A new type of anti-slip controller based on TS fuzzy models
ANTI_SLIP_FUZZY_CONTROL.cpp@0:bfcd2371f3dc, 2017-02-23 (annotated)
- Committer:
- benson516
- Date:
- Thu Feb 23 11:12:35 2017 +0000
- Revision:
- 0:bfcd2371f3dc
- Child:
- 1:773d8ae11c1a
Test succeed
Who changed what in which revision?
User | Revision | Line number | New contents of line |
---|---|---|---|
benson516 | 0:bfcd2371f3dc | 1 | #include "ANTI_SLIP_FUZZY_CONTROL.h" |
benson516 | 0:bfcd2371f3dc | 2 | |
benson516 | 0:bfcd2371f3dc | 3 | //------------------------------------------// |
benson516 | 0:bfcd2371f3dc | 4 | // The template for building a library |
benson516 | 0:bfcd2371f3dc | 5 | // for control system apllication |
benson516 | 0:bfcd2371f3dc | 6 | //------------------------------------------// |
benson516 | 0:bfcd2371f3dc | 7 | |
benson516 | 0:bfcd2371f3dc | 8 | // The plant is a (p, n, q) system |
benson516 | 0:bfcd2371f3dc | 9 | // Dimensions: |
benson516 | 0:bfcd2371f3dc | 10 | // |
benson516 | 0:bfcd2371f3dc | 11 | // Inputs, u | States, x | outputs, y |
benson516 | 0:bfcd2371f3dc | 12 | // p --> n --> q |
benson516 | 0:bfcd2371f3dc | 13 | // |
benson516 | 0:bfcd2371f3dc | 14 | |
benson516 | 0:bfcd2371f3dc | 15 | // |
benson516 | 0:bfcd2371f3dc | 16 | // The number of vertex systems is m_vertex. |
benson516 | 0:bfcd2371f3dc | 17 | // |
benson516 | 0:bfcd2371f3dc | 18 | |
benson516 | 0:bfcd2371f3dc | 19 | ANTI_SLIP_FUZZY_CONTROL::ANTI_SLIP_FUZZY_CONTROL(size_t num_state, size_t num_in, size_t num_out, size_t num_vertex, float samplingTime): |
benson516 | 0:bfcd2371f3dc | 20 | n(num_state), p(num_in), q(num_out), m_vertex(num_vertex), Ts(samplingTime), |
benson516 | 0:bfcd2371f3dc | 21 | E_out(num_out, vector<float>(num_state,0.0)), |
benson516 | 0:bfcd2371f3dc | 22 | ver_K_matrix(num_vertex ,vector<vector<float> >(num_in, vector<float>( (num_state + num_out), 0.0)) ), |
benson516 | 0:bfcd2371f3dc | 23 | SA_r(1.0, 0.0), |
benson516 | 0:bfcd2371f3dc | 24 | SA_l(1.0, 0.0) |
benson516 | 0:bfcd2371f3dc | 25 | { |
benson516 | 0:bfcd2371f3dc | 26 | // Normally, q = p |
benson516 | 0:bfcd2371f3dc | 27 | if (q > p) |
benson516 | 0:bfcd2371f3dc | 28 | q = p; |
benson516 | 0:bfcd2371f3dc | 29 | // |
benson516 | 0:bfcd2371f3dc | 30 | zeros_n.assign(n, 0.0); |
benson516 | 0:bfcd2371f3dc | 31 | zeros_p.assign(p, 0.0); |
benson516 | 0:bfcd2371f3dc | 32 | zeros_q.assign(q, 0.0); |
benson516 | 0:bfcd2371f3dc | 33 | zeros_nPq.assign((n+q), 0.0); // (n+q) |
benson516 | 0:bfcd2371f3dc | 34 | zeros_m_vertex.assign(m_vertex, 0.0); |
benson516 | 0:bfcd2371f3dc | 35 | // |
benson516 | 0:bfcd2371f3dc | 36 | ones_p.assign(p, 1.0); |
benson516 | 0:bfcd2371f3dc | 37 | |
