├── .gitmodules ├── 1st order digital low pass filter.pdf ├── README.md ├── DigitalFilters.h └── LICENSE /.gitmodules: -------------------------------------------------------------------------------- 1 | [submodule "CircularDelay"] 2 | path = CircularDelay 3 | url = https://github.com/overlord1123/CircularDelay.git 4 | -------------------------------------------------------------------------------- /1st order digital low pass filter.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jimmyberg/DigitalFilters/HEAD/1st order digital low pass filter.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # DigitalFilters 2 | 3 | Collection of different filters that can be used in real time applications. This library will be extented in the future. 4 | 5 | # Example In use 6 | `main.cpp` 7 | ``` C++ 8 | #include 9 | #include 10 | #include "DigitalFilters.h" 11 | using namespace std; 12 | 13 | int main(int argc, char** argv){ 14 | // Set sample time = 1 / sample frequency 15 | constexpr float dtUsed = 0.01; 16 | // Set cutoffFrequency. Note that digital filters inherently rely on the angular cutoff frequency. 17 | constexpr float cutoffFrequeny = 0.5; 18 | 19 | // Construct various filter with cutoff frequency of 0.5 Hz. 20 | LowPassFilter lpf1(dtUsed, 2 * M_PI * cutoffFrequeny); 21 | LowPassFilter2 lpf2(dtUsed, 1/(2 * M_PI * cutoffFrequeny)); 22 | LowPassFilter3 lpf3(dtUsed, 2 * M_PI * cutoffFrequeny); 23 | HighPassFilter hpf1(dtUsed, 2 * M_PI * cutoffFrequeny); 24 | HighPassFilter3 hpf3(dtUsed, 2 * M_PI * cutoffFrequeny); 25 | double input; 26 | 27 | for (int i = 0; i < 1000; ++i) 28 | { 29 | // Create 1 unit step after 1 second. 30 | if(i < 100) 31 | input = 0; 32 | else 33 | input = 1; 34 | cout.width(8); 35 | cout << i * dtUsed 36 | << ", " << input 37 | << ", " << lpf1.update(input) 38 | << ", " << lpf2.update(input) 39 | << ", " << lpf3.update(input) 40 | << ", " << hpf1.update(input) 41 | << ", " << hpf3.update(input) 42 | << endl; 43 | } 44 | return 0; 45 | } 46 | 47 | ``` 48 | -------------------------------------------------------------------------------- /DigitalFilters.h: -------------------------------------------------------------------------------- 1 | #ifndef _DIGITAL_FILTERS_H_ 2 | #define _DIGITAL_FILTERS_H_ 3 | 4 | #include 5 | #include 6 | #include "CircularDelay/CircularDelay.hpp" 7 | 8 | template 9 | constexpr T squareOf(T input){return input * input;} 10 | 11 | namespace tps{ 12 | template 13 | constexpr T pow(T input, unsigned int power){return (power == 0 ? 1 : input * (power <= 1 ? 1 : tps::pow(input, power-1)));} 14 | } 15 | 16 | template 17 | constexpr T calcC_Cr(T k, T m){return 2 * sqrt(k * m);} 18 | 19 | /** 20 | * @brief Abstract base class for digital moving filters. 21 | * 22 | * Moving filter are real time filter used for applications where 23 | * continuous filtering is necessary as it can be part of an control 24 | * system. 25 | * 26 | * @tparam Type Floating point type used. 27 | */ 28 | template 29 | class DigitalFilter{ 30 | public: 31 | virtual Type update(Type newValue) = 0; 32 | virtual Type getOutput() = 0; 33 | }; 34 | 35 | /** 36 | * @brief Class for differentiator. 37 | */ 38 | template 39 | class Differentiator : public DigitalFilter { 40 | public: 41 | Differentiator(T sampleTime): 42 | sampleTime(sampleTime) 43 | {} 44 | T update(T input){ 45 | y = (input - x1) / sampleTime; 46 | x1 = input; 47 | return y; 48 | } 49 | T getOutput(){return y;} 50 | private: 51 | const T sampleTime; 52 | T y = 0; 53 | T x1 = 0; 54 | }; 55 | 56 | /** 57 | * @brief Class for a low pass filter. 58 | * 59 | * Design to be a first order Butterworth low pass filter. 