openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
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// This file is part of Eigen, a lightweight C++ template library
// for linear algebra.
//
// Copyright (C) 2010 Manuel Yguel <manuel.yguel@gmail.com>
//
// This Source Code Form is subject to the terms of the Mozilla
// Public License v. 2.0. If a copy of the MPL was not distributed
// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
#ifndef EIGEN_POLYNOMIAL_UTILS_H
#define EIGEN_POLYNOMIAL_UTILS_H
namespace Eigen {
/** \ingroup Polynomials_Module
* \returns the evaluation of the polynomial at x using Horner algorithm.
*
* \param[in] poly : the vector of coefficients of the polynomial ordered
* by degrees i.e. poly[i] is the coefficient of degree i of the polynomial
* e.g. \f$ 1 + 3x^2 \f$ is stored as a vector \f$ [ 1, 0, 3 ] \f$.
* \param[in] x : the value to evaluate the polynomial at.
*
* <i><b>Note for stability:</b></i>
* <dd> \f$ |x| \le 1 \f$ </dd>
*/
template <typename Polynomials, typename T>
inline
T poly_eval_horner( const Polynomials& poly, const T& x )
{
T val=poly[poly.size()-1];
for(DenseIndex i=poly.size()-2; i>=0; --i ){
val = val*x + poly[i]; }
return val;
}
/** \ingroup Polynomials_Module
* \returns the evaluation of the polynomial at x using stabilized Horner algorithm.
*
* \param[in] poly : the vector of coefficients of the polynomial ordered
* by degrees i.e. poly[i] is the coefficient of degree i of the polynomial
* e.g. \f$ 1 + 3x^2 \f$ is stored as a vector \f$ [ 1, 0, 3 ] \f$.
* \param[in] x : the value to evaluate the polynomial at.
*/
template <typename Polynomials, typename T>
inline
T poly_eval( const Polynomials& poly, const T& x )
{
typedef typename NumTraits<T>::Real Real;
if( numext::abs2( x ) <= Real(1) ){
return poly_eval_horner( poly, x ); }
else
{
T val=poly[0];
T inv_x = T(1)/x;
for( DenseIndex i=1; i<poly.size(); ++i ){
val = val*inv_x + poly[i]; }
return numext::pow(x,(T)(poly.size()-1)) * val;
}
}
/** \ingroup Polynomials_Module
* \returns a maximum bound for the absolute value of any root of the polynomial.
*
* \param[in] poly : the vector of coefficients of the polynomial ordered
* by degrees i.e. poly[i] is the coefficient of degree i of the polynomial
* e.g. \f$ 1 + 3x^2 \f$ is stored as a vector \f$ [ 1, 0, 3 ] \f$.
*
* <i><b>Precondition:</b></i>
* <dd> the leading coefficient of the input polynomial poly must be non zero </dd>
*/
template <typename Polynomial>
inline
typename NumTraits<typename Polynomial::Scalar>::Real cauchy_max_bound( const Polynomial& poly )
{
using std::abs;
typedef typename Polynomial::Scalar Scalar;
typedef typename NumTraits<Scalar>::Real Real;
eigen_assert( Scalar(0) != poly[poly.size()-1] );
const Scalar inv_leading_coeff = Scalar(1)/poly[poly.size()-1];
Real cb(0);
for( DenseIndex i=0; i<poly.size()-1; ++i ){
cb += abs(poly[i]*inv_leading_coeff); }
return cb + Real(1);
}
/** \ingroup Polynomials_Module
* \returns a minimum bound for the absolute value of any non zero root of the polynomial.
* \param[in] poly : the vector of coefficients of the polynomial ordered
* by degrees i.e. poly[i] is the coefficient of degree i of the polynomial
* e.g. \f$ 1 + 3x^2 \f$ is stored as a vector \f$ [ 1, 0, 3 ] \f$.
*/
template <typename Polynomial>
inline
typename NumTraits<typename Polynomial::Scalar>::Real cauchy_min_bound( const Polynomial& poly )
{
using std::abs;
typedef typename Polynomial::Scalar Scalar;
typedef typename NumTraits<Scalar>::Real Real;
DenseIndex i=0;
while( i<poly.size()-1 && Scalar(0) == poly(i) ){ ++i; }
if( poly.size()-1 == i ){
return Real(1); }
const Scalar inv_min_coeff = Scalar(1)/poly[i];
Real cb(1);
for( DenseIndex j=i+1; j<poly.size(); ++j ){
cb += abs(poly[j]*inv_min_coeff); }
return Real(1)/cb;
}
/** \ingroup Polynomials_Module
* Given the roots of a polynomial compute the coefficients in the
* monomial basis of the monic polynomial with same roots and minimal degree.
* If RootVector is a vector of complexes, Polynomial should also be a vector
* of complexes.
* \param[in] rv : a vector containing the roots of a polynomial.
* \param[out] poly : the vector of coefficients of the polynomial ordered
* by degrees i.e. poly[i] is the coefficient of degree i of the polynomial
* e.g. \f$ 3 + x^2 \f$ is stored as a vector \f$ [ 3, 0, 1 ] \f$.
*/
template <typename RootVector, typename Polynomial>
void roots_to_monicPolynomial( const RootVector& rv, Polynomial& poly )
{
typedef typename Polynomial::Scalar Scalar;
poly.setZero( rv.size()+1 );
poly[0] = -rv[0]; poly[1] = Scalar(1);
for( DenseIndex i=1; i< rv.size(); ++i )
{
for( DenseIndex j=i+1; j>0; --j ){ poly[j] = poly[j-1] - rv[i]*poly[j]; }
poly[0] = -rv[i]*poly[0];
}
}
} // end namespace Eigen
#endif // EIGEN_POLYNOMIAL_UTILS_H