benson516 | 0:bfcd2371f3dc | 38 | // States |
benson516 | 0:bfcd2371f3dc | 39 | // Input signal --- |
benson516 | 0:bfcd2371f3dc | 40 | states = zeros_n; |
benson516 | 0:bfcd2371f3dc | 41 | command = zeros_q; // r, commands, q = p |
benson516 | 0:bfcd2371f3dc | 42 | // Output signal --- |
benson516 | 0:bfcd2371f3dc | 43 | sys_inputs = zeros_p; |
benson516 | 0:bfcd2371f3dc | 44 | |
benson516 | 0:bfcd2371f3dc | 45 | // Internal states --- |
benson516 | 0:bfcd2371f3dc | 46 | ver_u.assign(m_vertex, zeros_p); |
benson516 | 0:bfcd2371f3dc | 47 | sys_outputs = zeros_q; |
benson516 | 0:bfcd2371f3dc | 48 | // Integral state |
benson516 | 0:bfcd2371f3dc | 49 | state_int = zeros_q; |
benson516 | 0:bfcd2371f3dc | 50 | // Total states, [states; state_int] |
benson516 | 0:bfcd2371f3dc | 51 | state_total = zeros_nPq; |
benson516 | 0:bfcd2371f3dc | 52 | |
benson516 | 0:bfcd2371f3dc | 53 | |
benson516 | 0:bfcd2371f3dc | 54 | // The composition ratio of each vertex system |
benson516 | 0:bfcd2371f3dc | 55 | ver_ratio = zeros_m_vertex; // ver_ratio \in R^m_vertex, its values are in [0, 1] |
benson516 | 0:bfcd2371f3dc | 56 | ver_ratio[3] = 1.0; // Vertex of no-slip system |
benson516 | 0:bfcd2371f3dc | 57 | |
benson516 | 0:bfcd2371f3dc | 58 | } |
benson516 | 0:bfcd2371f3dc | 59 | // Assign Parameters |
benson516 | 0:bfcd2371f3dc | 60 | void ANTI_SLIP_FUZZY_CONTROL::assign_E_out(float* E_out_in){ |
benson516 | 0:bfcd2371f3dc | 61 | // E_out_in is the pointer of a mutidimentional array with size q by n |
benson516 | 0:bfcd2371f3dc | 62 | E_out.assign(q, zeros_n); |
benson516 | 0:bfcd2371f3dc | 63 | // |
benson516 | 0:bfcd2371f3dc | 64 | for (size_t i = 0; i < q; ++i){ |
benson516 | 0:bfcd2371f3dc | 65 | for (size_t j = 0; j < n; ++j){ |
benson516 | 0:bfcd2371f3dc | 66 | // E_out[i][j] = E_out_in[i][j]; |
benson516 | 0:bfcd2371f3dc | 67 | E_out[i][j] = *E_out_in; |
benson516 | 0:bfcd2371f3dc | 68 | E_out_in++; |
benson516 | 0:bfcd2371f3dc | 69 | } |
benson516 | 0:bfcd2371f3dc | 70 | } |
benson516 | 0:bfcd2371f3dc | 71 | } |
benson516 | 0:bfcd2371f3dc | 72 | // 1st controller Parameters (no-slip plant, sys_dVs) |
benson516 | 0:bfcd2371f3dc | 73 | void ANTI_SLIP_FUZZY_CONTROL::assign_ver_K_matrix(float* ver_K_matrix_in){ |
benson516 | 0:bfcd2371f3dc | 74 | // ver_K_matrix_in is the pointer of a list of mutidimentional array with size p by (n+q) |
benson516 | 0:bfcd2371f3dc | 75 | ver_K_matrix.assign(m_vertex, vector<vector<float> >(p, zeros_nPq) ); |
benson516 | 0:bfcd2371f3dc | 76 | // |
benson516 | 0:bfcd2371f3dc | 77 | for (size_t k = 0; k < m_vertex; ++k){ |
benson516 | 0:bfcd2371f3dc | 78 | // For each vertex |
benson516 | 0:bfcd2371f3dc | 79 | for (size_t i = 0; i < p; ++i){ |
