diff --git a/doc/source/users/user_manual/modules/model.rst b/doc/source/users/user_manual/modules/model.rst index 7b8ffe0..9118e68 100644 --- a/doc/source/users/user_manual/modules/model.rst +++ b/doc/source/users/user_manual/modules/model.rst @@ -423,6 +423,33 @@ The XML format for specifying an exponentially cut-off power law is: +An alternative exponentially cut-off power law function is defined by the +:doxy:`GModelSpectralExpPlaw2` class which makes use of the inverse of the +cut-off energy for function parametrisation: + +.. math:: + \frac{dN}{dE} = k_0 \left( \frac{E}{E_0} \right)^{\gamma} + \exp \left( -\lambda E \right) + +where the parameters in the XML definition have the following mappings: + +* :math:`k_0` = ``Prefactor`` +* :math:`\gamma` = ``Index`` +* :math:`E_0` = ``Scale`` +* :math:`\lambda` = ``lambda`` + +The XML format for specifying an exponentially cut-off power law using this +alternative parametrisation is: + +.. code-block:: xml + + + + + + + + Super exponentially cut-off power law ===================================== diff --git a/include/GModelSpectralExpPlaw2.hpp b/include/GModelSpectralExpPlaw2.hpp new file mode 100644 index 0000000..83dc718 --- /dev/null +++ b/include/GModelSpectralExpPlaw2.hpp @@ -0,0 +1,321 @@ +/*************************************************************************** + * GModelSpectralExpPlaw.hpp - Exponential cut off power law model * + * ----------------------------------------------------------------------- * + * copyright (C) 2010-2016 by Juergen Knoedlseder * + * ----------------------------------------------------------------------- * + * * + * This program is free software: you can redistribute it and/or modify * + * it under the terms of the GNU General Public License as published by * + * the Free Software Foundation, either version 3 of the License, or * + * (at your option) any later version. * + * * + * This program is distributed in the hope that it will be useful, * + * but WITHOUT ANY WARRANTY; without even the implied warranty of * + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * + * GNU General Public License for more details. * + * * + * You should have received a copy of the GNU General Public License * + * along with this program. If not, see . * + * * + ***************************************************************************/ +/** + * @file GModelSpectralExpPlaw2.hpp + * @brief Exponential cut off power law spectral class interface definition + * @author Juergen Knoedlseder + */ + +#ifndef GMODELSPECTRALEXPPLAW2_HPP +#define GMODELSPECTRALEXPPLAW2_HPP + +/* __ Includes ___________________________________________________________ */ +#include +#include "GModelSpectral.hpp" +#include "GFunction.hpp" +#include "GModelPar.hpp" +#include "GEnergy.hpp" + +/* __ Forward declarations _______________________________________________ */ +class GRan; +class GTime; +class GXmlElement; + + +/***********************************************************************//** + * @class GModelSpectralExpPlaw2 + * + * @brief Exponential cut off power law spectral class + * + * This class implements a power law spectrum with exponential cut off. The + * model is defined by + * + * \f[ + * S_{\rm E}(E | t) = {\tt m\_norm} + * \left( \frac{E}{\tt m\_pivot} \right)^{\tt m\_index} + * \exp \left( -{\tt m\_lamda}*E \right) + * \f] + * + * where + * - \f${\tt m\_norm}\f$ is the normalization or prefactor, + * - \f${\tt m\_pivot}\f$ is the pivot energy, + * - \f${\tt m\_index}\f$ is the spectral index, and + * - \f${\tt m\_lambda}\f$ is the cut-off parameter (1/cut-off energy). + ***************************************************************************/ +class GModelSpectralExpPlaw2 : public GModelSpectral { + +public: + // Constructors and destructors + GModelSpectralExpPlaw2(void); + explicit GModelSpectralExpPlaw2(const double& prefactor, + const double& index, + const GEnergy& pivot, + const double& lambda); + explicit GModelSpectralExpPlaw2(const GXmlElement& xml); + GModelSpectralExpPlaw2(const GModelSpectralExpPlaw2& model); + virtual ~GModelSpectralExpPlaw2(void); + + // Operators + virtual GModelSpectralExpPlaw2& operator=(const GModelSpectralExpPlaw2& model); + + // Implemented pure virtual methods + virtual void clear(void); + virtual GModelSpectralExpPlaw2* clone(void) const; + virtual std::string classname(void) const; + virtual std::string type(void) const; + virtual double eval(const GEnergy& srcEng, + const GTime& srcTime = GTime()) const; + virtual double eval_gradients(const GEnergy& srcEng, + const GTime& srcTime = GTime()); + virtual double flux(const GEnergy& emin, + const GEnergy& emax) const; + virtual double eflux(const GEnergy& emin, + const GEnergy& emax) const; + virtual GEnergy mc(const GEnergy& emin, + const GEnergy& emax, + const GTime& time, + GRan& ran) const; + virtual void read(const GXmlElement& xml); + virtual void write(GXmlElement& xml) const; + virtual std::string print(const GChatter& chatter = NORMAL) const; + + // Other methods + double prefactor(void) const; + void prefactor(const double& prefactor); + double index(void) const; + void index(const double& index); + double lambda(void) const; + void lambda(const double& lambda); + GEnergy pivot(void) const; + void pivot(const GEnergy& pivot); + +protected: + // Protected methods + void init_members(void); + void copy_members(const GModelSpectralExpPlaw2& model); + void free_members(void); + void update_eval_cache(const GEnergy& energy) const; + void update_mc_cache(const GEnergy& emin, const GEnergy& emax) const; + + // Photon flux integration kernel + class flux_kernel : public GFunction { + public: + flux_kernel(const double& norm, + const double& index, + const double& pivot, + const double& lambda) : + m_norm(norm), + m_index(index), + m_inv_pivot(1.0/pivot), + m_lambda(lambda) {} + double eval(const double& eng); + protected: + double m_norm; //!< Normalization + double m_index; //!< Index + double m_inv_pivot; //!< 1 / Pivot energy + double m_lambda; //!< Cut-off parameter + }; + + // Energy flux integration kernel + class eflux_kernel : public GFunction { + public: + eflux_kernel(const double& norm, + const double& index, + const double& pivot, + const double& lambda) : + m_norm(norm), + m_index(index), + m_inv_pivot(1.0/pivot), + m_lambda(lambda) {} + double eval(const double& eng); + protected: + double m_norm; //!