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EoFit - NIST Solutions

Back to EoFit Nonlinear Least-Squares.

EoFit does an excellent job solving the NIST nonlinear test cases. The 27 test cases along with EoFit results are listed below in order of their level of difficulty.

Note that NIST results are provided with 10 digits of precision. EoFit default stopping tolerances produce slightly less resolution for robust fitting of a wide array of problems. The stopping tolerances may be adjusted depending on the application to provide higher resolution when needed. The EoFit results below use the default settings.

Higher level of difficulty


NIST Data Set: MGH09.dat Equation: y = b1*(x^ 2+x*b2) / (x^ 2+x*b3+b4); Param NIST Certified StdDev EoFit Result StdDev b1: 1.9280693458e-001 1.14353122e-002 1.9280693319e-001 1.14353124e-002 b2: 1.9128232873e-001 1.96332209e-001 1.9128231670e-001 1.96332168e-001 b3: 1.2305650693e-001 8.08420312e-002 1.2305648396e-001 8.08420174e-002 b4: 1.3606233068e-001 9.00255423e-002 1.3606232570e-001 9.00255430e-002 Residual Sum Of Squares: Nist: 3.0750560385e-004 EoFit: 3.0750560385e-004 Residual StdDev: Nist: 6.6279236551e-003 EoFit: 6.6279236551e-003

NIST Data Set: Thurber.dat Equation: y = (b1 + b2*x + b3*x^ 2 + b4*x^ 3) / (1 + b5*x + b6*x^ 2 + b7*x^ 3); Param NIST Certified StdDev EoFit Result StdDev b1: 1.2881396800e+003 4.66479633e+000 1.2881396802e+003 4.66479638e+000 b2: 1.4910792535e+003 3.95711561e+001 1.4910792569e+003 3.95711638e+001 b3: 5.8323836877e+002 2.86986961e+001 5.8323837109e+002 2.86987021e+001 b4: 7.5416644291e+001 5.56753703e+000 7.5416644756e+001 5.56753828e+000 b5: 9.6629502864e-001 3.13333407e-002 9.6629503063e-001 3.13333470e-002 b6: 3.9797285797e-001 1.49849282e-002 3.9797285925e-001 1.49849325e-002 b7: 4.9727297349e-002 6.58423446e-003 4.9727298151e-002 6.58423477e-003 Residual Sum Of Squares: Nist: 5.6427082397e+003 EoFit: 5.6427082397e+003 Residual StdDev: Nist: 1.3714600784e+001 EoFit: 1.3714600784e+001

NIST Data Set: BoxBOD.dat Equation: y = b1*(1-exp(-b2*x)); Param NIST Certified StdDev EoFit Result StdDev b1: 2.1380940889e+002 1.23545152e+001 2.1380940909e+002 1.23545152e+001 b2: 5.4723748542e-001 1.04559932e-001 5.4723748355e-001 1.04559932e-001 Residual Sum Of Squares: Nist: 1.1680088766e+003 EoFit: 1.1680088766e+003 Residual StdDev: Nist: 1.7088072423e+001 EoFit: 1.7088072423e+001

NIST Data Set: Rat42.dat Equation: y = b1 / (1+exp(b2-b3*x)); Param NIST Certified StdDev EoFit Result StdDev b1: 7.2462237576e+001 1.73402834e+000 7.2462237601e+001 1.73402830e+000 b2: 2.6180768402e+000 8.82952175e-002 2.6180768430e+000 8.82952227e-002 b3: 6.7359200066e-002 3.44656634e-003 6.7359200059e-002 3.44656642e-003 Residual Sum Of Squares: Nist: 8.0565229338e+000 EoFit: 8.0565229338e+000 Residual StdDev: Nist: 1.1587725499e+000 EoFit: 1.1587725499e+000