benson516 | 0:bfcd2371f3dc | 80 | for (size_t j = 0; j < (n+q); ++j){ |
benson516 | 0:bfcd2371f3dc | 81 | // (ver_K_matrix[k])[i][j] = ver_K_matrix_in[i][j]; |
benson516 | 0:bfcd2371f3dc | 82 | (ver_K_matrix[k])[i][j] = *ver_K_matrix_in; |
benson516 | 0:bfcd2371f3dc | 83 | ver_K_matrix_in++; |
benson516 | 0:bfcd2371f3dc | 84 | } |
benson516 | 0:bfcd2371f3dc | 85 | } |
benson516 | 0:bfcd2371f3dc | 86 | // |
benson516 | 0:bfcd2371f3dc | 87 | } |
benson516 | 0:bfcd2371f3dc | 88 | // |
benson516 | 0:bfcd2371f3dc | 89 | } |
benson516 | 0:bfcd2371f3dc | 90 | |
benson516 | 0:bfcd2371f3dc | 91 | |
benson516 | 0:bfcd2371f3dc | 92 | // |
benson516 | 0:bfcd2371f3dc | 93 | void ANTI_SLIP_FUZZY_CONTROL::set_ver_ratio(float ratio_ft_right, float ratio_ft_left){ |
benson516 | 0:bfcd2371f3dc | 94 | float one_ratio_ft_right; |
benson516 | 0:bfcd2371f3dc | 95 | float one_ratio_ft_left; |
benson516 | 0:bfcd2371f3dc | 96 | // Input Saturation |
benson516 | 0:bfcd2371f3dc | 97 | ratio_ft_right = SA_r.filter(ratio_ft_right); |
benson516 | 0:bfcd2371f3dc | 98 | ratio_ft_left = SA_l.filter(ratio_ft_left); |
benson516 | 0:bfcd2371f3dc | 99 | // |
benson516 | 0:bfcd2371f3dc | 100 | one_ratio_ft_right = 1.0 - ratio_ft_right; |
benson516 | 0:bfcd2371f3dc | 101 | one_ratio_ft_left = 1.0 - ratio_ft_left; |
benson516 | 0:bfcd2371f3dc | 102 | // |
benson516 | 0:bfcd2371f3dc | 103 | ver_ratio[0] = one_ratio_ft_right * one_ratio_ft_left; |
benson516 | 0:bfcd2371f3dc | 104 | ver_ratio[1] = ratio_ft_right * one_ratio_ft_left; |
benson516 | 0:bfcd2371f3dc | 105 | ver_ratio[2] = one_ratio_ft_right * ratio_ft_left; |
benson516 | 0:bfcd2371f3dc | 106 | ver_ratio[3] = ratio_ft_right * ratio_ft_left; |
benson516 | 0:bfcd2371f3dc | 107 | } |
benson516 | 0:bfcd2371f3dc | 108 | // |
benson516 | 0:bfcd2371f3dc | 109 | void ANTI_SLIP_FUZZY_CONTROL::fullStateFeedBack_calc(bool enable){ |
benson516 | 0:bfcd2371f3dc | 110 | |
benson516 | 0:bfcd2371f3dc | 111 | // Control law |
benson516 | 0:bfcd2371f3dc | 112 | if (enable){ |
benson516 | 0:bfcd2371f3dc | 113 | // Get the state_total |
benson516 | 0:bfcd2371f3dc | 114 | get_state_total(); |
benson516 | 0:bfcd2371f3dc | 115 | |
benson516 | 0:bfcd2371f3dc | 116 | |
benson516 | 0:bfcd2371f3dc | 117 | /* |
benson516 | 0:bfcd2371f3dc | 118 | // Slower solution, record the outout of each vertex controller |
benson516 | 0:bfcd2371f3dc | 119 | sys_inputs = zeros_p; |
benson516 | 0:bfcd2371f3dc | 120 | // |
benson516 | 0:bfcd2371f3dc | 121 | for (size_t k = 0; k < m_vertex; ++k){ |
benson516 | 0:bfcd2371f3dc | 122 | ver_u[k] = Get_VectorScalarMultiply( Mat_multiply_Vec(ver_K_matrix[k], state_total), -1.0 ); |
