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stochastic.h
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/*******************************************************************************************************
* Copyright 2017 Alliance for Sustainable Energy, LLC
*
* NOTICE: This software was developed at least in part by Alliance for Sustainable Energy, LLC
* (“Alliance”) under Contract No. DE-AC36-08GO28308 with the U.S. Department of Energy and the U.S.
* The Government retains for itself and others acting on its behalf a nonexclusive, paid-up,
* irrevocable worldwide license in the software to reproduce, prepare derivative works, distribute
* copies to the public, perform publicly and display publicly, and to permit others to do so.
*
* Redistribution and use in source and binary forms, with or without modification, are permitted
* provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, the above government
* rights notice, this list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice, the above government
* rights notice, this list of conditions and the following disclaimer in the documentation and/or
* other materials provided with the distribution.
*
* 3. The entire corresponding source code of any redistribution, with or without modification, by a
* research entity, including but not limited to any contracting manager/operator of a United States
* National Laboratory, any institution of higher learning, and any non-profit organization, must be
* made publicly available under this license for as long as the redistribution is made available by
* the research entity.
*
* 4. Redistribution of this software, without modification, must refer to the software by the same
* designation. Redistribution of a modified version of this software (i) may not refer to the modified
* version by the same designation, or by any confusingly similar designation, and (ii) must refer to
* the underlying software originally provided by Alliance as “System Advisor Model” or “SAM”. Except
* to comply with the foregoing, the terms “System Advisor Model”, “SAM”, or any confusingly similar
* designation may not be used to refer to any modified version of this software or any modified
* version of the underlying software originally provided by Alliance without the prior written consent
* of Alliance.
*
* 5. The name of the copyright holder, contributors, the United States Government, the United States
* Department of Energy, or any of their employees may not be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER,
* CONTRIBUTORS, UNITED STATES GOVERNMENT OR UNITED STATES DEPARTMENT OF ENERGY, NOR ANY OF THEIR
* EMPLOYEES, BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
* DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER
* IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF
* THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*******************************************************************************************************/
#ifndef __stochastic_h
#define __stochastic_h
#include <vector>
#include <wx/panel.h>
#include <wx/dialog.h>
#include <wx/sstream.h>
#include <wx/string.h>
#include <wx/arrstr.h>
enum {
LHS_UNIFORM,
LHS_NORMAL,
LHS_LOGNORMAL,
LHS_LOGNORMAL_N,
LHS_TRIANGULAR,
LHS_GAMMA,
LHS_POISSON,
LHS_BINOMIAL,
LHS_EXPONENTIAL,
LHS_WEIBULL,
LHS_USERCDF,
LHS_NUMDISTS
};
extern char *lhs_dist_names[LHS_NUMDISTS];
class LHS
{
public:
LHS();
void Reset();
bool Exec();
wxString ErrorMessage();
void SeedVal(int sv = -1);
void Points(int n);
void Correlate(const wxString &name1, const wxString &name2, double corr);
void Distribution(int type, const wxString &name, const std::vector<double> ¶ms);
bool Retrieve(const wxString &name, std::vector<double> &values);
wxArrayString ListAll();
void Remove(const wxString &name);
void RemoveCorrelation(const wxString &name1, const wxString &name2);
private:
struct DistInfo
{
int type;
wxString name;
std::vector<double> params;
std::vector<double> values;
};
struct CorrInfo
{
wxString name1;
wxString name2;
double corr;
};
int Find(const wxString &name);
std::vector<DistInfo> m_dist;
std::vector<CorrInfo> m_corr;
wxString m_errmsg;
int m_npoints;
int m_seedval;
};
class Stepwise
{
public:
Stepwise();
void Reset();
bool Exec();
wxString ErrorMessage();
// set simulation inputs and results
void SetInputVector(const wxString &name, const std::vector<double> &data);
void SetOutputVector(const std::vector<double> &data);
bool GetStatistics(const wxString &name,
double *R2, double *R2inc, double *SRC);
private:
struct datavec
{
wxString name;
std::vector<double> vec;
bool calculated;
double R2;
double R2inc;
double SRC;
};
std::vector<datavec> m_inputs;
std::vector<double> m_output_vec;
wxString m_err;
};
class StochasticData
{
public:
StochasticData();
void Copy( StochasticData &stat );
void Write( wxOutputStream & );
bool Read( wxInputStream & );
int Seed;
int N;
wxArrayString Outputs;
wxArrayString InputDistributions;
wxArrayString Correlations;
};
class StochasticPanel : public wxPanel
{
public:
StochasticPanel(wxWindow *parent, Case *cc);
void UpdateFromSimInfo();
void OnSeedChange(wxCommandEvent &evt);
void OnNChange(wxCommandEvent &evt);
void OnAddInput(wxCommandEvent &evt);
void OnEditInput(wxCommandEvent &evt);
void OnRemoveInput(wxCommandEvent &evt);
void OnAddOutput( wxCommandEvent & );
void OnRemoveOutput( wxCommandEvent & );
void OnAddCorr(wxCommandEvent &evt);
void OnEditCorr(wxCommandEvent &evt);
void OnRemoveCorr(wxCommandEvent &evt);
void OnComputeSamples(wxCommandEvent &evt);
void OnSimulate( wxCommandEvent & );
void Simulate();
void OnSelectFolder(wxCommandEvent &);
void OnCheckWeather(wxCommandEvent &);
void OnComboWeather(wxCommandEvent &);
void OnShowWeatherCDF(wxCommandEvent &);
wxString GetLabelFromVarName(const wxString &var_name);
void UpdateWeatherFileList();
void UpdateWeatherFileControls();
void UpdateWeatherFileCDF();
int GetWeatherFileDistributionIndex();
void UpdateWeatherFileInputDistribution();
void UpdateWeatherFileSums();
void UpdateWeatherFileSort();
bool GetWeatherFileForSum(const double sum, wxString *wf);
int GetInputDistributionIndex(int idx);
private:
Case *m_case;
StochasticData &m_sd;
// weather file folder control - persisted with stochastic_weather_folder=folder name as string.
wxTextCtrl *m_folder;
wxCheckBox *m_chk_weather_files;
wxComboBox *m_cbo_weather_files;
wxArrayString m_weather_files;
wxString m_weather_folder_varname;
wxString m_weather_folder_displayname;
std::vector<size_t> m_weather_file_sorted_index;
std::vector<double> m_weather_file_sums;
wxListBox *m_corrList;
wxListBox *m_inputList;
wxListBox *m_outputList;
wxNumericCtrl *m_N;
wxNumericCtrl *m_seed;
wxCheckBox *m_useThreads;
wxExtGridCtrl *m_dataGrid;
wxExtGridCtrl *m_statGrid;
struct stepresult {
stepresult() { deltar2 = beta = 0.0; }
double deltar2;
double beta;
};
matrix_t<stepresult> m_regressions;
DECLARE_EVENT_TABLE()
};
wxString GetVarNameFromInputDistribution(const wxString &input_distribution);
bool ComputeLHSInputVectors( StochasticData &sd, matrix_t<double> &table, wxArrayString *errors);
#endif