< Normalization + double m_index; //!< Index + double m_inv_pivot; //!< 1 / Pivot energy + double m_lambda; //!< Cut-off parameter + }; + + // Protected members + GModelPar m_norm; //!< Normalization factor + GModelPar m_index; //!< Spectral index + GModelPar m_lambda; //!< Cut-off parameter + GModelPar m_pivot; //!< Pivot energy + + // Cached members used for pre-computations + mutable GEnergy m_last_energy; //!< Last energy value + mutable double m_last_index; //!< Last index parameter + mutable double m_last_lambda; //!< Last cut-off parameter + mutable double m_last_pivot; //!< Last pivot parameter + mutable double m_last_e_norm; //!< Last E/Epivot value + mutable double m_last_e_lambda; //!< Last E*lambda value + mutable double m_last_power; //!< Last power value + mutable double m_mc_emin; //!< Minimum energy + mutable double m_mc_emax; //!< Maximum energy + mutable double m_mc_exponent; //!< Exponent (index+1) + mutable double m_mc_pow_emin; //!< Power of minimum energy + mutable double m_mc_pow_ewidth; //!< Power of energy width +}; + + +/***********************************************************************//** + * @brief Return class name + * + * @return String containing the class name ("GModelSpectralExpPlaw2"). + ***************************************************************************/ +inline +std::string GModelSpectralExpPlaw2::classname(void) const +{ + return ("GModelSpectralExpPlaw2"); +} + + +/***********************************************************************//** + * @brief Return model type + * + * @return "ExpCutoff2". + * + * Returns the type of the exponentially cut off power law model. + ***************************************************************************/ +inline +std::string GModelSpectralExpPlaw2::type(void) const +{ + return "ExpCutoff2"; +} + + +/***********************************************************************//** + * @brief Return pre factor + * + * @return Pre factor (ph/cm2/s/MeV). + * + * Returns the pre factor. + ***************************************************************************/ +inline +double GModelSpectralExpPlaw2::prefactor(void) const +{ + return (m_norm.value()); +} + + +/***********************************************************************//** + * @brief Set pre factor + * + * @param[in] prefactor Pre factor (ph/cm2/s/MeV). + * + * Sets the pre factor. + ***************************************************************************/ +inline +void GModelSpectralExpPlaw2::prefactor(const double& prefactor) +{ + m_norm.value(prefactor); + return; +} + + +/***********************************************************************//** + * @brief Return power law index + * + * @return Power law index. + * + * Returns the power law index. + ***************************************************************************/ +inline +double GModelSpectralExpPlaw2::index(void) const +{ + return (m_index.value()); +} + + +/***********************************************************************//** + * @brief Set power law index + * + * @param[in] index Power law index. + * + * Sets the power law index. + ***************************************************************************/ +inline +void GModelSpectralExpPlaw2::index(const double& index) +{ + m_index.value(index); + return; +} + + +/***********************************************************************//** + * @brief Return pivot energy + * + * @return Pivot energy. + * + * Returns the pivot energy. + ***************************************************************************/ +inline +GEnergy GModelSpectralExpPlaw2::pivot(void) const +{ + GEnergy energy; + energy.MeV(m_pivot.value()); + return energy; +} + + +/***********************************************************************//** + * @brief Set pivot energy + * + * @param[in] pivot Pivot energy. + * + * Sets the pivot energy. + ***************************************************************************/ +inline +void GModelSpectralExpPlaw2::pivot(const GEnergy& pivot) +{ + m_pivot.value(pivot.MeV()); + return; +} + + +/***********************************************************************//** + * @brief Return exponential cut-off parameter + * + * @return Exponential cut-off parameter. + * + * Returns the exponential cut-off parameter. + ***************************************************************************/ +inline +double GModelSpectralExpPlaw2::lambda(void) const +{ + return (m_lambda.value()); +} + + +/***********************************************************************//** + * @brief Set exponential cut-off parameter + * + * @param[in] lambda Exponential cut-off parameter. + * + * Sets the exponential cut-off parameter. + ***************************************************************************/ +inline +void GModelSpectralExpPlaw2::lambda(const double& lambda) +{ + m_lambda.value(lambda); + return; +} + +#endif /* GMODELSPECTRALEXPPLAW2_HPP */ diff --git a/include/GammaLib.hpp b/include/GammaLib.hpp index 5de31eb..4d275dc 100644 --- a/include/GammaLib.hpp +++ b/include/GammaLib.hpp @@ -209,6 +209,7 @@ #include "GModelSpectralBrokenPlaw.hpp" #include "GModelSpectralConst.hpp" #include "GModelSpectralExpPlaw.hpp" +#include "GModelSpectralExpPlaw2.hpp" #include "GModelSpectralSuperExpPlaw.hpp" #include "GModelSpectralFunc.hpp" #include "GModelSpectralGauss.hpp" diff --git a/include/Makefile.am b/include/Makefile.am index a711aa9..fd26f1a 100644 --- a/include/Makefile.am +++ b/include/Makefile.am @@ -146,6 +146,7 @@ pkginclude_HEADERS = GammaLib.hpp \ GModelSpectralBrokenPlaw.hpp \ GModelSpectralConst.hpp \ GModelSpectralExpPlaw.hpp \ + GModelSpectralExpPlaw2.hpp \ GModelSpectralSuperExpPlaw.hpp \ GModelSpectralFunc.hpp \ GModelSpectralGauss.hpp \ diff --git a/pyext/GModelSpectralExpPlaw2.i b/pyext/GModelSpectralExpPlaw2.i new file mode 100644 index 0000000..b9cc4c9 --- /dev/null +++ b/pyext/GModelSpectralExpPlaw2.i @@ -0,0 +1,93 @@ +/*************************************************************************** + * GModelSpectralExpPlaw.i - Exponential cut off power law model * + * ----------------------------------------------------------------------- * + * copyright (C) 2009-2016 by Juergen Knoedlseder * + * ----------------------------------------------------------------------- * + * * + * This program is free software: you can redistribute it and/or modify * + * it under the terms of the