60 | * Transformation done using the matched-Z-transform method 61 | */ 62 | class LowPassFilter : public DigitalFilter { 63 | public: 64 | /** 65 | * @brief Constructor to set sample time and the tau constant 66 | * 67 | * @param[in] idt Sample time for the low pass filter 68 | * @param[in] itua_c Or 69 | * @f$ \tau_c 70 | * @f$ The time constant for the filter. Note that 71 | * @f$ \tau_c = \frac{1}{2 pi f_c}@f$ where @f$ f_c @f$ is the cutoff frequency 72 | */ 73 | LowPassFilter(double idt, double omega_c, double ioutput = 0): 74 | epow(exp(-idt * omega_c)), 75 | dt(idt), 76 | output(ioutput){ 77 | if(omega_c < idt){ 78 | throw std::domain_error("LowPassFilter constructor error: tua_c is smaller than the sample time dt."); 79 | } 80 | } 81 | /** 82 | * @brief Update function to push new value into the low pass filter 83 | * 84 | * @param[in] newValue The new value after dt time 85 | * 86 | * @return The new output value 87 | */ 88 | double update(double newValue) final{return output = (output-newValue) * epow + newValue;} 89 | /** 90 | * @brief Gets the output. 91 | * 92 | * @return The output. 93 | */ 94 | double getOutput() final{return output;} 95 | /** 96 | * @brief Force the output to a desired value 97 | * 98 | * This can be useful when the output needs to be forced in case 99 | * of extreme inputs or such 100 | * 101 | * @param[in] newOutput The new output 102 | */ 103 | void configOutput(double newOutput){output = newOutput;} 104 | const double* outputPointer(){return &output;} 105 | private: 106 | const double epow; /// one time calculation constant 107 | const double dt; 108 | double output; 109 | }; 110 | 111 | /** 112 | * @brief Class for a 2nd order low pass filter. 113 | * 114 | * Design to be a 2nd order Butterworth low pass filter. 115 | * Transformation done using the bilinear transform method 116 | */ 117 | class LowPassFilter2 : public DigitalFilter { 118 | public: 119 | /** 120 | * @brief Constructor to set sample time and the tau constant 121 | * 122 | * @param[in] idt Sample time for the low pass filter 123 | * @param[in] itua_c Or 124 | * @f$ \tau_c 125 | * @f$ The time constant for the filter. Note that 126 | * @f$ \tau_c = \frac{1}{2 pi f_c}@f$ where @f$ f_c @f$ is the cutoff frequency 127 | */ 128 | LowPassFilter2(double dt, double tau_c, double ioutput = 0): 129 | yc{ 130 | -2 * (pow(dt, 2) - 4 * pow(tau_c, 2)) / (pow(dt, 2) + 2 * sqrt(2) * tau_c * dt + 4 * pow(tau_c, 2)), 131 | (-pow(dt, 2) + 2 * sqrt(2) * tau_c * dt - 4 * pow(tau_c, 2)) / (pow(dt, 2) + 2 * sqrt(2) * tau_c * dt + 4 * pow(tau_c, 2)) 132 | }, 133 | xc{ 134 | pow(dt, 2) / (pow(dt, 2) + 2 * sqrt(2) * tau_c * dt + 4 * pow(tau_c, 2)), 135 | 2 * pow(dt, 2) / (pow(dt, 2) + 2 * sqrt(2) * tau_c * dt + 4 * pow(tau_c, 2)), 136 | pow(dt, 2) / (pow(dt, 2) + 2 * sqrt(2) * tau_c * dt + 4 * pow(tau_c, 2)) 137 | } 138 | { 139 | if(tau_c < M_PI * dt){ 140 | throw std::domain_error("LowPassFilter constructor error: tua_c is smaller than the sample time dt."); 141 | } 142 | } 143 | /** 144 | * @brief Update function to push new value into the low pass filter 145 | * 146 | * @param[in] newValue The new value after dt time 147 | * 148 | * @return The new output value 149 | */ 150 | double update(double newValue) final{ 151 | x.push(newValue); 152 | double output = 0; 153 | for (int i = 0; i < 2; ++i) 154 | output += y.get(i) * yc[i]; 155 | for (int i = 0; i < 3; ++i) 156 | output += x.get(i) * xc[i]; 157 | return y.push(output); 158 | } 159 | /** 160 | * @brief Gets the output. 161 | * 162 | * @return The output. 163 | */ 164 | double getOutput() final{return y.get(0);} 165 | /** 166 | * @brief Force the output to a desired value 167 | * 168 | * This can be useful when the output needs to be forced in case 169 | * of extreme inputs or such 170 | * 171 | * @param[in] newOutput The new output 172 | */ 173 | void configOutput(double newOutput){ 174 | for(auto& it : x){ 175 | it = newOutput; 176 | } 177 | for(auto& it : y){ 178 | it = newOutput; 179 | } 180 | } 181 | private: 182 | const double yc[2]; 183 | const double xc[3]; 184 | CircularDelay y; 185 | CircularDelay x; 186 | }; 187 | 188 | /** 189 | * @brief Class for high pass filter using bilinear transform. 