benson516 | 0:bfcd2371f3dc | 123 | Get_VectorIncrement(sys_inputs, Get_VectorScalarMultiply( ver_u[k], ver_ratio[k]), false); // += |
benson516 | 0:bfcd2371f3dc | 124 | } |
benson516 | 0:bfcd2371f3dc | 125 | */ |
benson516 | 0:bfcd2371f3dc | 126 | |
benson516 | 0:bfcd2371f3dc | 127 | |
benson516 | 0:bfcd2371f3dc | 128 | |
benson516 | 0:bfcd2371f3dc | 129 | // Faster solution, no recording the output of each vertex controller |
benson516 | 0:bfcd2371f3dc | 130 | sys_inputs = zeros_p; |
benson516 | 0:bfcd2371f3dc | 131 | // |
benson516 | 0:bfcd2371f3dc | 132 | |
benson516 | 0:bfcd2371f3dc | 133 | for (size_t k = 0; k < m_vertex; ++k){ |
benson516 | 0:bfcd2371f3dc | 134 | // sys_inputs -= ver_ratio[k]*(ver_K_matrix[k]*state_total); |
benson516 | 0:bfcd2371f3dc | 135 | Get_VectorIncrement(sys_inputs, Get_VectorScalarMultiply( Mat_multiply_Vec(ver_K_matrix[k], state_total), ver_ratio[k] ), true); // -= |
benson516 | 0:bfcd2371f3dc | 136 | } |
benson516 | 0:bfcd2371f3dc | 137 | |
benson516 | 0:bfcd2371f3dc | 138 | |
benson516 | 0:bfcd2371f3dc | 139 | |
benson516 | 0:bfcd2371f3dc | 140 | /* |
benson516 | 0:bfcd2371f3dc | 141 | for (size_t k = 3; k < 4; ++k){ |
benson516 | 0:bfcd2371f3dc | 142 | // sys_inputs -= ver_ratio[k]*(ver_K_matrix[k]*state_total); |
benson516 | 0:bfcd2371f3dc | 143 | Get_VectorIncrement(sys_inputs, Get_VectorScalarMultiply( Mat_multiply_Vec(ver_K_matrix[k], state_total), ver_ratio[k] ), true); // -= |
benson516 | 0:bfcd2371f3dc | 144 | } |
benson516 | 0:bfcd2371f3dc | 145 | */ |
benson516 | 0:bfcd2371f3dc | 146 | |
benson516 | 0:bfcd2371f3dc | 147 | |
benson516 | 0:bfcd2371f3dc | 148 | |
benson516 | 0:bfcd2371f3dc | 149 | // |
benson516 | 0:bfcd2371f3dc | 150 | }else{ |
benson516 | 0:bfcd2371f3dc | 151 | state_total = zeros_nPq; |
benson516 | 0:bfcd2371f3dc | 152 | sys_inputs = zeros_p; |
benson516 | 0:bfcd2371f3dc | 153 | } |
benson516 | 0:bfcd2371f3dc | 154 | |
benson516 | 0:bfcd2371f3dc | 155 | // Integral action |
benson516 | 0:bfcd2371f3dc | 156 | get_integral(enable); |
benson516 | 0:bfcd2371f3dc | 157 | } |
benson516 | 0:bfcd2371f3dc | 158 | |
benson516 | 0:bfcd2371f3dc | 159 | // Private functions |
benson516 | 0:bfcd2371f3dc | 160 | // Calculate the sys_outputs |
benson516 | 0:bfcd2371f3dc | 161 | void ANTI_SLIP_FUZZY_CONTROL::get_sys_outputs(void){ // Calculate the sys_outputs from states, by mutiplying E_out |
benson516 | 0:bfcd2371f3dc | 162 | // sys_outputs = E_out*states |
benson516 | 0:bfcd2371f3dc | 163 | // Mat_multiply_Vec(sys_outputs, E_out, states); |
benson516 | 0:bfcd2371f3dc | 164 | sys_outputs = Mat_multiply_Vec(E_out, states); |
benson516 | 0:bfcd2371f3dc | 165 | } |