GNU General Public License as published by * + * the Free Software Foundation, either version 3 of the License, or * + * (at your option) any later version. * + * * + * This program is distributed in the hope that it will be useful, * + * but WITHOUT ANY WARRANTY; without even the implied warranty of * + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * + * GNU General Public License for more details. * + * * + * You should have received a copy of the GNU General Public License * + * along with this program. If not, see . * + * * + ***************************************************************************/ +/** + * @file GModelSpectralExpPlaw2.i + * @brief Exponential cut off power law spectral class interface definition + * @author Juergen Knoedlseder + */ +%{ +/* Put headers and other declarations here that are needed for compilation */ +#include "GModelSpectralExpPlaw2.hpp" +%} + + +/***********************************************************************//** + * @class GModelSpectralExpPlaw2 + * + * @brief Exponential cut off power law spectral class + ***************************************************************************/ +class GModelSpectralExpPlaw2 : public GModelSpectral { + +public: + // Constructors and destructors + GModelSpectralExpPlaw2(void); + explicit GModelSpectralExpPlaw2(const double& prefactor, + const double& index, + const GEnergy& pivot, + const double& lambda); + explicit GModelSpectralExpPlaw2(const GXmlElement& xml); + GModelSpectralExpPlaw2(const GModelSpectralExpPlaw2& model); + virtual ~GModelSpectralExpPlaw2(void); + + // Operators + virtual GModelSpectralExpPlaw2& operator=(const GModelSpectralExpPlaw2& model); + + // Implemented pure virtual methods + virtual void clear(void); + virtual GModelSpectralExpPlaw2* clone(void) const; + virtual std::string classname(void) const; + virtual std::string type(void) const; + virtual double eval(const GEnergy& srcEng, + const GTime& srcTime = GTime()) const; + virtual double eval_gradients(const GEnergy& srcEng, + const GTime& srcTime = GTime()); + virtual double flux(const GEnergy& emin, + const GEnergy& emax) const; + virtual double eflux(const GEnergy& emin, + const GEnergy& emax) const; + virtual GEnergy mc(const GEnergy& emin, + const GEnergy& emax, + const GTime& time, + GRan& ran) const; + virtual void read(const GXmlElement& xml); + virtual void write(GXmlElement& xml) const; + virtual std::string print(const GChatter& chatter = NORMAL) const; + + // Other methods + double prefactor(void) const; + void prefactor(const double& prefactor); + double index(void) const; + void index(const double& index); + double lambda(void) const; + void lambda(const double& lambda); + GEnergy pivot(void) const; + void pivot(const GEnergy& pivot); +}; + + +/***********************************************************************//** + * @brief GModelSpectralExpPlaw2 class extension + ***************************************************************************/ +%extend GModelSpectralExpPlaw2 { + GModelSpectralExpPlaw2 copy() { + return (*self); + } +}; diff --git a/pyext/gammalib/model.i b/pyext/gammalib/model.i index d17a4a2..381fe3f 100644 --- a/pyext/gammalib/model.i +++ b/pyext/gammalib/model.i @@ -146,6 +146,7 @@ %include "GModelSpectralBrokenPlaw.i" %include "GModelSpectralConst.i" %include "GModelSpectralExpPlaw.i" +%include "GModelSpectralExpPlaw2.i" %include "GModelSpectralSuperExpPlaw.i" %include "GModelSpectralFunc.i" %include "GModelSpectralGauss.i" diff --git a/src/model/GModelSpectralExpPlaw2.cpp b/src/model/GModelSpectralExpPlaw2.cpp new file mode 100644 index 0000000..618ee9e --- /dev/null +++ b/src/model/GModelSpectralExpPlaw2.cpp @@ -0,0 +1,1014 @@ +/*************************************************************************** + * GModelSpectralExpPlaw.cpp - Exponential cut off power law model * + * ----------------------------------------------------------------------- * + * copyright (C) 2010-2016 by Juergen Knoedlseder * + * ----------------------------------------------------------------------- * + * * + * This program is free software: you can redistribute it and/or modify * + * it under the terms of the GNU General Public License as published by * + * the Free Software Foundation, either version 3 of the License, or * + * (at your option) any later version. * + * * + * This program is distributed in the hope that it will be useful, * + * but WITHOUT ANY WARRANTY; without even the implied warranty of * + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * + * GNU General Public License for more details. * + * * + * You should have received a copy of the GNU General Public License * + * along with this program. If not, see . * + * * + ***************************************************************************/ +/** + * @file GModelSpectralExpPlaw2.cpp + * @brief Exponential cut off power law spectral class implementation + * @author Juergen Knoedlseder + */ + +/* __ Includes ___________________________________________________________ */ +#ifdef HAVE_CONFIG_H +#include +#endif +#include +#include "GException.hpp" +#include "GTools.hpp" +#include "GRan.hpp" +#include "GIntegral.hpp" +#include "GModelSpectralExpPlaw2.hpp" +#include "GModelSpectralRegistry.hpp" + +/* __ Constants __________________________________________________________ */ + +/* __ Globals ____________________________________________________________ */ +const GModelSpectralExpPlaw2 g_spectral_expplaw2_seed; +const GModelSpectralRegistry g_spectral_expplaw2_registry(&g_spectral_expplaw2_seed); + +/* __ Method name definitions ____________________________________________ */ +#define G_MC "GModelSpectralExpPlaw2::mc(GEnergy&, GEnergy&, GTime&, GRan&)" +#define G_READ "GModelSpectralExpPlaw2::read(GXmlElement&)" +#define G_WRITE "GModelSpectralExpPlaw2::write(GXmlElement&)" + +/* __ Macros _____________________________________________________________ */ + +/* __ Coding definitions _________________________________________________ */ + +/* __ Debug definitions __________________________________________________ */ + + +/*========================================================================== + = = + = Constructors/destructors = + = = + ==========================================================================*/ + +/***********************************************************************//** + * @brief Void constructor + ***************************************************************************/ +GModelSpectralExpPlaw2::GModelSpectralExpPlaw2(void) : GModelSpectral() +{ + // Initialise members + init_members(); + + // Return + return; +} + + +/***********************************************************************//** + * @brief Constructor + * + * @param[in] prefactor Pre factor normalization (ph/cm2/s/MeV). + * @param[in] index Power law index. + * @param[in] pivot Pivot energy. + * @param[in] lambda Cut-off parameter. + * + * Construct an exponentially cut off power law from + * - a prefactor value (in units of ph/cm2/s/MeV) + * - a spectral index, + * - a pivot energy, and + * - a cut-off parameter lambda. + ***************************************************************************/ +GModelSpectralExpPlaw2::GModelSpectralExpPlaw2(const double& prefactor, + const double& index, + const GEnergy& pivot, + const double & lambda) : + GModelSpectral() +{ + // Initialise members + init_members(); + + // Set parameters + m_norm.value(prefactor); + m_index.value(index); + m_pivot.value(pivot.MeV()); // Internally stored in MeV + m_lambda.value(lambda); // Internally stored in 1/MeV + + // Autoscale parameters + autoscale(); + + // Return + return; +} + + +/***********************************************************************//** + * @brief XML constructor + * + * @param[in] xml XML element. + * + * Constructs an exponentially cut off power law spectral model by extracting + * information from an XML element. See the read() method for more + * information about the expected structure of the XML element. + ***************************************************************************/ +GModelSpectralExpPlaw2::GModelSpectralExpPlaw2(const GXmlElement& xml) : + GModelSpectral() +{ + // Initialise members + init_members(); + + // Read information from XML element + read(xml); + + // Return + return; +} + + +/***********************************************************************//** + * @brief Copy constructor + * + * @param[in] model Exponentially cut off power law model. + ***************************************************************************/ +GModelSpectralExpPlaw2::GModelSpectralExpPlaw2(const GModelSpectralExpPlaw2& model) : + GModelSpectral(model) +{ + // Initialise members + init_members(); + + // Copy members + copy_members(model); + + // Return + return; +} + + +/***********************************************************************//** + * @brief Destructor + ***************************************************************************/ +GModelSpectralExpPlaw2::~GModelSpectralExpPlaw2(void) +{ + // Free members + free_members(); + + // Return + return; +} + + +/*========================================================================== + = = + = Operators = + = = + ==========================================================================*/ + +/***********************************************************************//** + * @brief Assignment operator + * + * @param[in] model Exponentially cut off power law model. + * @return Exponentially cut off power law model. + ***************************************************************************/ +GModelSpectralExpPlaw2& GModelSpectralExpPlaw2::operator=(const GModelSpectralExpPlaw2& model) +{ + // Execute only if object is not identical + if (this != &model) { + + // Copy base class members + this->GModelSpectral::operator=(model); + + // Free members + free_members(); + + // Initialise members + init_members(); + + // Copy members + copy_members(model); + + } // endif: object was not identical + + // Return + return *this; +} + + +/*========================================================================== + = = + = Public methods = + = = + ==========================================================================*/ + +/***********************************************************************//** + * @brief Clear exponentially cut off power law model + ***************************************************************************/ +void GModelSpectralExpPlaw2::clear(void) +{ + // Free class members (base and derived classes, derived class first) + free_members(); + this->GModelSpectral::free_members(); + + // Initialise members + this->GModelSpectral::init_members(); + init_members(); + + // Return + return; +} + + +/***********************************************************************//** + * @brief Clone exponentially cut off power law model + * + * @return Pointer to deep copy of exponentially cut off power law model. + ***************************************************************************/ +GModelSpectralExpPlaw2* GModelSpectralExpPlaw2::clone(void) const +{ + // Clone exponentially cut off power law model + return new GModelSpectralExpPlaw2(*this); +} + + +/***********************************************************************//** + * @brief Evaluate function + * + * @param[in] srcEng True photon energy. + * @param[in] srcTime True photon arrival time. + * @return Model value. + * + * Evaluates + * + * \f[ + * S_{\rm E}(E | t) = {\tt m\_norm} + * \left( \frac{E}{\tt m\_pivot} \right)^{\tt m\_index} + * \exp \left( -{\tt m\_lamda}*E \right) + * \f] + * + * where + * - \f${\tt m\_norm}\f$ is the normalization or prefactor, + * - \f${\tt m\_pivot}\f$ is the pivot energy, + * - \f${\tt m\_index}\f$ is the spectral index, and + * - \f${\tt m\_lambda}\f$ is the cut-off parameter. + * + * @todo The method expects that pivot!