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Diff: main.cpp
- Revision:
- 0:49465eeab179
- Child:
- 1:b00ebb75099f
diff -r 000000000000 -r 49465eeab179 main.cpp --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/main.cpp Mon Nov 06 22:37:56 2017 +0000 @@ -0,0 +1,307 @@ +#include "mbed.h" +#include "MMA8451Q.h" +#include "fis_header.h" +#if defined (TARGET_KL25Z) || defined (TARGET_KL46Z) + PinName const SDA = PTE25; + PinName const SCL = PTE24; +#elif defined (TARGET_KL05Z) + PinName const SDA = PTB4; + PinName const SCL = PTB3; +#elif defined (TARGET_K20D50M) + PinName const SDA = PTB1; + PinName const SCL = PTB0; +#else + #error TARGET NOT DEFINED +#endif +#define max(a,b) (((a) > (b)) ? (a) : (b)) +#define min(a,b) (((a) < (b)) ? (a) : (b)) +#define MMA8451_I2C_ADDRESS (0x1d<<1) +// Number of inputs to the fuzzy inference system +const int fis_gcI = 1; +// Number of outputs to the fuzzy inference system +const int fis_gcO = 1; +// Number of rules to the fuzzy inference system +const int fis_gcR = 5; + +FIS_TYPE g_fisInput[fis_gcI]; +FIS_TYPE g_fisOutput[fis_gcO]; + +//*********************************************************************** +// Support functions for Fuzzy Inference System +//*********************************************************************** +// Triangular Member Function +FIS_TYPE fis_trimf(FIS_TYPE x, FIS_TYPE* p) +{ + FIS_TYPE a = p[0], b = p[1], c = p[2]; + FIS_TYPE t1 = (x - a) / (b - a); + FIS_TYPE t2 = (c - x) / (c - b); + if ((a == b) && (b == c)) return (FIS_TYPE) (x == a); + if (a == b) return (FIS_TYPE) (t2*(b <= x)*(x <= c)); + if (b == c) return (FIS_TYPE) (t1*(a <= x)*(x <= b)); + t1 = min(t1, t2); + return (FIS_TYPE) max(t1, 0); +} + +FIS_TYPE fis_min(FIS_TYPE a, FIS_TYPE b) +{ + return min(a, b); +} + +FIS_TYPE fis_max(FIS_TYPE a, FIS_TYPE b) +{ + return max(a, b); +} + +FIS_TYPE fis_array_operation(FIS_TYPE *array, int size, _FIS_ARR_OP pfnOp) +{ + int i; + FIS_TYPE ret = 0; + + if (size == 0) return ret; + if (size == 1) return array[0]; + + ret = array[0]; + for (i = 1; i < size; i++) + { + ret = (*pfnOp)(ret, array[i]); + } + + return ret; +} + + +//*********************************************************************** +// Data for Fuzzy Inference System +//*********************************************************************** +// Pointers to the implementations of member functions +_FIS_MF fis_gMF[] = +{ + fis_trimf +}; + +// Count of member function for each Input +int fis_gIMFCount[] = { 5 }; + +// Count of member function for each Output +int fis_gOMFCount[] = { 5 }; + +// Coefficients for the Input Member Functions +FIS_TYPE fis_gMFI0Coeff1[] = { -60, -40, -20 }; +FIS_TYPE fis_gMFI0Coeff2[] = { -40, -20, 0 }; +FIS_TYPE fis_gMFI0Coeff3[] = { -20, 0, 20 }; +FIS_TYPE fis_gMFI0Coeff4[] = { 0, 20, 40 }; +FIS_TYPE fis_gMFI0Coeff5[] = { 20, 40, 60 }; +FIS_TYPE* fis_gMFI0Coeff[] = { fis_gMFI0Coeff1, fis_gMFI0Coeff2, fis_gMFI0Coeff3, fis_gMFI0Coeff4, fis_gMFI0Coeff5 }; +FIS_TYPE** fis_gMFICoeff[] = { fis_gMFI0Coeff }; + +// Coefficients for the Input Member Functions +FIS_TYPE fis_gMFO0Coeff1[] = { -153, -102, -51 }; +FIS_TYPE fis_gMFO0Coeff2[] = { -102, -51, 0 }; +FIS_TYPE fis_gMFO0Coeff3[] = { -51, -1.332e-15, 51 }; +FIS_TYPE fis_gMFO0Coeff4[] = { 0, 51, 102 }; +FIS_TYPE fis_gMFO0Coeff5[] = { 51, 102, 153 }; +FIS_TYPE* fis_gMFO0Coeff[] = { fis_gMFO0Coeff1, fis_gMFO0Coeff2, fis_gMFO0Coeff3, fis_gMFO0Coeff4, fis_gMFO0Coeff5 }; +FIS_TYPE** fis_gMFOCoeff[] = { fis_gMFO0Coeff }; + +// Input membership function set +int fis_gMFI0[] = { 0, 0, 0, 0, 0 }; +int* fis_gMFI[] = { fis_gMFI0}; + +// Output membership function set +int fis_gMFO0[] = { 0, 0, 0, 0, 0 }; +int* fis_gMFO[] = { fis_gMFO0}; + +// Rule Weights +FIS_TYPE fis_gRWeight[] = { 1, 1, 1, 1, 1 }; + +// Rule Type +int fis_gRType[] = { 1, 1, 1, 1, 1 }; + +// Rule Inputs +int fis_gRI0[] = { 1 }; +int fis_gRI1[] = { 2 }; +int fis_gRI2[] = { 3 }; +int fis_gRI3[] = { 4 }; +int fis_gRI4[] = { 5 }; +int* fis_gRI[] = { fis_gRI0, fis_gRI1, fis_gRI2, fis_gRI3, fis_gRI4 }; + +// Rule Outputs +int fis_gRO0[] = { 1 }; +int fis_gRO1[] = { 2 }; +int fis_gRO2[] = { 3 }; +int fis_gRO3[] = { 4 }; +int fis_gRO4[] = { 5 }; +int* fis_gRO[] = { fis_gRO0, fis_gRO1, fis_gRO2, fis_gRO3, fis_gRO4 }; + +// Input range Min +FIS_TYPE fis_gIMin[] = { -60 }; + +// Input range Max +FIS_TYPE fis_gIMax[] = { 60 }; + +// Output range Min +FIS_TYPE fis_gOMin[] = { -102 }; + +// Output range Max +FIS_TYPE fis_gOMax[] = { 102 }; + +//*********************************************************************** +// Data dependent support functions for Fuzzy Inference System +//*********************************************************************** +FIS_TYPE fis_MF_out(FIS_TYPE** fuzzyRuleSet, FIS_TYPE x, int o) +{ + FIS_TYPE mfOut; + int r; + + for (r = 0; r < fis_gcR; ++r) + { + int index = fis_gRO[r][o]; + if (index > 0) + { + index = index - 1; + mfOut = (fis_gMF[fis_gMFO[o][index]])(x, fis_gMFOCoeff[o][index]); + } + else if (index < 0) + { + index = -index - 1; + mfOut = 1 - (fis_gMF[fis_gMFO[o][index]])(x, fis_gMFOCoeff[o][index]); + } + else + { + mfOut = 0; + } + + fuzzyRuleSet[0][r] = fis_min(mfOut, fuzzyRuleSet[1][r]); + } + return fis_array_operation(fuzzyRuleSet[0], fis_gcR, fis_max); +} + +FIS_TYPE fis_defuzz_centroid(FIS_TYPE** fuzzyRuleSet, int o) +{ + FIS_TYPE step = (fis_gOMax[o] - fis_gOMin[o]) / (FIS_RESOLUSION - 1); + FIS_TYPE area = 0; + FIS_TYPE momentum = 0; + FIS_TYPE dist, slice; + int i; + + // calculate the area under the curve formed by the MF outputs + for (i = 0; i < FIS_RESOLUSION; ++i){ + dist = fis_gOMin[o] + (step * i); + slice = step * fis_MF_out(fuzzyRuleSet, dist, o); + area += slice; + momentum += slice*dist; + } + + return ((area == 0) ? ((fis_gOMax[o] + fis_gOMin[o]) / 2) : (momentum / area)); +} + +//*********************************************************************** +// Fuzzy Inference System +//*********************************************************************** +void fis_evaluate() +{ + FIS_TYPE fuzzyInput0[] = { 0, 0, 0, 0, 0 }; + FIS_TYPE* fuzzyInput[fis_gcI] = { fuzzyInput0, }; + FIS_TYPE fuzzyOutput0[] = { 0, 0, 0, 0, 0 }; + FIS_TYPE* fuzzyOutput[fis_gcO] = { fuzzyOutput0, }; + FIS_TYPE fuzzyRules[fis_gcR] = { 0 }; + FIS_TYPE fuzzyFires[fis_gcR] = { 0 }; + FIS_TYPE* fuzzyRuleSet[] = { fuzzyRules, fuzzyFires }; + FIS_TYPE sW = 0; + + // Transforming input to fuzzy Input + int i, j, r, o; + for (i = 0; i < fis_gcI; ++i) + { + for (j = 0; j < fis_gIMFCount[i]; ++j) + { + fuzzyInput[i][j] = + (fis_gMF[fis_gMFI[i][j]])(g_fisInput[i], fis_gMFICoeff[i][j]); + } + } + + int index = 0; + for (r = 0; r < fis_gcR; ++r) + { + if (fis_gRType[r] == 1) + { + fuzzyFires[r] = FIS_MAX; + for (i = 0; i < fis_gcI; ++i) + { + index = fis_gRI[r][i]; + if (index > 0) + fuzzyFires[r] = fis_min(fuzzyFires[r], fuzzyInput[i][index - 1]); + else if (index < 0) + fuzzyFires[r] = fis_min(fuzzyFires[r], 1 - fuzzyInput[i][-index - 1]); + else + fuzzyFires[r] = fis_min(fuzzyFires[r], 1); + } + } + else + { + fuzzyFires[r] = FIS_MIN; + for (i = 0; i < fis_gcI; ++i) + { + index = fis_gRI[r][i]; + if (index > 0) + fuzzyFires[r] = fis_max(fuzzyFires[r], fuzzyInput[i][index - 1]); + else if (index < 0) + fuzzyFires[r] = fis_max(fuzzyFires[r], 1 - fuzzyInput[i][-index - 1]); + else + fuzzyFires[r] = fis_max(fuzzyFires[r], 0); + } + } + + fuzzyFires[r] = fis_gRWeight[r] * fuzzyFires[r]; + sW += fuzzyFires[r]; + } + + if (sW == 0) + { + for (o = 0; o < fis_gcO; ++o) + { + g_fisOutput[o] = ((fis_gOMax[o] + fis_gOMin[o]) / 2); + } + } + else + { + for (o = 0; o < fis_gcO; ++o) + { + g_fisOutput[o] = fis_defuzz_centroid(fuzzyRuleSet, o); + } + } +} + +int main(void) +{ + MMA8451Q acc(SDA, SCL, MMA8451_I2C_ADDRESS); + PwmOut rled(LED1); + PwmOut gled(LED2); + PwmOut bled(LED3); + // initialize the Analog pins for input. + // Pin mode for Input: IMU + //pinMode(0 , INPUT); + + + // initialize the Analog pins for output. + // Pin mode for Output: Velocidad + //pinMode(1 , OUTPUT); + while (true) { + float x, y, z; + int16_t ry; + ry = (int16_t)(acc.getAccY()*90); + x = abs(acc.getAccX()); + y = abs(acc.getAccY()); + z = abs(acc.getAccZ()); + rled = 1.0f - x; + gled = 1.0f - y; + bled = 1.0f - z; + wait(0.1f); + // Read Input: IMU + g_fisInput[0] = ry; + g_fisOutput[0] = 0; + fis_evaluate(); + // Set output vlaue: Velocidad + printf("%f\r\n",g_fisOutput[0]); + } +} \ No newline at end of file