benson516 | 0:bfcd2371f3dc | 166 | // Calculate the Integral |
benson516 | 0:bfcd2371f3dc | 167 | void ANTI_SLIP_FUZZY_CONTROL::get_integral(bool enable){ // Calculate the state_int |
benson516 | 0:bfcd2371f3dc | 168 | // |
benson516 | 0:bfcd2371f3dc | 169 | // Calculate the sys_outputs |
benson516 | 0:bfcd2371f3dc | 170 | get_sys_outputs(); |
benson516 | 0:bfcd2371f3dc | 171 | |
benson516 | 0:bfcd2371f3dc | 172 | // Integral action |
benson516 | 0:bfcd2371f3dc | 173 | // state_int += sys_outputs - command |
benson516 | 0:bfcd2371f3dc | 174 | if (enable){ |
benson516 | 0:bfcd2371f3dc | 175 | Get_VectorIncrement(state_int, Get_VectorScalarMultiply(Get_VectorPlus(sys_outputs,command,true),Ts) ,false); // += |
benson516 | 0:bfcd2371f3dc | 176 | }else{ |
benson516 | 0:bfcd2371f3dc | 177 | state_int = zeros_q; |
benson516 | 0:bfcd2371f3dc | 178 | } |
benson516 | 0:bfcd2371f3dc | 179 | } |
benson516 | 0:bfcd2371f3dc | 180 | // Concatenate the state and state_int |
benson516 | 0:bfcd2371f3dc | 181 | void ANTI_SLIP_FUZZY_CONTROL::get_state_total(void){ // Total states, [states; state_int] |
benson516 | 0:bfcd2371f3dc | 182 | // |
benson516 | 0:bfcd2371f3dc | 183 | size_t idx = 0; |
benson516 | 0:bfcd2371f3dc | 184 | // states |
benson516 | 0:bfcd2371f3dc | 185 | for (size_t i = 0; i < n; ++i){ |
benson516 | 0:bfcd2371f3dc | 186 | state_total[idx] = states[i]; |
benson516 | 0:bfcd2371f3dc | 187 | idx++; |
benson516 | 0:bfcd2371f3dc | 188 | } |
benson516 | 0:bfcd2371f3dc | 189 | // state_int |
benson516 | 0:bfcd2371f3dc | 190 | for (size_t i = 0; i < q; ++i){ |
benson516 | 0:bfcd2371f3dc | 191 | state_total[idx] = state_int[i]; |
benson516 | 0:bfcd2371f3dc | 192 | idx++; |
benson516 | 0:bfcd2371f3dc | 193 | } |
benson516 | 0:bfcd2371f3dc | 194 | } |
benson516 | 0:bfcd2371f3dc | 195 | |
benson516 | 0:bfcd2371f3dc | 196 | // Utilities |
benson516 | 0:bfcd2371f3dc | 197 | void ANTI_SLIP_FUZZY_CONTROL::Mat_multiply_Vec(vector<float> &v_out, const vector<vector<float> > &m_left, const vector<float> &v_right){ // v_out = m_left*v_right |
benson516 | 0:bfcd2371f3dc | 198 | |
benson516 | 0:bfcd2371f3dc | 199 | // Size check |
benson516 | 0:bfcd2371f3dc | 200 | if (v_out.size() != m_left.size()){ |
benson516 | 0:bfcd2371f3dc | 201 | v_out.resize(m_left.size()); |
benson516 | 0:bfcd2371f3dc | 202 | } |
benson516 | 0:bfcd2371f3dc | 203 | |
benson516 | 0:bfcd2371f3dc | 204 | /* |
benson516 | 0:bfcd2371f3dc | 205 | // Iterators |
benson516 | 0:bfcd2371f3dc | 206 | static vector<float>::iterator it_out; |
benson516 | 0:bfcd2371f3dc | 207 | static vector<float>::iterator it_m_row; |
benson516 | 0:bfcd2371f3dc | 208 | static vector<float>::iterator it_v; |
benson516 | 0:bfcd2371f3dc | 209 | |