=0. Otherwise Inf or NaN + * may result. We should add a test that prevents using invalid + * values. + ***************************************************************************/ +double GModelSpectralExpPlaw2::eval(const GEnergy& srcEng, + const GTime& srcTime) const +{ + // Update the evaluation cache + update_eval_cache(srcEng); + + // Compute function value + double value = m_norm.value() * m_last_power; + + // Compile option: Check for NaN/Inf + #if defined(G_NAN_CHECK) + if (gammalib::is_notanumber(value) || gammalib::is_infinite(value)) { + std::cout << "*** ERROR: GModelSpectralExpPlaw::eval"; + std::cout << "(srcEng=" << srcEng; + std::cout << ", srcTime=" << srcTime << "):"; + std::cout << " NaN/Inf encountered"; + std::cout << " (value=" << value; + std::cout << ", power=" << m_last_power; + std::cout << ")" << std::endl; + } + #endif + + // Return + return value; +} + + +/***********************************************************************//** + * @brief Evaluate function and gradients + * + * @param[in] srcEng True photon energy. + * @param[in] srcTime True photon arrival time. + * @return Model value. + * + * Evaluates + * + * \f[ + * S_{\rm E}(E | t) = {\tt m\_norm} + * \left( \frac{E}{\tt m\_pivot} \right)^{\tt m\_index} + * \exp \left( -{\tt m\_lamda}*E \right) + * \f] + * + * where + * - \f${\tt m\_norm}\f$ is the normalization or prefactor, + * - \f${\tt m\_pivot}\f$ is the pivot energy, + * - \f${\tt m\_index}\f$ is the spectral index, and + * - \f${\tt m\_lambda}\f$ is the cut-off parameter. + * + * The method also evaluates the partial derivatives of the model with + * respect to the parameters using + * + * \f[ + * \frac{\delta S_{\rm E}(E | t)}{\delta {\tt m\_norm}} = + * \frac{S_{\rm E}(E | t)}{{\tt m\_norm}} + * \f] + * + * \f[ + * \frac{\delta S_{\rm E}(E | t)}{\delta {\tt m\_index}} = + * S_{\rm E}(E | t) \, \ln(E/{\tt m_pivot}) + * \f] + * + * \f[ + * \frac{\delta S_{\rm E}(E | t)}{\delta {\tt m\_lambda}} = + * S_{\rm E}(E | t) \, \left( -E \right) + * \f] + * + * \f[ + * \frac{\delta S_{\rm E}(E | t)}{\delta {\tt m\_pivot}} = + * -S_{\rm E}(E | t) \, + * \left( \frac{{\tt m\_index}}{{\tt m\_pivot}} \right) + * \f] + * + * @todo The method expects that pivot!=0. Otherwise Inf or NaN + * may result. We should add a test that prevents using invalid + * values. + ***************************************************************************/ +double GModelSpectralExpPlaw2::eval_gradients(const GEnergy& srcEng, + const GTime& srcTime) +{ + // Update the evaluation cache + update_eval_cache(srcEng); + + // Compute function value + double value = m_norm.value() * m_last_power; + + // Compute partial derivatives with respect to the parameter factor + // values. The partial derivatives with respect to the parameter + // values are obtained by division by the scale factor. + double g_norm = (m_norm.is_free()) + ? m_norm.scale() * m_last_power : 0.0; + double g_index = (m_index.is_free()) + ? value * m_index.scale() * std::log(m_last_e_norm) : 0.0; + double g_lambda = (m_lambda.is_free()) + ? -value * m_lambda.scale() * m_last_energy.MeV() : 0.0; + double g_pivot = (m_pivot.is_free()) + ? -value * m_last_index / m_pivot.factor_value() : 0.0; + + // Set gradients + m_norm.factor_gradient(g_norm); + m_index.factor_gradient(g_index); + m_lambda.factor_gradient(g_lambda); + m_pivot.factor_gradient(g_pivot); + + // Compile option: Check for NaN/Inf + #if defined(G_NAN_CHECK) + if (gammalib::is_notanumber(value) || gammalib::is_infinite(value)) { + std::cout << "*** ERROR: GModelSpectralExpPlaw::eval_gradients"; + std::cout << "(srcEng=" << srcEng; + std::cout << ", srcTime=" << srcTime << "):"; + std::cout << " NaN/Inf encountered"; + std::cout << " (value=" << value; + std::cout << ", e_norm=" << m_last_e_norm; + std::cout << ", e_lambda=" << m_last_e_lambda; + std::cout << ", power=" << m_last_power; + std::cout << ")" << std::endl; + } + #endif + + // Return + return value; +} + + +/***********************************************************************//** + * @brief Returns model photon flux between [emin, emax] (units: ph/cm2/s) + * + * @param[in] emin Minimum photon energy. + * @param[in] emax Maximum photon energy. + * @return Photon flux (ph/cm2/s). + * + * Computes + * + * \f[ + * \int_{\tt emin}^{\tt emax} S_{\rm E}(E | t) dE + * \f] + * + * where + * - [@p emin, @p emax] is an energy interval, and + * - \f$S_{\rm E}(E | t)\f$ is the spectral model (ph/cm2/s/MeV). + * The integration is done numerically. + ***************************************************************************/ +double GModelSpectralExpPlaw2::flux(const GEnergy& emin, + const GEnergy& emax) const +{ + // Initialise flux + double flux = 0.0; + + // Compute only if integration range is valid + if (emin < emax) { + + // Setup integration kernel + flux_kernel integrand(m_norm.value(), m_index.value(), + m_pivot.value(), m_lambda.value()); + GIntegral integral(&integrand); + + // Get integration boundaries in MeV + double e_min = emin.MeV(); + double e_max = emax.MeV(); + + // Perform integration + flux = integral.romberg(e_min, e_max); + + } // endif: integration range was valid + + // Return + return flux; +} + + +/***********************************************************************//** + * @brief Returns model energy flux between [emin, emax] (units: erg/cm2/s) + * + * @param[in] emin Minimum photon energy. + * @param[in] emax Maximum photon energy. + * @return Energy flux (erg/cm2/s). + * + * Computes + * + * \f[ + * \int_{\tt emin}^{\tt emax} S_{\rm E}(E | t) E \, dE + * \f] + * + * where + * - [@p emin, @p emax] is an energy interval, and + * - \f$S_{\rm E}(E | t)\f$ is the spectral model (ph/cm2/s/MeV). + * The integration is done numerically. + ***************************************************************************/ +double GModelSpectralExpPlaw2::eflux(const GEnergy& emin, + const GEnergy& emax) const +{ + // Initialise flux + double eflux = 0.0; + + // Compute only if integration range is valid + if (emin < emax) { + + // Setup integration kernel + eflux_kernel integrand(m_norm.value(), m_index.value(), + m_pivot.value(), m_lambda.value()); + GIntegral integral(&integrand); + + // Get integration boundaries in MeV + double e_min = emin.MeV(); + double e_max = emax.MeV(); + + // Perform integration + eflux = integral.romberg(e_min, e_max); + + // Convert from MeV/cm2/s to erg/cm2/s + eflux *= gammalib::MeV2erg; + + } // endif: integration range was valid + + // Return + return eflux; +} + + +/***********************************************************************//** + * @brief Returns MC energy between [emin, emax] + * + * @param[in] emin Minimum photon energy. + * @param[in] emax Maximum photon energy. + * @param[in] time True photon arrival time. + * @param[in,out] ran Random number generator. + * @return Energy. + * + * @exception GException::erange_invalid + * Energy range is invalid (emin < emax required). + * + * Simulates a random energy in the interval [emin, emax] for an + * exponentially cut off power law. The simulation is done using a rejection + * method. First, a random energy within [emin, emax] is drawn from an + * power law distribution. Then the energy is accepted or rejected based + * on an acceptance fraction that is computed from the exponential