NIST Data Set: Rat43.dat Equation: y = b1 / ((1+exp(b2-b3*x))^(1/b4)); Param NIST Certified StdDev EoFit Result StdDev b1: 6.9964151270e+002 1.63022978e+001 6.9964151704e+002 1.63022972e+001 b2: 5.2771253025e+000 2.08287358e+000 5.2771240962e+000 2.08287375e+000 b3: 7.5962938329e-001 1.95661235e-001 7.5962927693e-001 1.95661249e-001 b4: 1.2792483859e+000 6.87619364e-001 1.2792479713e+000 6.87619304e-001 Residual Sum Of Squares: Nist: 8.7864049080e+003 EoFit: 8.7864049080e+003 Residual StdDev: Nist: 2.8262414662e+001 EoFit: 2.8262414662e+001

NIST Data Set: MGH10.dat Equation: y = b1 * exp(b2/(x+b3)); Param NIST Certified StdDev EoFit Result StdDev b1: 5.6096364710e-003 1.56878925e-004 5.6096364235e-003 1.57168227e-004 b2: 6.1813463463e+003 2.33090211e+001 6.1813463533e+003 2.33674943e+001 b3: 3.4522363462e+002 7.84861035e-001 3.4522363486e+002 7.89072185e-001 Residual Sum Of Squares: Nist: 8.7945855171e+001 EoFit: 8.7945855171e+001 Residual StdDev: Nist: 2.6009740065e+000 EoFit: 2.6009740065e+000

NIST Data Set: Eckerle4.dat Equation: y = (b1/b2) * exp(-0.5*((x-b3)/b2)^2); Param NIST Certified StdDev EoFit Result StdDev b1: 1.5543827178e+000 1.54080512e-002 1.5543827182e+000 1.54080513e-002 b2: 4.0888321754e+000 4.68030208e-002 4.0888321776e+000 4.68030225e-002 b3: 4.5154121844e+002 4.68005188e-002 4.5154121844e+002 4.68005189e-002 Residual Sum Of Squares: Nist: 1.4635887487e-003 EoFit: 1.4635887487e-003 Residual StdDev: Nist: 6.7629245447e-003 EoFit: 6.7629245447e-003

NIST Data Set: Bennett5.dat Equation: y = b1 * (b2+x)^(-1/b3); Param NIST Certified StdDev EoFit Result StdDev b1: -2.5235058043e+003 2.97151754e+002 -2.5235361977e+003 2.97817081e+002 b2: 4.6736564644e+001 1.24488719e+000 4.6736691971e+001 1.24806619e+000 b3: 9.3218483193e-001 2.02722994e-002 9.3218275847e-001 2.03137517e-002 Residual Sum Of Squares: Nist: 5.2404744073e-004 EoFit: 5.2404744076e-004 Residual StdDev: Nist: 1.8629312528e-003 EoFit: 1.8629312528e-003

Average level of difficulty

NIST Data Set: Kirby2.dat Equation: y = (b1 + b2*x + b3*x^2) / (1 + b4*x + b5*x^2); Param NIST Certified StdDev EoFit Result StdDev b1: 1.6745063063e+000 8.79896343e-002 1.6745061730e+000 8.79896337e-002 b2: -1.3927397867e-001 4.11820414e-003 -1.3927397327e-001 4.11820418e-003 b3: 2.5961181191e-003 4.18565205e-005 2.5961180721e-003 4.18565222e-005 b4: -1.7241811870e-003 5.89318974e-005 -1.7241812270e-003 5.89319046e-005 b5: 2.1664802578e-005 2.01297619e-007 2.1664802325e-005 2.01297617e-007 Residual Sum Of Squares: Nist: 3.9050739624e+000 EoFit: 3.9050739624e+000 Residual StdDev: Nist: 1.6354535131e-001 EoFit: 1.6354535131e-001