benson516 | 0:bfcd2371f3dc | 210 | // |
benson516 | 0:bfcd2371f3dc | 211 | it_out = v_out.begin(); |
benson516 | 0:bfcd2371f3dc | 212 | for (size_t i = 0; i < m_left.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 213 | *it_out = 0.0; |
benson516 | 0:bfcd2371f3dc | 214 | it_m_row = vector<vector<float> >(m_left)[i].begin(); |
benson516 | 0:bfcd2371f3dc | 215 | it_v = vector<float>(v_right).begin(); |
benson516 | 0:bfcd2371f3dc | 216 | for (size_t j = 0; j < m_left[i].size(); ++j){ |
benson516 | 0:bfcd2371f3dc | 217 | // *it_out += m_left[i][j] * v_right[j]; |
benson516 | 0:bfcd2371f3dc | 218 | if (*it_m_row != 0.0 && *it_v != 0.0){ |
benson516 | 0:bfcd2371f3dc | 219 | (*it_out) += (*it_m_row) * (*it_v); |
benson516 | 0:bfcd2371f3dc | 220 | }else{ |
benson516 | 0:bfcd2371f3dc | 221 | // (*it_out) += 0.0 |
benson516 | 0:bfcd2371f3dc | 222 | } |
benson516 | 0:bfcd2371f3dc | 223 | // (*it_out) += (*it_m_row) * (*it_v); |
benson516 | 0:bfcd2371f3dc | 224 | // |
benson516 | 0:bfcd2371f3dc | 225 | it_m_row++; |
benson516 | 0:bfcd2371f3dc | 226 | it_v++; |
benson516 | 0:bfcd2371f3dc | 227 | } |
benson516 | 0:bfcd2371f3dc | 228 | it_out++; |
benson516 | 0:bfcd2371f3dc | 229 | } |
benson516 | 0:bfcd2371f3dc | 230 | */ |
benson516 | 0:bfcd2371f3dc | 231 | |
benson516 | 0:bfcd2371f3dc | 232 | // Indexing |
benson516 | 0:bfcd2371f3dc | 233 | for (size_t i = 0; i < m_left.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 234 | // |
benson516 | 0:bfcd2371f3dc | 235 | v_out[i] = 0.0; |
benson516 | 0:bfcd2371f3dc | 236 | // |
benson516 | 0:bfcd2371f3dc | 237 | for (size_t j = 0; j < v_right.size(); ++j){ |
benson516 | 0:bfcd2371f3dc | 238 | if (m_left[i][j] != 0.0 && v_right[j] != 0.0) |
benson516 | 0:bfcd2371f3dc | 239 | v_out[i] += m_left[i][j]*v_right[j]; |
benson516 | 0:bfcd2371f3dc | 240 | } |
benson516 | 0:bfcd2371f3dc | 241 | } |
benson516 | 0:bfcd2371f3dc | 242 | |
benson516 | 0:bfcd2371f3dc | 243 | } |
benson516 | 0:bfcd2371f3dc | 244 | vector<float> ANTI_SLIP_FUZZY_CONTROL::Mat_multiply_Vec(const vector<vector<float> > &m_left, const vector<float> &v_right){ // v_out = m_left*v_right |
benson516 | 0:bfcd2371f3dc | 245 | vector<float> v_out; |
benson516 | 0:bfcd2371f3dc | 246 | // Size check |
benson516 | 0:bfcd2371f3dc | 247 | if (v_out.size() != m_left.size()){ |
benson516 | 0:bfcd2371f3dc | 248 | v_out.resize(m_left.size()); |
benson516 | 0:bfcd2371f3dc | 249 | } |
benson516 | 0:bfcd2371f3dc | 250 | |
benson516 | 0:bfcd2371f3dc | 251 | /* |
benson516 | 0:bfcd2371f3dc | 252 | // Iterators |
benson516 | 0:bfcd2371f3dc | 253 | static vector<float>::iterator it_out; |
benson516 | 0:bfcd2371f3dc | 254 | static vector<const float>::iterator it_m_row; |