cut off. + ***************************************************************************/ +GEnergy GModelSpectralExpPlaw2::mc(const GEnergy& emin, + const GEnergy& emax, + const GTime& time, + GRan& ran) const +{ + // Throw an exception if energy range is invalid + if (emin >= emax) { + throw GException::erange_invalid(G_MC, emin.MeV(), emax.MeV(), + "Minimum energy < maximum energy required."); + } + + // Allocate energy + GEnergy energy; + + // Update cache + update_mc_cache(emin, emax); + + // Initialise energy + double eng; + + // Initialse acceptance fraction + double acceptance_fraction; + double inv_ecut = m_lambda.value(); + + // Use rejection method to draw a random energy. We first draw + // analytically from a power law, and then compare the power law + // at the drawn energy to the exponentially cut off function. This + // gives an acceptance fraction, and we accept the energy only if + // a uniform random number is <= the acceptance fraction. + do { + + // Get uniform random number + double u = ran.uniform(); + + // Case A: Index is not -1 + if (index() != -1.0) { + if (u > 0.0) { + eng = std::exp(std::log(u * m_mc_pow_ewidth + m_mc_pow_emin) / + m_mc_exponent); + } + else { + eng = 0.0; + } + } + + // Case B: Index is -1 + else { + eng = std::exp(u * m_mc_pow_ewidth + m_mc_pow_emin); + } + + // Compute acceptance fraction + acceptance_fraction = std::exp(-eng * inv_ecut); + + } while (ran.uniform() > acceptance_fraction); + + // Set energy + energy.MeV(eng); + + // Return energy + return energy; +} + + +/***********************************************************************//** + * @brief Read model from XML element + * + * @param[in] xml XML element containing power law model information. + * + * @exception GException::model_invalid_parnum + * Invalid number of model parameters found in XML element. + * @exception GException::model_invalid_parnames + * Invalid model parameter names found in XML element. + * + * Reads the spectral information from an XML element. The format of the XML + * elements is + * + * + * + * + * + * + * + ***************************************************************************/ +void GModelSpectralExpPlaw2::read(const GXmlElement& xml) +{ + // Verify that XML element has exactly 4 parameters + if (xml.elements() != 4 || xml.elements("parameter") != 4) { + throw GException::model_invalid_parnum(G_READ, xml, + "Power law model requires exactly 4 parameters."); + } + + // Extract model parameters + int npar[] = {0, 0, 0, 0}; + for (int i = 0; i < 4; ++i) { + + // Get parameter element + const GXmlElement* par = xml.element("parameter", i); + + // Handle prefactor + if (par->attribute("name") == "Prefactor") { + m_norm.read(*par); + npar[0]++; + } + + // Handle index + else if (par->attribute("name") == "Index") { + m_index.read(*par); + npar[1]++; + } + + // Handle cutoff parameter + else if (par->attribute("name") == "lambda") { + m_lambda.read(*par); + npar[2]++; + } + + // Handle pivot energy + else if (par->attribute("name") == "Scale") { + m_pivot.read(*par); + npar[3]++; + } + + } // endfor: looped over all parameters + + // Verify that all parameters were found + if (npar[0] != 1 || npar[1] != 1 || npar[2] != 1 || npar[3] != 1) { + throw GException::model_invalid_parnames(G_READ, xml, + "Require \"Prefactor\", \"Index\", \"lambda\" and \"Scale\"" + " parameters."); + } + + // Return + return; +} + + +/***********************************************************************//** + * @brief Write model into XML element + * + * @param[in] xml XML element into which model information is written. + * + * @exception GException::model_invalid_spectral + * Existing XML element is not of type "ExpCutoff" + * @exception GException::model_invalid_parnum + * Invalid number of model parameters or nodes found in XML element. + * @exception GException::model_invalid_parnames + * Invalid model parameter names found in XML element. + * + * Writes the spectral information into an XML element. The format of the XML + * element is + * + * + * + * + * + * + * + ***************************************************************************/ +void GModelSpectralExpPlaw2::write(GXmlElement& xml) const +{ + // Set model type + if (xml.attribute("type") == "") { + xml.attribute("type", "ExpCutoff2"); + } + + // Verify model type + if (xml.attribute("type") != "ExpCutoff2") { + throw GException::model_invalid_spectral(G_WRITE, xml.attribute("type"), + "Spectral model is not of type \"ExpCutoff2\"."); + } + + // If XML element has 0 nodes then append 4 parameter nodes + if (xml.elements() == 0) { + xml.append(GXmlElement("parameter name=\"Prefactor\"")); + xml.append(GXmlElement("parameter name=\"Index\"")); + xml.append(GXmlElement("parameter name=\"lambda\"")); + xml.append(GXmlElement("parameter name=\"Scale\"")); + } + + // Verify that XML element has exactly 4 parameters + if (xml.elements() != 4 || xml.elements("parameter") != 4) { + throw GException::model_invalid_parnum(G_WRITE, xml, + "Power law model requires exactly 4 parameters."); + } + + // Set or update model parameter attributes + int npar[] = {0, 0, 0, 0}; + for (int i = 0; i < 4; ++i) { + + // Get parameter element + GXmlElement* par = xml.element("parameter", i); + + // Handle prefactor + if (par->attribute("name") == "Prefactor") { + npar[0]++; + m_norm.write(*par); + } + + // Handle index + else if (par->attribute("name") == "Index") { + npar[1]++; + m_index.write(*par); + } + + // Handle cutoff parameter + else if (par->attribute("name") == "lambda") { + npar[2]++; + m_lambda.write(*par); + } + + // Handle pivot energy + else if (par->attribute("name") == "Scale") { + m_pivot.write(*par); + npar[3]++; + } + + } // endfor: looped over all parameters + + // Check of all required parameters are present + if (npar[0] != 1 || npar[1] != 1 || npar[2] != 1 || npar[3] != 1) { + throw GException::model_invalid_parnames(G_WRITE, xml, + "Require \"Prefactor\", \"Index\", \"lambda\" and \"Scale\"" + " parameters."); + } + + // Return + return; +} + + +/***********************************************************************//** + * @brief Print model information + * + * @param[in] chatter Chattiness (defaults to NORMAL). + * @return String containing model information. + ***************************************************************************/ +std::string GModelSpectralExpPlaw2::print(const