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RBC_CPP.cpp
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RBC_CPP.cpp
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//============================================================================
// Name : RBC_CPP.cpp
// Description : Basic RBC model with full depreciation
// Date : July 21, 2013
//============================================================================
// AUXILIARY TIMER FUNCTIONS
#include <iostream>
#include <math.h> // power
#include <cmath> // abs
using namespace std;
// The next few lines are just for counting time
// Windows
#ifdef _WIN32
#include <Windows.h>
double get_cpu_time(){
FILETIME a,b,c,d;
if (GetProcessTimes(GetCurrentProcess(),&a,&b,&c,&d) != 0){
// Returns total user time.
// Can be tweaked to include kernel times as well.
return
(double)(d.dwLowDateTime |
((unsigned long long)d.dwHighDateTime << 32)) * 0.0000001;
}else{
// Handle error
return 0;
}
}
// Posix/Linux
#else
#include <ctime> // time
double get_cpu_time(){
return (double)clock() / CLOCKS_PER_SEC;
}
#endif
int main() {
double cpu0 = get_cpu_time();
///////////////////////////////////////////////////////////////////////////////////////////
// 1. Calibration
///////////////////////////////////////////////////////////////////////////////////////////
const double aalpha = 0.33333333333; // Elasticity of output w.r.t. capital
const double bbeta = 0.95; // Discount factor;
// Productivity values
double vProductivity[5] ={0.9792, 0.9896, 1.0000, 1.0106, 1.0212};
// Transition matrix
double mTransition[5][5] = {
{0.9727, 0.0273, 0.0000, 0.0000, 0.0000},
{0.0041, 0.9806, 0.0153, 0.0000, 0.0000},
{0.0000, 0.0082, 0.9837, 0.0082, 0.0000},
{0.0000, 0.0000, 0.0153, 0.9806, 0.0041},
{0.0000, 0.0000, 0.0000, 0.0273, 0.9727}
};
///////////////////////////////////////////////////////////////////////////////////////////
// 2. Steady State
///////////////////////////////////////////////////////////////////////////////////////////
double capitalSteadyState = pow(aalpha*bbeta,1/(1-aalpha));
double outputSteadyState = pow(capitalSteadyState,aalpha);
double consumptionSteadyState = outputSteadyState-capitalSteadyState;
cout <<"Output = "<<outputSteadyState<<", Capital = "<<capitalSteadyState<<", Consumption = "<<consumptionSteadyState<<"\n";
cout <<" ";
// We generate the grid of capital
int nCapital, nCapitalNextPeriod, gridCapitalNextPeriod, nProductivity, nProductivityNextPeriod;
const int nGridCapital = 17820, nGridProductivity = 5;
double vGridCapital[nGridCapital] = {0.0};
for (nCapital = 0; nCapital < nGridCapital; ++nCapital){
vGridCapital[nCapital] = 0.5*capitalSteadyState+0.00001*nCapital;
}
// 3. Required matrices and vectors
double mOutput[nGridCapital][nGridProductivity] = {0.0};
double mValueFunction[nGridCapital][nGridProductivity] = {0.0};
double mValueFunctionNew[nGridCapital][nGridProductivity] = {0.0};
double mPolicyFunction[nGridCapital][nGridProductivity]= {0.0};
double expectedValueFunction[nGridCapital][nGridProductivity] = {0.0};
// 4. We pre-build output for each point in the grid
for (nProductivity = 0; nProductivity<nGridProductivity; ++nProductivity){
for (nCapital = 0; nCapital < nGridCapital; ++nCapital){
mOutput[nCapital][nProductivity] = vProductivity[nProductivity]*pow(vGridCapital[nCapital],aalpha);
}
}
// 5. Main iteration
double maxDifference = 10.0, diff, diffHighSoFar;
double tolerance = 0.0000001;
double valueHighSoFar, valueProvisional, consumption, capitalChoice;
int iteration = 0;
while (maxDifference>tolerance){
for (nProductivity = 0;nProductivity<nGridProductivity;++nProductivity){
for (nCapital = 0;nCapital<nGridCapital;++nCapital){
expectedValueFunction[nCapital][nProductivity] = 0.0;
for (nProductivityNextPeriod = 0;nProductivityNextPeriod<nGridProductivity;++nProductivityNextPeriod){
expectedValueFunction[nCapital][nProductivity] += mTransition[nProductivity][nProductivityNextPeriod]*mValueFunction[nCapital][nProductivityNextPeriod];
}
}
}
for (nProductivity = 0;nProductivity<nGridProductivity;++nProductivity){
// We start from previous choice (monotonicity of policy function)
gridCapitalNextPeriod = 0;
for (nCapital = 0;nCapital<nGridCapital;++nCapital){
valueHighSoFar = -100000.0;
capitalChoice = vGridCapital[0];
for (nCapitalNextPeriod = gridCapitalNextPeriod;nCapitalNextPeriod<nGridCapital;++nCapitalNextPeriod){
consumption = mOutput[nCapital][nProductivity]-vGridCapital[nCapitalNextPeriod];
valueProvisional = (1-bbeta)*log(consumption)+bbeta*expectedValueFunction[nCapitalNextPeriod][nProductivity];
if (valueProvisional>valueHighSoFar){
valueHighSoFar = valueProvisional;
capitalChoice = vGridCapital[nCapitalNextPeriod];
gridCapitalNextPeriod = nCapitalNextPeriod;
}
else{
break; // We break when we have achieved the max
}
mValueFunctionNew[nCapital][nProductivity] = valueHighSoFar;
mPolicyFunction[nCapital][nProductivity] = capitalChoice;
}
}
}
diffHighSoFar = -100000.0;
for (nProductivity = 0;nProductivity<nGridProductivity;++nProductivity){
for (nCapital = 0;nCapital<nGridCapital;++nCapital){
diff = std::abs(mValueFunction[nCapital][nProductivity]-mValueFunctionNew[nCapital][nProductivity]);
if (diff>diffHighSoFar){
diffHighSoFar = diff;
}
mValueFunction[nCapital][nProductivity] = mValueFunctionNew [nCapital][nProductivity];
}
}
maxDifference = diffHighSoFar;
iteration = iteration+1;
if (iteration % 10 == 0 || iteration ==1){
cout <<"Iteration = "<<iteration<<", Sup Diff = "<<maxDifference<<"\n";
}
}
cout <<"Iteration = "<<iteration<<", Sup Diff = "<<maxDifference<<"\n";
cout <<" \n";
cout <<"My check = "<< mPolicyFunction[999][2]<<"\n";
cout <<" \n";
double cpu1 = get_cpu_time();
cout << "Elapsed time is = " << cpu1 - cpu0 << endl;
cout <<" \n";
return 0;
}