benson516 | 0:bfcd2371f3dc | 255 | static vector<const float>::iterator it_v; |
benson516 | 0:bfcd2371f3dc | 256 | // |
benson516 | 0:bfcd2371f3dc | 257 | it_out = v_out.begin(); |
benson516 | 0:bfcd2371f3dc | 258 | for (size_t i = 0; i < m_left.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 259 | *it_out = 0.0; |
benson516 | 0:bfcd2371f3dc | 260 | it_m_row = m_left[i].begin(); |
benson516 | 0:bfcd2371f3dc | 261 | it_v = v_right.begin(); |
benson516 | 0:bfcd2371f3dc | 262 | for (size_t j = 0; j < m_left[i].size(); ++j){ |
benson516 | 0:bfcd2371f3dc | 263 | // *it_out += m_left[i][j] * v_right[j]; |
benson516 | 0:bfcd2371f3dc | 264 | if (*it_m_row != 0.0 && *it_v != 0.0){ |
benson516 | 0:bfcd2371f3dc | 265 | (*it_out) += (*it_m_row) * (*it_v); |
benson516 | 0:bfcd2371f3dc | 266 | }else{ |
benson516 | 0:bfcd2371f3dc | 267 | // (*it_out) += 0.0 |
benson516 | 0:bfcd2371f3dc | 268 | } |
benson516 | 0:bfcd2371f3dc | 269 | // (*it_out) += (*it_m_row) * (*it_v); |
benson516 | 0:bfcd2371f3dc | 270 | // |
benson516 | 0:bfcd2371f3dc | 271 | it_m_row++; |
benson516 | 0:bfcd2371f3dc | 272 | it_v++; |
benson516 | 0:bfcd2371f3dc | 273 | } |
benson516 | 0:bfcd2371f3dc | 274 | it_out++; |
benson516 | 0:bfcd2371f3dc | 275 | } |
benson516 | 0:bfcd2371f3dc | 276 | */ |
benson516 | 0:bfcd2371f3dc | 277 | |
benson516 | 0:bfcd2371f3dc | 278 | // Indexing |
benson516 | 0:bfcd2371f3dc | 279 | for (size_t i = 0; i < m_left.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 280 | // |
benson516 | 0:bfcd2371f3dc | 281 | v_out[i] = 0.0; |
benson516 | 0:bfcd2371f3dc | 282 | // |
benson516 | 0:bfcd2371f3dc | 283 | for (size_t j = 0; j < v_right.size(); ++j){ |
benson516 | 0:bfcd2371f3dc | 284 | if (m_left[i][j] != 0.0 && v_right[j] != 0.0) |
benson516 | 0:bfcd2371f3dc | 285 | v_out[i] += m_left[i][j]*v_right[j]; |
benson516 | 0:bfcd2371f3dc | 286 | } |
benson516 | 0:bfcd2371f3dc | 287 | } |
benson516 | 0:bfcd2371f3dc | 288 | |
benson516 | 0:bfcd2371f3dc | 289 | return v_out; |
benson516 | 0:bfcd2371f3dc | 290 | } |
benson516 | 0:bfcd2371f3dc | 291 | vector<float> ANTI_SLIP_FUZZY_CONTROL::Get_VectorPlus(const vector<float> &v_a, const vector<float> &v_b, bool is_minus) // v_a + (or -) v_b |
benson516 | 0:bfcd2371f3dc | 292 | { |
benson516 | 0:bfcd2371f3dc | 293 | static vector<float> v_c; |
benson516 | 0:bfcd2371f3dc | 294 | // Size check |
benson516 | 0:bfcd2371f3dc | 295 | if (v_c.size() != v_a.size()){ |
benson516 | 0:bfcd2371f3dc | 296 | v_c.resize(v_a.size()); |
benson516 | 0:bfcd2371f3dc | 297 | } |
benson516 | 0:bfcd2371f3dc | 298 | // |