NIST Data Set: Hahn1.dat Equation: y = (b1 + b2*x + b3*x^2 + b4*x^3) / (1 + b5*x + b6*x^2 + b7*x^3); Param NIST Certified StdDev EoFit Result StdDev b1: 1.0776351733e+000 1.70701547e-001 1.0776344815e+000 2.48225424e-001 b2: -1.2269296921e-001 1.20002892e-002 -1.2269292205e-001 1.97840232e-002 b3: 4.0863750610e-003 2.25083149e-004 4.0863742407e-003 4.16316371e-004 b4: -1.4262662514e-006 2.75780377e-007 -1.4262655712e-006 2.82352673e-008 b5: -5.7609940901e-003 2.47128882e-004 -5.7609938072e-003 9.79206737e-004 b6: 2.4053735503e-004 1.04493738e-005 2.4053731549e-004 9.24237037e-006 b7: -1.2314450199e-007 1.30273353e-008 -1.2314446641e-007 8.38009787e-008 Residual Sum Of Squares: Nist: 1.5324382854e+000 EoFit: 1.5324382854e+000 Residual StdDev: Nist: 8.1803852243e-002 EoFit: 8.1803852243e-002

NIST Data Set: Nelson.dat Equation: y = b1 - b2*x1 * exp(-b3*x2); Param NIST Certified StdDev EoFit Result StdDev b1: 2.5906836021e+000 1.91499964e-002 2.5906836225e+000 1.91501112e-002 b2: 5.6177717026e-009 6.11240965e-009 5.6177862088e-009 6.11678481e-009 b3: -5.7701013174e-002 3.95723665e-003 -5.7701003783e-002 3.96320126e-003 Residual Sum Of Squares: Nist: 3.7976833176e+000 EoFit: 3.7976833176e+000 Residual StdDev: Nist: 1.7430280130e-001 EoFit: 1.7430280130e-001

NIST Data Set: MGH17.dat Equation: y = b1 + b2*exp(-x*b4) + b3*exp(-x*b5); Param NIST Certified StdDev EoFit Result StdDev b1: 3.7541005211e-001 2.07231536e-003 3.7541004571e-001 2.07231673e-003 b2: 1.9358469127e+000 2.20316692e-001 1.9358461063e+000 2.20316582e-001 b3: -1.4646871366e+000 2.21757077e-001 -1.4646863259e+000 2.21756968e-001 b4: 1.2867534640e-002 4.48613581e-004 1.2867533033e-002 4.48613732e-004 b5: 2.2122699662e-002 8.94719966e-004 2.2122702982e-002 8.94720732e-004 Residual Sum Of Squares: Nist: 5.4648946975e-005 EoFit: 5.4648946975e-005 Residual StdDev: Nist: 1.3970497866e-003 EoFit: 1.3970497866e-003

NIST Data Set: Lanczos1.dat Equation: y = b1*exp(-b2*x) + b3*exp(-b4*x) + b5*exp(-b6*x); Param NIST Certified StdDev EoFit Result StdDev b1: 9.5100000027e-002 5.33473042e-011 9.5100000028e-002 5.33888787e-011 b2: 1.0000000001e+000 2.74730382e-010 1.0000000001e+000 2.74944247e-010 b3: 8.6070000013e-001 1.35760622e-010 8.6070000014e-001 1.35867357e-010 b4: 3.0000000002e+000 3.33082531e-010 3.0000000002e+000 3.33343123e-010 b5: 1.5575999998e+000 1.88157314e-010 1.5575999998e+000 1.88304929e-010 b6: 5.0000000001e+000 1.10575005e-010 5.0000000001e+000 1.10661952e-010 Residual Sum Of Squares: Nist: 1.4307867721e-025 EoFit: 1.4329520047e-025 Residual StdDev: Nist: 8.9156129349e-014 EoFit: 8.9223564548e-014

