gsLanczosMatrix.h

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#pragma once
 
namespace gismo
{
 
template<class T>
class gsLanczosMatrix
{
public:
 
    gsLanczosMatrix(const std::vector<T> & gamma, const std::vector<T> & delta)
     : m_gamma(gamma), m_delta(delta), m_n(m_delta.size())
    { GISMO_ASSERT( m_delta.size() == m_gamma.size() + 1, "Size mismatch." ); }
 
    T maxEigenvalue(index_t maxIter = 20, T tol = 1.e-6)
    {
        if (m_n==1)
            return m_delta[0];
 
        // Use Gerschgorin theorem to compute upper bound for eigenvalues
        T x0 = 0;
        for (size_t i=0;i<m_n;++i)
        {
            const T tmp = math::abs(m_delta[i])
                        + ( i<m_n-1 ? math::abs(m_gamma[i])   : (T)(0) )
                        + ( i>0     ? math::abs(m_gamma[i-1]) : (T)(0) );
            if (tmp>x0) x0 = tmp;
        }
 
        return newtonIteration(x0, maxIter, tol);
    }
 
    T minEigenvalue(index_t maxIter = 20, T tol = 1.e-6)
    {
        if (m_n==1)
            return m_delta[0];
 
        T x0 = 0;
        return newtonIteration(x0, maxIter, tol);
    }
 
    gsSparseMatrix<T> matrix()
    {
        gsSparseMatrix<T> L(m_n,m_n);
        gsSparseEntries<T> list;
        list.reserve(3*m_n);
 
        list.add(0,0,m_delta[0]);
        for (size_t i = 1; i<m_n;i++)
        {
            list.add(i,i-1,m_gamma[i-1]);
            list.add(i-1,i,m_gamma[i-1]);
            list.add(i,i,m_delta[i]);
        }
        L.setFrom(list);
        return L;
    }
 
private:
 
    std::pair<T,T> eval( T lambda )
    {
        std::vector<T> value(m_n+1);
        std::vector<T> deriv(m_n+1);
 
        value[0] = (T)(1);
        value[1] = m_delta[0]-lambda;
        deriv[0] = (T)(0);
        deriv[1] = (T)(-1);
        for (size_t k=2; k<m_n+1; ++k)
        {
            value[k] = (m_delta[k-1]-lambda) * value[k-1] - m_gamma[k-2]*m_gamma[k-2]*value[k-2];
            deriv[k] = (m_delta[k-1]-lambda) * deriv[k-1] - value[k-1] - m_gamma[k-2]*m_gamma[k-2]*deriv[k-2];
        }
        return std::pair<T,T>(value[m_n],deriv[m_n]);
    }
 
    T newtonIteration(T x0, index_t maxIter, T tol)
    {
        index_t iter = 0;
        T res = 1;
        T x_old = x0;
        T x_new = x0;
        while (iter < maxIter && res > tol)
        {
            const std::pair<T,T> ev = eval(x_old);
            const T& value = ev.first;
            const T& deriv = ev.second;
 
            x_new = x_old - value/deriv;
            res = math::abs(x_old - x_new);
 
            x_old = x_new;
            iter++;
        }
        return x_new;
    }
 
private:
    const std::vector<T>& m_gamma;
    const std::vector<T>& m_delta;
    size_t m_n;
};
 
} // namespace gismo