benson516 | 0:bfcd2371f3dc | 299 | for (size_t i = 0; i < v_a.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 300 | if (is_minus){ |
benson516 | 0:bfcd2371f3dc | 301 | v_c[i] = v_a[i] - v_b[i]; |
benson516 | 0:bfcd2371f3dc | 302 | }else{ |
benson516 | 0:bfcd2371f3dc | 303 | v_c[i] = v_a[i] + v_b[i]; |
benson516 | 0:bfcd2371f3dc | 304 | } |
benson516 | 0:bfcd2371f3dc | 305 | } |
benson516 | 0:bfcd2371f3dc | 306 | return v_c; |
benson516 | 0:bfcd2371f3dc | 307 | } |
benson516 | 0:bfcd2371f3dc | 308 | vector<float> ANTI_SLIP_FUZZY_CONTROL::Get_VectorScalarMultiply(const vector<float> &v_a, float scale) // scale*v_a |
benson516 | 0:bfcd2371f3dc | 309 | { |
benson516 | 0:bfcd2371f3dc | 310 | static vector<float> v_c; |
benson516 | 0:bfcd2371f3dc | 311 | // Size check |
benson516 | 0:bfcd2371f3dc | 312 | if (v_c.size() != v_a.size()){ |
benson516 | 0:bfcd2371f3dc | 313 | v_c.resize(v_a.size()); |
benson516 | 0:bfcd2371f3dc | 314 | } |
benson516 | 0:bfcd2371f3dc | 315 | // for pure negative |
benson516 | 0:bfcd2371f3dc | 316 | if (scale == -1.0){ |
benson516 | 0:bfcd2371f3dc | 317 | for (size_t i = 0; i < v_a.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 318 | v_c[i] = -v_a[i]; |
benson516 | 0:bfcd2371f3dc | 319 | } |
benson516 | 0:bfcd2371f3dc | 320 | return v_c; |
benson516 | 0:bfcd2371f3dc | 321 | } |
benson516 | 0:bfcd2371f3dc | 322 | // else |
benson516 | 0:bfcd2371f3dc | 323 | for (size_t i = 0; i < v_a.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 324 | v_c[i] = scale*v_a[i]; |
benson516 | 0:bfcd2371f3dc | 325 | |
benson516 | 0:bfcd2371f3dc | 326 | } |
benson516 | 0:bfcd2371f3dc | 327 | return v_c; |
benson516 | 0:bfcd2371f3dc | 328 | } |
benson516 | 0:bfcd2371f3dc | 329 | // Increment |
benson516 | 0:bfcd2371f3dc | 330 | void ANTI_SLIP_FUZZY_CONTROL::Get_VectorIncrement(vector<float> &v_a, const vector<float> &v_b, bool is_minus){ // v_a += (or -=) v_b |
benson516 | 0:bfcd2371f3dc | 331 | // Size check |
benson516 | 0:bfcd2371f3dc | 332 | if (v_a.size() != v_b.size()){ |
benson516 | 0:bfcd2371f3dc | 333 | v_a.resize(v_b.size()); |
benson516 | 0:bfcd2371f3dc | 334 | } |
benson516 | 0:bfcd2371f3dc | 335 | // |
benson516 | 0:bfcd2371f3dc | 336 | if (is_minus){ // -= |
benson516 | 0:bfcd2371f3dc | 337 | for (size_t i = 0; i < v_b.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 338 | v_a[i] -= v_b[i]; |
benson516 | 0:bfcd2371f3dc | 339 | } |
benson516 | 0:bfcd2371f3dc | 340 | }else{ // += |
benson516 | 0:bfcd2371f3dc | 341 | for (size_t i = 0; i < v_b.size(); ++i){ |
benson516 | 0:bfcd2371f3dc | 342 | v_a[i] += v_b[i]; |
benson516 | 0:bfcd2371f3dc | 343 | } |
benson516 | 0:bfcd2371f3dc | 344 | } |
benson516 | 0:bfcd2371f3dc | 345 | |
benson516 | 0:bfcd2371f3dc | 346 | } |