Syntax: NIST Reads NIST file, performs fit, and reports comparison with NIST certified values. NIST Data Set: Gauss3.dat Equation: y = b1*exp( -b2*x ) + b3*exp( -(x-b4)^2 / b5^2 ) + b6*exp( -(x-b7)^2 / b8^ 2 ); Param NIST Certified StdDev EoFit Result StdDev b1: 9.8940368970e+001 5.30051928e-001 9.8940368994e+001 5.30051932e-001 b2: 1.0945879335e-002 1.25540589e-004 1.0945879336e-002 1.25540591e-004 b3: 1.0069553078e+002 8.12565873e-001 1.0069553077e+002 8.12565951e-001 b4: 1.1163619459e+002 3.53178598e-001 1.1163619455e+002 3.53178595e-001 b5: 2.3300500029e+001 3.65847830e-001 2.3300499970e+001 3.65847805e-001 b6: 7.3705031418e+001 1.20912391e+000 7.3705031578e+001 1.20912377e+000 b7: 1.4776164251e+002 4.04881834e-001 1.4776164246e+002 4.04881830e-001 b8: 1.9668221230e+001 3.78066343e-001 1.9668221261e+001 3.78066379e-001 Residual Sum Of Squares: Nist: 1.2444846360e+003 EoFit: 1.2444846360e+003 Residual StdDev: Nist: 2.2677077625e+000 EoFit: 2.2677077625e+000

NIST Data Set: Misra1c.dat Equation: y = b1 * (1-(1+2*b2*x)^(-.5)); Param NIST Certified StdDev EoFit Result StdDev b1: 6.3642725809e+002 4.66383266e+000 6.3642725276e+002 4.66383027e+000 b2: 2.0813627256e-004 1.77284232e-006 2.0813627459e-004 1.77284140e-006 Residual Sum Of Squares: Nist: 4.0966836971e-002 EoFit: 4.0966836971e-002 Residual StdDev: Nist: 5.8428615257e-002 EoFit: 5.8428615257e-002

NIST Data Set: Misra1d.dat Equation: y = b1*b2*x*((1+b2*x)^(-1)); Param NIST Certified StdDev EoFit Result StdDev b1: 4.3736970754e+002 3.64891743e+000 4.3736970786e+002 3.64891748e+000 b2: 3.0227324449e-004 2.93343545e-006 3.0227324424e-004 2.93343545e-006 Residual Sum Of Squares: Nist: 5.6419295283e-002 EoFit: 5.6419295283e-002 Residual StdDev: Nist: 6.8568272111e-002 EoFit: 6.8568272111e-002

NIST Data Set: Roszman1.dat Equation: pi = 3.141592653589793238462643383279E0; y = b1 - b2*x - atan(b3/(x-b4))/pi; Param NIST Certified StdDev EoFit Result StdDev b1: 2.0196866396e-001 1.91726660e-002 2.0196868395e-001 1.91738167e-002 b2: -6.1953516256e-006 3.20589317e-006 -6.1953549966e-006 3.20602532e-006 b3: 1.2044556708e+003 7.40509831e+001 1.2044556062e+003 7.40578355e+001 b4: -1.8134269537e+002 4.95735138e+001 -1.8134264174e+002 4.95774266e+001 Residual Sum Of Squares: Nist: 4.9484847331e-004 EoFit: 4.9484847331e-004 Residual StdDev: Nist: 4.8542984060e-003 EoFit: 4.8542984060e-003