190 | */ 191 | class HighPassFilter : public DigitalFilter { 192 | public: 193 | /** 194 | * @brief Constructor to set sample time and the tau constant 195 | * 196 | * @param[in] idt Sample time for the low pass filter 197 | * @param[in] itua_c Or 198 | * @f$ \tau_c 199 | * @f$ The time constant for the filter. Note that 200 | * @f$ \tau_c = \frac{1}{2 pi f_c}@f$ where @f$ f_c @f$ is the cutoff frequency 201 | */ 202 | HighPassFilter(double idt, double omega_c): 203 | amplFac(1/((idt * omega_c / 2) + 1)), 204 | y1c((idt * omega_c / 2) - 1), 205 | dt(idt){ 206 | if(omega_c < idt){ 207 | throw std::domain_error("LowPassFilter constructor error: tua_c is smaller than the sample time dt."); 208 | } 209 | } 210 | /** 211 | * @brief Update function to push new value into the low pass filter 212 | * 213 | * @param[in] newValue The new value after dt time 214 | * 215 | * @return The new output value 216 | */ 217 | double update(double newValue) final{ 218 | // Note that output before assignment equals y1 being y[n-1] 219 | output = amplFac * (newValue - x1 - output * y1c); 220 | x1 = newValue; 221 | return output; 222 | } 223 | /** 224 | * @brief Gets the output. 225 | * 226 | * @return The output. 227 | */ 228 | double getOutput() final{return output;} 229 | /**X 230 | * @brief Force the output to a desired value 231 | * 232 | * This can be useful when the output needs to be forced in case 233 | * of extreme inputs or such 234 | * 235 | * @param[in] newOutput The new output 236 | */ 237 | void configOutput(double newOutput){output = newOutput;} 238 | const double* outputPointer(){return &output;} 239 | private: 240 | const double amplFac; // one time calculation constant 241 | const double y1c; // one time calculation constant 242 | const double dt; 243 | double x1 = 0; 244 | double output = 0; 245 | }; 246 | 247 | /** 248 | * @brief Class for third order high pass filter. This is designed using 249 | * the bilinear transform. 250 | */ 251 | class HighPassFilter3 : public DigitalFilter { 252 | public: 253 | HighPassFilter3(double sampleTime, double omega_c, double ioutput = 0): 254 | xc{ 255 | 8 256 | , 257 | -24 258 | , 259 | 24 260 | , 261 | -8 262 | }, 263 | yc{ 264 | 1 / (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8), 265 | 3 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) - 8 * sampleTime * omega_c - 24, 266 | 3 * tps::pow(sampleTime * omega_c, 3) - 4 * tps::pow(sampleTime * omega_c, 2) - 8 * sampleTime * omega_c + 24, 267 | 1 * tps::pow(sampleTime * omega_c, 3) - 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c - 8 268 | } 269 | { 270 | if(omega_c < sampleTime){ 271 | throw std::domain_error("LowPassFilter constructor error: tua_c is smaller than the sample time dt."); 272 | } 273 | } 274 | double update(double newValue) final{ 275 | x.push(newValue); 276 | double y0 = 0; 277 | const double* doubleP = xc; 278 | for (auto it = x.rbegin(); it != x.rend(); it++) 279 | { 280 | y0 += *it * *doubleP++; 281 | } 282 | doubleP = yc + 1; 283 | for (auto it = y.rbegin(); it != y.rend(); it++) 284 | { 285 | y0 -= *it * *doubleP++; 286 | } 287 | return y.push(yc[0] * y0); 288 | // return y.push(yc[0] * ( 289 | // x.get(0) * xc[0] + x.get(1) * xc[1] + x.get(2) * xc[2] + x.get(3) * xc[3] - 290 | // y.get(0) * yc[1] - y.get(1) * yc[2] - y.get(2) * yc[3] 291 | // ) 292 | // ); 293 | } 294 | double getOutput() final{return y.get(0);} 295 | private: 296 | const double xc[4]; 297 | const double yc[4]; 298 | CircularDelay y; 299 | CircularDelay x; 300 | }; 301 | 302 | /** 303 | * @brief Class for third order high pass filter. This is designed using 304 | * the bilinear transform. 305 | */ 306 | class LowPassFilter3 : public DigitalFilter { 307 | public: 308 | LowPassFilter3(long double sampleTime, long double omega_c, long double ioutput = 0): 309 | yc{ 310 | 1 311 | , 312 | (double)((3 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) - 8 * sampleTime * omega_c - 24) 313 | / 314 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 315 | , 316 | (double)((3 * tps::pow(sampleTime * omega_c, 3) - 4 * tps::pow(sampleTime * omega_c, 2) - 8 * sampleTime * omega_c + 24) 317 | / 318 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 319 | , 320 | (double)((1 * tps::pow(sampleTime * omega_c, 3) - 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c - 8) 321 | / 322 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 323 | }, 324 | xc{ 325 | (double)(1 * tps::pow(sampleTime * omega_c, 3) 326 | / 327 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 328 | , 329 | (double)(3 * tps::pow(sampleTime * omega_c, 3) 330 | / 331 