GChatter& chatter) const +{ + // Initialise result string + std::string result; + + // Continue only if chatter is not silent + if (chatter != SILENT) { + + // Append header + result.append("=== GModelSpectralExpPlaw2 ==="); + + // Append information + result.append("\n"+gammalib::parformat("Number of parameters")); + result.append(gammalib::str(size())); + for (int i = 0; i < size(); ++i) { + result.append("\n"+m_pars[i]->print(chatter)); + } + + } // endif: chatter was not silent + + // Return result + return result; +} + + +/*========================================================================== + = = + = Private methods = + = = + ==========================================================================*/ + +/***********************************************************************//** + * @brief Initialise class members + ***************************************************************************/ +void GModelSpectralExpPlaw2::init_members(void) +{ + // Initialise powerlaw normalisation + m_norm.clear(); + m_norm.name("Prefactor"); + m_norm.unit("ph/cm2/s/MeV"); + m_norm.scale(1.0); + m_norm.value(1.0); // default: 1.0 + m_norm.min(0.0); // min: 0.0 + m_norm.free(); + m_norm.gradient(0.0); + m_norm.has_grad(true); + + // Initialise powerlaw index + m_index.clear(); + m_index.name("Index"); + m_index.scale(1.0); + m_index.value(-2.0); // default: -2.0 + m_index.range(-10.0,+10.0); // range: [-10,+10] + m_index.free(); + m_index.gradient(0.0); + m_index.has_grad(true); + + // Initialise cut off parameter + m_lambda.clear(); + m_lambda.name("lambda"); + m_lambda.unit("1/MeV"); + m_lambda.scale(1.0); + m_lambda.value(0.001); // default: 0.001 + m_lambda.min(0.0); // min: 0.0 + m_lambda.max(10.0); // max: 10.0 + m_lambda.free(); + m_lambda.gradient(0.0); + m_lambda.has_grad(true); + + // Initialise pivot energy + m_pivot.clear(); + m_pivot.name("PivotEnergy"); + m_pivot.unit("MeV"); + m_pivot.scale(1.0); + m_pivot.value(100.0); + m_pivot.fix(); + m_pivot.gradient(0.0); + m_pivot.has_grad(true); + + // Set parameter pointer(s) + m_pars.clear(); + m_pars.push_back(&m_norm); + m_pars.push_back(&m_index); + m_pars.push_back(&m_lambda); + m_pars.push_back(&m_pivot); + + // Initialise eval cache + m_last_energy.clear(); + m_last_index = 1.0e30; + m_last_lambda = 1.0e30; + m_last_pivot = 1.0e30; + m_last_e_norm = 0.0; + m_last_e_lambda = 0.0; + m_last_power = 0.0; + + // Initialise MC cache + m_mc_emin = 0.0; + m_mc_emax = 0.0; + m_mc_exponent = 0.0; + m_mc_pow_emin = 0.0; + m_mc_pow_ewidth = 0.0; + + // Return + return; +} + + +/***********************************************************************//** + * @brief Copy class members + * + * @param[in] model Exponential cut off power law model. + ***************************************************************************/ +void GModelSpectralExpPlaw2::copy_members(const GModelSpectralExpPlaw2& model) +{ + // Copy members + m_norm = model.m_norm; + m_index = model.m_index; + m_lambda = model.m_lambda; + m_pivot = model.m_pivot; + + // Set parameter pointer(s) + m_pars.clear(); + m_pars.push_back(&m_norm); + m_pars.push_back(&m_index); + m_pars.push_back(&m_lambda); + m_pars.push_back(&m_pivot); + + // Copy eval cache + m_last_energy = model.m_last_energy; + m_last_index = model.m_last_index; + m_last_lambda = model.m_last_lambda; + m_last_pivot = model.m_last_pivot; + m_last_e_norm = model.m_last_e_norm; + m_last_e_lambda = model.m_last_e_lambda; + m_last_power = model.m_last_power; + + // Copy MC cache + m_mc_emin = model.m_mc_emin; + m_mc_emax = model.m_mc_emax; + m_mc_exponent = model.m_mc_exponent; + m_mc_pow_emin = model.m_mc_pow_emin; + m_mc_pow_ewidth = model.m_mc_pow_ewidth; + + // Return + return; +} + + +/***********************************************************************//** + * @brief Delete class members + ***************************************************************************/ +void GModelSpectralExpPlaw2::free_members(void) +{ + // Return + return; +} + + +/***********************************************************************//** + * @brief Update eval precomputation cache + * + * @param[in] energy Energy. + * + * Updates the precomputation cache for eval() and eval_gradients() methods. + ***************************************************************************/ +void GModelSpectralExpPlaw2::update_eval_cache(const GEnergy& energy) const +{ + // Get parameter values (takes 3 multiplications which are difficult + // to avoid) + double index = m_index.value(); + double lambda = m_lambda.value(); + double pivot = m_pivot.value(); + + // If the energy or one of the parameters index, lambda or pivot + // energy has changed then recompute the cache + if ((m_last_energy != energy) || + (m_last_index != index) || + (m_last_lambda != lambda) || + (m_last_pivot != pivot)) { + + // Store actual energy and parameter values + m_last_energy = energy; + m_last_index = index; + m_last_lambda = lambda; + m_last_pivot = pivot; + + // Compute and store value + double eng = energy.MeV(); + m_last_e_norm = eng / m_last_pivot; + m_last_e_lambda = eng * m_last_lambda; + m_last_power = std::pow(m_last_e_norm, m_last_index) * + std::exp(-m_last_e_lambda); + } // endif: recomputation was required + + // Return + return; +} + + +/***********************************************************************//** + * @brief Update Monte Carlo pre computation cache + * + * @param[in] emin Minimum photon energy. + * @param[in] emax Maximum photon energy. + * + * Updates the precomputation cache for Monte Carlo simulations. + ***************************************************************************/ +void GModelSpectralExpPlaw2::update_mc_cache(const GEnergy& emin, + const GEnergy& emax) const + +{ + // Case A: Index is not -1 + if (index() != -1.0) { + + // Change in energy boundaries? + if (emin.MeV() != m_mc_emin || emax.MeV() != m_mc_emax) { + m_mc_emin = emin.MeV(); + m_mc_emax = emax.MeV(); + m_mc_exponent = index() + 1.0; + m_mc_pow_emin = std::pow(m_mc_emin, m_mc_exponent); + m_mc_pow_ewidth = std::pow(m_mc_emax, m_mc_exponent) - m_mc_pow_emin; + } + + } + + // Case B: Index is -1 + else { + + // Change in energy boundaries? + if (emin.MeV() != m_mc_emin || emax.MeV() != m_mc_emax) { + m_mc_emin = emin.MeV(); + m_mc_emax = emax.MeV(); + m_mc_exponent = 0.0; + m_mc_pow_emin = std::log(m_mc_emin); + m_mc_pow_ewidth = std::log(m_mc_emax) - m_mc_pow_emin; + } + + } + + // Return + return; +} + + +/***********************************************************************//** + * @brief Kernel for photon flux integration + * + * @param[in] energy Energy (MeV). + ***************************************************************************/ +double GModelSpectralExpPlaw2::flux_kernel::eval(const double& energy) +{ + // Evaluate function value + double e_norm = energy * m_inv_pivot; + double e_cut = energy * m_lambda; + double power = std::pow(e_norm, m_index) * std::exp(-e_cut); + double value = m_norm * power; + + // Return value + return value; +} + + +/***********************************************************************//** + * @brief Kernel for energy flux integration + * + * @param[in] energy Energy (MeV). + ***************************************************************************/ +double GModelSpectralExpPlaw2::eflux_kernel::eval(const double& energy) +{ + // Evaluate function value + double e_norm = energy * m_inv_pivot; + double e_cut = energy * m_lambda; + double power = std::pow(e_norm, m_index) * std::exp(-e_cut); + double value = m_norm * power * energy; + + // Return value + return value; +} diff --git a/src/model/Makefile.am b/src/model/Makefile.am index 8e9a622..f5bc5f9 100644 --- a/src/model/Makefile.am +++ b/src/model/Makefile.am @@ -31,6 +31,7 @@ sources = GModelPar.cpp \ GModelSpectralBrokenPlaw.cpp \ GModelSpectralConst.cpp \ GModelSpectralExpPlaw.cpp \ + GModelSpectralExpPlaw2.cpp \ GModelSpectralSuperExpPlaw.cpp \ GModelSpectralFunc.cpp \ GModelSpectralGauss.cpp \ diff --git a/test/data/model_point_eplaw2.xml b/test/data/model_point_eplaw2.xml new file mode 100644 index 0000000..3598800 --- /dev/null +++ b/test/data/model_point_eplaw2.xml @@ -0,0 +1,15 @@ + + + + + + + + + + + + + + + diff --git a/test/test_GModel.cpp b/test/test_GModel.cpp index b3b2497..1ff2310 100644 --- a/test/test_GModel.cpp +++ b/test/test_GModel.cpp @@ -53,6 +53,7 @@ void TestGModel::set(void) m_xml_model_point_plaw = "data/model_point_plaw.xml"; m_xml_model_point_plaw2 = "data/model_point_plaw2.xml"; m_xml_model_point_eplaw = "data/model_point_eplaw.xml"; + m_xml_model_point_eplaw2 = "data/model_point_eplaw2.xml"; m_xml_model_point_bplaw = "data/model_point_bplaw.xml"; m_xml_model_point_supeplaw = "data/model_point_supeplaw.xml"; m_xml_model_point_logparabola = "data/model_point_logparabola.xml"; @@ -89,6 +90,7 @@ void TestGModel::set(void) append(static_cast(&TestGModel::test_plaw), "Test GModelSpectralPlaw"); append(static_cast(&TestGModel::test_plaw2), "Test GModelSpectralPlaw2"); append(static_cast(&TestGModel::test_eplaw), "Test GModelSpectralExpPlaw"); + append(static_cast(&TestGModel::test_eplaw2), "Test GModelSpectralExpPlaw2"); append(static_cast(&TestGModel::test_supeplaw), "Test GModelSpectralSuperExpPlaw"); append(static_cast(&TestGModel::test_bplaw), "Test GModelSpectralBrokenPlaw"); append(static_cast(&TestGModel::test_logparabola), "Test GModelSpectralLogParabola"); @@ -1731,6 +1733,92 @@ void TestGModel::test_eplaw(void) /***********************************************************************//** + * @brief Test GModelSpectralExpPlaw2 class + ***************************************************************************/ +void TestGModel::test_eplaw2(void) +{ + // Test void constructor + test_try("Test void constructor"); + try { + GModelSpectralExpPlaw2 model; + test_assert(model.type() == "ExpCutoff2", + "Model type \"ExpCutoff2\" expected."); + test_try_success(); + } + catch (std::exception &e) { + test_try_failure(e); + } + + // Test value constructor + test_try("Test value constructor"); + try { + GModelSpectralExpPlaw2 model(2.0, -2.1, GEnergy(100.0, "MeV"), 1.0e-3); + test_value(model.prefactor(), 2.0); + test_value(model.index(), -2.1); + test_value(model.pivot().MeV(), 100.0); + test_value(model.lambda(), 1.0e-3); + test_try_success(); + } + catch (std::exception &e) { + test_try_failure(e); + } + + // Test XML constructor and value + test_try("Test XML constructor, value and gradients"); + try { + // Test XML constructor + GXml xml(m_xml_model_point_eplaw2); + GXmlElement* element = xml.element(0)->element(0)->element("spectrum", 0); + GModelSpectralExpPlaw2 model(*element); + test_value(model.size(), 4); + test_assert(model.type() == "ExpCutoff2", "Expected \"ExpCutoff2\""); + test_value(model.prefactor(), 5.7e-16); + test_value(model.index(), -2.48); + test_value(model.pivot().TeV(), 0.3); + test_value(model.lambda(), 1.0e-6); + + // Test prefactor method + model.prefactor(2.3e-16); + test_value(model.prefactor(), 2.3e-16); + + // Test index method + model.index(-2.6); + test_value(model.index(), -2.6); + + // Test pivot method + model.pivot(GEnergy(0.5, "TeV")); + test_value(model.pivot().TeV(), 0.5); + + // Test cutoff parameter method + model.lambda(4.2e-9); + test_value(model.lambda(), 4.2e-9); + + // Test operator access + const char* strarray[] = {"Prefactor", "Index", "PivotEnergy", "lambda"}; + for (int i = 0; i < 4; ++i) { + std::string keyname(strarray[i]); + model[keyname].remove_range(); // To allow setting of any value + model[keyname].value(2.1); + model[keyname].error(1.9); + model[keyname].gradient(0.8); + test_value(model[keyname].value(), 2.1); + test_value(model[keyname].error(), 1.9); + test_value(model[keyname].gradient(), 0.8); + } + + // Success if we reached this point + test_try_success(); + } + catch (std::exception &e) { + test_try_failure(e); + } + + // Exit test + return; +} + + +/***********************************************************************//** * @brief Test GModelSpectralSuperExpPlaw class ***************************************************************************/ void TestGModel::test_supeplaw(void) diff --git a/test/test_GModel.hpp b/test/test_GModel.hpp index 1033df6..272ae12 100644 --- a/test/test_GModel.hpp +++ b/test/test_GModel.hpp @@ -64,6 +64,7 @@ public: void test_plaw(void); void test_plaw2(void); void test_eplaw(void); + void test_eplaw2(void); void test_bplaw(void); void test_supeplaw(void); void test_logparabola(void); @@ -88,6 +89,7 @@ private: std::string m_xml_model_point_plaw; std::string m_xml_model_point_plaw2; std::string m_xml_model_point_eplaw; + std::string m_xml_model_point_eplaw2; std::string m_xml_model_point_bplaw; std::string m_xml_model_point_supeplaw; std::string m_xml_model_point_logparabola;