NIST Data Set: ENSO.dat Equation: pi = 3.141592653589793238462643383279E0; y = b1 + b2*cos( 2*pi*x/12 ) + b3*sin( 2*pi*x/12 ) + b5*cos( 2*pi*x/b4 ) + b6*sin( 2*pi*x/b4 ) + b8*cos( 2*pi*x/b7 ) + b9*sin( 2*pi*x/b7 ); Param NIST Certified StdDev EoFit Result StdDev b1: 1.0510749193e+001 1.74888325e-001 1.0510749103e+001 1.74888323e-001 b2: 3.0762128085e+000 2.43100521e-001 3.0762128168e+000 2.43100523e-001 b3: 5.3280138227e-001 2.43546866e-001 5.3280140877e-001 2.43546868e-001 b4: 4.4311088700e+001 9.44080260e-001 4.4311090985e+001 9.44080331e-001 b5: -1.6231428586e+000 2.80783696e-001 -1.6231425703e+000 2.80783783e-001 b6: 5.2554493756e-001 4.80737011e-001 5.2554590057e-001 4.80736937e-001 b7: 2.6887614440e+001 4.16129391e-001 2.6887614043e+001 4.16129378e-001 b8: 2.1232288488e-001 5.14600229e-001 2.1232262387e-001 5.14600221e-001 b9: 1.4966870418e+000 2.54344689e-001 1.4966870465e+000 2.54344648e-001 Residual Sum Of Squares: Nist: 7.8853978668e+002 EoFit: 7.8853978668e+002 Residual StdDev: Nist: 2.2269642403e+000 EoFit: 2.2269642403e+000

Lower level of difficulty

NIST Data Set: Misra1a.dat Equation: y = b1*(1-exp(-b2*x)); Param NIST Certified StdDev EoFit Result StdDev b1: 2.3894212918e+002 2.70700752e+000 2.3894212902e+002 2.70700702e+000 b2: 5.5015643181e-004 7.26686884e-006 5.5015643224e-004 7.26686752e-006 Residual Sum Of Squares: Nist: 1.2455138894e-001 EoFit: 1.2455138894e-001 Residual StdDev: Nist: 1.0187876330e-001 EoFit: 1.0187876330e-001

NIST Data Set: Misra1b.dat Equation: y = b1 * (1-(1+b2*x/2)^(-2)); Param NIST Certified StdDev EoFit Result StdDev b1: 3.3799746163e+002 3.16439502e+000 3.3799746100e+002 3.16439645e+000 b2: 3.9039091287e-004 4.25473218e-006 3.9039091372e-004 4.25473417e-006 Residual Sum Of Squares: Nist: 7.5464681533e-002 EoFit: 7.5464681533e-002 Residual StdDev: Nist: 7.9301471998e-002 EoFit: 7.9301471998e-002

NIST Data Set: Chwirut1.dat Equation: y = exp(-b1*x)/(b2+b3*x); Param NIST Certified StdDev EoFit Result StdDev b1: 1.9027818370e-001 2.19385570e-002 1.9027818844e-001 2.19385584e-002 b2: 6.1314004477e-003 3.45000251e-004 6.1314005028e-003 3.45000274e-004 b3: 1.0530908399e-002 7.92818477e-004 1.0530908266e-002 7.92818540e-004 Residual Sum Of Squares: Nist: 2.3844771393e+003 EoFit: 2.3844771393e+003 Residual StdDev: Nist: 3.3616721320e+000 EoFit: 3.3616721320e+000

NIST Data Set: Chwirut2.dat Equation: y = exp(-b1*x)/(b2+b3*x); Param NIST Certified StdDev EoFit Result StdDev b1: 1.6657666537e-001 3.83032868e-002 1.6657655489e-001 3.83032780e-002 b2: 5.1653291286e-003 6.66216051e-004 5.1653276025e-003 6.66216125e-004 b3: 1.2150007096e-002 1.53042348e-003 1.2150011107e-002 1.53042356e-003 Residual Sum Of Squares: Nist: 5.1304802941e+002 EoFit: 5.1304802941e+002 Residual StdDev: Nist: 3.1717133040e+000 EoFit: 3.1717133040e+000