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 332 | , 333 | (double)(3 * tps::pow(sampleTime * omega_c, 3) 334 | / 335 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 336 | , 337 | (double)(1 * tps::pow(sampleTime * omega_c, 3) 338 | / 339 | (1 * tps::pow(sampleTime * omega_c, 3) + 4 * tps::pow(sampleTime * omega_c, 2) + 8 * sampleTime * omega_c + 8)) 340 | } 341 | { 342 | if(omega_c < sampleTime){ 343 | throw std::domain_error("LowPassFilter constructor error: tua_c is smaller than the sample time dt."); 344 | } 345 | } 346 | double update(double newValue) final{ 347 | x.push(newValue); 348 | double y0 = 0; 349 | const double* doubleP = xc; 350 | for (auto it = x.rbegin(); it != x.rend(); it++) 351 | { 352 | y0 += *it * *doubleP++; 353 | } 354 | doubleP = yc + 1; 355 | for (auto it = y.rbegin(); it != y.rend(); it++) 356 | { 357 | y0 -= *it * *doubleP++; 358 | } 359 | return y.push(yc[0] * y0); 360 | } 361 | double getOutput() final{return y.get(0);} 362 | private: 363 | const double yc[4]; 364 | const double xc[4]; 365 | CircularDelay y; 366 | CircularDelay x; 367 | }; 368 | 369 | /** 370 | * @brief Class for third order high pass filter. This is designed using 371 | * the matched Z transform. 372 | */ 373 | class LowPassFilter3MatchedZ : public DigitalFilter { 374 | public: 375 | LowPassFilter3MatchedZ(long double sampleTime, long double omega_c): 376 | amplFac(-(2*(expl(3 * omega_c * sampleTime) - expl(2 * omega_c * sampleTime))*cosl(sqrtl(3) * omega_c * sampleTime / 2) - expl(7 * omega_c * sampleTime / 2) + expl(3 * omega_c * sampleTime / 2))*expl(-7 * omega_c * sampleTime / 2)), 377 | yc{ 378 | (double)(-(2 * cosl(sqrtl(3) * omega_c * sampleTime / 2) * expl(omega_c * sampleTime * 5 / 2) + expl(2 * omega_c * sampleTime)) * expl(-3 * omega_c * sampleTime)) 379 | , 380 | (double)((2 * cosl(sqrtl(3) * omega_c * sampleTime / 2) * expl(omega_c * sampleTime * 3 / 2) + expl(2 * omega_c * sampleTime)) * expl(-3 * omega_c * sampleTime)) 381 | , 382 | (double)(-expl(-2 * omega_c * sampleTime)) 383 | } 384 | { 385 | if(omega_c / (2 * M_PI) < sampleTime){ 386 | throw std::domain_error("LowPassFilter3MatchedZ constructor error: tua_c is smaller than the sample time dt."); 387 | } 388 | } 389 | double update(double newValue) final{ 390 | double y0 = newValue * amplFac; 391 | const double* doubleP = yc; 392 | for (auto it = y.rbegin(); it != y.rend(); it++) 393 | { 394 | y0 -= *it * *doubleP++; 395 | } 396 | return y.push(y0); 397 | } 398 | double getOutput() final{return y.get(0);} 399 | private: 400 | const double amplFac; 401 | const double yc[3]; 402 | CircularDelay y; 403 | }; 404 | 405 | /** 406 | * @brief Class for third order high pass filter. This is designed using 407 | * the approximated differtial approuch where s=(Z-1)/(Z*T). 408 | */ 409 | class LowPassFilter3DiffApprox : public DigitalFilter { 410 | public: 411 | LowPassFilter3DiffApprox(double sampleTime, double omega_c, double ioutput = 0): 412 | xc{ 413 | 1 * tps::pow(sampleTime * omega_c, 3) 414 | , 415 | 0 416 | , 417 | 0 418 | , 419 | 0 420 | }, 421 | yc{ 422 | 1 / (1 * tps::pow(sampleTime * omega_c, 3) + 2 * tps::pow(sampleTime * omega_c, 2) + 2 * sampleTime * omega_c + 1), 423 | 0 * tps::pow(sampleTime * omega_c, 3) - 2 * tps::pow(sampleTime * omega_c, 2) - 4 * sampleTime * omega_c - 3, 424 | 0 * tps::pow(sampleTime * omega_c, 3) + 0 * tps::pow(sampleTime * omega_c, 2) + 2 * sampleTime * omega_c + 3, 425 | 0 * tps::pow(sampleTime * omega_c, 3) - 0 * tps::pow(sampleTime * omega_c, 2) + 0 * sampleTime * omega_c - 1 426 | } 427 | { 428 | if(omega_c < sampleTime){ 429 | throw std::domain_error("LowPassFilter constructor error: tua_c is smaller than the sample time dt."); 430 | } 431 | } 432 | double update(double newValue) final{ 433 | x.push(newValue); 434 | double y0 = 0; 435 | const double* doubleP = xc; 436 | for (auto it = x.rbegin(); it != x.rend(); it++) 437 | { 438 | y0 += *it * *doubleP++; 439 | } 440 | doubleP = yc + 1; 441 | for (auto it = y.rbegin(); it != y.rend(); it++) 442 | { 443 | y0 -= *it * *doubleP++; 444 | } 445 | return y.push(yc[0] * y0); 446 | } 447 | double getOutput() final{return y.get(0);} 448 | private: 449 | const double xc[4]; 450 | const double yc[4]; 451 | CircularDelay y; 452 | CircularDelay x; 453 | }; 454 | 455 | template 456 | class MovingAvarageFilter{ 457 | public: 458 | double update(double input){ 459 | input *= 1000; 460 | output += int64_t(input) - *buffer.rbegin(); 461 | buffer.push(input); 462 | return double(output) / (1000); 463 | } 464 | private: 465 | int64_t output = 0; 466 | CircularDelay buffer; 467 | }; 468 | 469 | #endif 470 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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No Surrender of Others' Freedom. 