt{\color{blue}{\left(\left(\lambda_1 - \lambda_2\right) \cdot (\left(\cos \left(\phi_1 \cdot \frac{1}{2}\right)\right) \cdot \left(\cos \left(\frac{1}{2} \cdot \phi_2\right)\right) + \left(-\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)\right))_* + \left(\lambda_1 - \lambda_2\right) \cdot (\left(-\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)\right) \cdot \left(\sin \left(\phi_2 \cdot \frac{1}{2}\right)\right) + \left(\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)\right))_*\right)}^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  18. Simplified0.1

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot (\left(\cos \left(\phi_1 \cdot \frac{1}{2}\right)\right) \cdot \left(\cos \left(\frac{1}{2} \cdot \phi_2\right)\right) + \left(-\log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right) \cdot \sin \left(\phi_2 \cdot \frac{1}{2}\right)\right))_* + \color{blue}{0}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  19. Final simplification0.1

    \[\leadsto R \cdot \sqrt{\left((\left(\cos \left(\phi_1 \cdot \frac{1}{2}\right)\right) \cdot \left(\cos \left(\phi_2 \cdot \frac{1}{2}\right)\right) + \left(\left(-\sin \left(\phi_2 \cdot \frac{1}{2}\right)\right) \cdot \log \left(e^{\sin \left(\phi_1 \cdot \frac{1}{2}\right)}\right)\right))_* \cdot \left(\lambda_1 - \lambda_2\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^*\]

Runtime

Time bar (total: 57.5s)Debug logProfile

herbie shell --seed 2018273 +o rules:numerics
(FPCore (R lambda1 lambda2 phi1 phi2)
  :name "Equirectangular approximation to distance on a great circle"
  (* R (sqrt (+ (* (* (- lambda1 lambda2) (cos (/ (+ phi1 phi2) 2))) (* (- lambda1 lambda2) (cos (/ (+ phi1 phi2) 2)))) (* (- phi1 phi2) (- phi1 phi2))))))