NIST Data Set: Lanczos3.dat Equation: y = b1*exp(-b2*x) + b3*exp(-b4*x) + b5*exp(-b6*x); Param NIST Certified StdDev EoFit Result StdDev b1: 8.6816414977e-002 1.71979089e-002 8.6816446894e-002 1.71983493e-002 b2: 9.5498101505e-001 9.70416245e-002 9.5498118637e-001 9.70440195e-002 b3: 8.4400777463e-001 4.14886633e-002 8.4400787779e-001 4.14898640e-002 b4: 2.9515951832e+000 1.07663125e-001 2.9515954129e+000 1.07666056e-001 b5: 1.5825685901e+000 5.83715763e-002 1.5825684551e+000 5.83732265e-002 b6: 4.9863565084e+000 3.44364030e-002 4.9863565923e+000 3.44373852e-002 Residual Sum Of Squares: Nist: 1.6117193594e-008 EoFit: 1.6117193594e-008 Residual StdDev: Nist: 2.9923229172e-005 EoFit: 2.9923229172e-005

NIST Data Set: Gauss1.dat Equation: y = b1*exp( -b2*x ) + b3*exp( -(x-b4)^2 / b5^2 ) + b6*exp( -(x-b7)^2 / b8^2 ); Param NIST Certified StdDev EoFit Result StdDev b1: 9.8778210871e+001 5.75273127e-001 9.8778210645e+001 5.75273131e-001 b2: 1.0497276517e-002 1.14062890e-004 1.0497276494e-002 1.14062893e-004 b3: 1.0048990633e+002 5.88317758e-001 1.0048990622e+002 5.88317757e-001 b4: 6.7481111276e+001 1.04605934e-001 6.7481111230e+001 1.04605934e-001 b5: 2.3129773360e+001 1.74399511e-001 2.3129773436e+001 1.74399513e-001 b6: 7.1994503004e+001 6.26227939e-001 7.1994502984e+001 6.26227935e-001 b7: 1.7899805021e+002 1.24369882e-001 1.7899805021e+002 1.24369882e-001 b8: 1.8389389025e+001 2.01343128e-001 1.8389389015e+001 2.01343130e-001 Residual Sum Of Squares: Nist: 1.3158222432e+003 EoFit: 1.3158222432e+003 Residual StdDev: Nist: 2.3317980180e+000 EoFit: 2.3317980180e+000

NIST Data Set: Gauss2.dat Equation: y = b1*exp( -b2*x ) + b3*exp( -(x-b4)^2 / b5^2 ) + b6*exp( -(x-b7)^2 / b8^2 ); Param NIST Certified StdDev EoFit Result StdDev b1: 9.9018328406e+001 5.37487669e-001 9.9018328424e+001 5.37487673e-001 b2: 1.0994945399e-002 1.33353068e-004 1.0994945406e-002 1.33353070e-004 b3: 1.0188022528e+002 5.92173158e-001 1.0188022529e+002 5.92173150e-001 b4: 1.0703095519e+002 1.50067983e-001 1.0703095517e+002 1.50067984e-001 b5: 2.3578584029e+001 2.26955951e-001 2.3578584018e+001 2.26955948e-001 b6: 7.2045589471e+001 6.17219659e-001 7.2045589403e+001 6.17219653e-001 b7: 1.5327010194e+002 1.94666743e-001 1.5327010195e+002 1.94666746e-001 b8: 1.9525972636e+001 2.64165494e-001 1.9525972696e+001 2.64165510e-001 Residual Sum Of Squares: Nist: 1.2475282092e+003 EoFit: 1.2475282092e+003 Residual StdDev: Nist: 2.2704790782e+000 EoFit: 2.2704790782e+000

NIST Data Set: DanWood.dat Equation: y = b1*x^b2; Param NIST Certified StdDev EoFit Result StdDev b1: 7.6886226176e-001 1.82819739e-002 7.6886226068e-001 1.82819736e-002 b2: 3.8604055871e+000 5.17266109e-002 3.8604055900e+000 5.17266092e-002 Residual Sum Of Squares: Nist: 4.3173084083e-003 EoFit: 4.3173084083e-003 Residual StdDev: Nist: 3.2853114039e-002 EoFit: 3.2853114039e-002


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