541 | 542 | If conditions are imposed on you (whether by court order, agreement or 543 | otherwise) that contradict the conditions of this License, they do not 544 | excuse you from the conditions of this License. If you cannot convey a 545 | covered work so as to satisfy simultaneously your obligations under this 546 | License and any other pertinent obligations, then as a consequence you may 547 | not convey it at all. For example, if you agree to terms that obligate you 548 | to collect a royalty for further conveying from those to whom you convey 549 | the Program, the only way you could satisfy both those terms and this 550 | License would be to refrain entirely from conveying the Program. 551 | 552 | 13. Use with the GNU Affero General Public License. 553 | 554 | Notwithstanding any other provision of this License, you have 555 | permission to link or combine any covered work with a work licensed 556 | under version 3 of the GNU Affero General Public License into a single 557 | combined work, and to convey the resulting work. The terms of this 558 | License will continue to apply to the part which is the covered work, 559 | but the special requirements of the GNU Affero General Public License, 560 | section 13, concerning interaction through a network will apply to the 561 | combination as such. 562 | 563 | 14. Revised Versions of this License. 564 | 565 | The Free Software Foundation may publish revised and/or new versions of 566 | the GNU General Public License from time to time. Such new versions will 567 | be similar in spirit to the present version, but may differ in detail to 568 | address new problems or concerns. 569 | 570 | Each version is given a distinguishing version number. If the 571 | Program specifies that a certain numbered version of the GNU General 572 | Public License "or any later version" applies to it, you have the 573 | option of following the terms and conditions either of that numbered 574 | version or of any later version published by the Free Software 575 | Foundation. If the Program does not specify a version number of the 576 | GNU General Public License, you may choose any version ever published 577 | by the Free Software Foundation. 578 | 579 | If the Program specifies that a proxy can decide which future 580 | versions of the GNU General Public License can be used, that proxy's 581 | public statement of acceptance of a version permanently authorizes you 582 | to choose that version for the Program. 583 | 584 | Later license versions may give you additional or different 585 | permissions. However, no additional obligations are imposed on any 586 | author or copyright holder as a result of your choosing to follow a 587 | later version. 588 | 589 | 15. Disclaimer of Warranty. 590 | 591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 592 | APPLICABLE LAW. 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Limitation of Liability. 601 | 602 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING 603 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS 604 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY 605 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE 606 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF 607 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD 608 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), 609 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF 610 | SUCH DAMAGES. 611 | 612 | 17. Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | --------------------------------------------------------------------------------