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Problem training Gaussian process with 'ardsquaredexponential' kernel function using bayesopt
As stated in the documentation for OptimizeHyperparameters: "KernelScale cannot be optimized for any of the ARD kernels." Alan...

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Optimization completed because the size of the gradient is less than the value of the optimality tolerance.
I think that you are mistaking the exit message for the solution. The solution resides in the p variable that the solver returns...

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I am doing Genetic algorithm for optimisation , but it is very slowly optimising, 1st itteration is not complete since 5hours but it is showing optimisation running.
ga is a slow algorithm. Most likely you have nonlinear constraints, which makes the algorithm even slower. If you do not have in...

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Get best hyperparameters for ionosphere data using fitcecoc & bayesopt. but i am getting error optimizableVariable.
I do not understand why you are attempting to use fitcecoc with a 2-class model. Try this instead: load ionosphere mdl = fitcs...

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How to solve "Conversion to logical from optim.problemdef.OptimizationInequality is not possible." for logical statement for variable.
You need to take care of logical constraints using a roundabout sort of modeling construct. The documentation is here: Integer a...

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fmincon pause after 2 iterations when using gradients
I don't know for sure, but MATLAB has a just-in-time compiler that does indeed make a sort of cache for code that is repeatedly ...

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lsqnonlin projectBox error when using OutputFcn
The error is because optimValues.residual is a vector, not a scalar. Possibly you want to write norm(optimValues.residual). Ala...

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How can I ensure the nonlinear constraints are met before running the objective function?
You are in luck: all of your "nonlinear" constraints are, in fact, linear constraints. Simply rewrite your constraints as linear...

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When I'm using the fmincon function to solve an optimization problem，the optimization result is always near the initial value. How to avoid this situation?
There is a documentation section about this issue: Final Point Equals Initial Point. There is also the possibility that you are ...

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How can I use Genetic Algorithm toolbox to calibrate a model?
It is entirely possible that I have misunderstood your question in some way. Feel freee to ask again with more explanation if my...

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Optimization for differential equations and measuring points
You might find the following examples relevant: Fit ODE, Problem-Based Fit an Ordinary Differential Equation (ODE) Alan Weiss...

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pass double symbolic expression to paretosearch
It depends on how you created your symbolic expressions. If you have two expressions, say obj1 and obj2, then two runs of matla...

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How can I using fmincon on both vector variables and matrix variables
You might enjoy the problem-based approach, which does not require you to put all variables into one. Alan Weiss MATLAB mathem...

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The StartPoint of Curve Fitting of the Function f(x)=a*exp(-x/b)+c
I think that your data is very small, about order 1e-8 instead of order 1. Here is a little script I knocked together that seems...

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Optimize the more than one variable in bayesopt
I believe that the error is in this line: [y_pred,~] = predict(model,x.opt_v); The software passes a table of values in x, wit...

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How to generate the objconstr for multivariate surrogate optimization with nonlinear constraints?
Try this: obj = matlabFunction(symbolic_objective_function,'vars',{x}); constr = matlabFunction(symbolic_nonlinear_constraints...

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problem with solving system of differential equations
If you are willing to have a numerical solution, rather than a symbolic solution, then using fsolve along with ode45 can work. T...

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How Can I improve the result of Surrogateopt Optimization?
Is your initial point Xint feasible? In other words, does it satisfy Xint >= lb Xint <= ub Aeq*Xint' = beq A*Xint' <= b f.I...

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How does the Surrogateopt function consider nonlinear integer constraints?
Your "nonlinear" inequality constraints are, in fact, linear inequality constraints. I suggest that you express them as linear c...

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Is it possible to make create custom InitialPopulation for N simulation iterates of genetic algorithm w/o resetting optimoptions N times?
You can use a custom creation function. As you probably know, this function can have the syntax function Population = myfun(Gen...

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Failure in initial objective function evaluation. FSOLVE cannot continue
I think that you are missing parameters: function res = lista1b_fct(x) Tee = x(1); Cee = x(2); res(1) = q*Cf - q*Cee - V*k0*...

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How to define a binary variable as part of constraints in the optimization problem(fmincon)?
fmincon does not accept binary constraints, or any integer constraints. The only solvers that accept a nonlinear objective funct...

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Problem in finding the global minima of a regression model
If you have a trained regression model then I think that there is nothing left to minimize. The training is, in fact, the soluti...

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Nonlinear constraints in genetic algorithm are not fulfilled
You could help the solver by setting a lower bound of 900 on x(2), and an upper bound of 2*50^2. You will still get infeasible p...

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Make optimiser more robust to upper and lower bounds
Another thing to try, if you have Global Optimization Toolbox, is MultiStart along with lsqnonlin. For an example, see MultiStar...

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GA or Surrogateopt doesn't find solutions | global nonlinear integer optimization in factory planning
You asked a lot of questions, but it seems to me that what you really want to know is whether there are any feasible points for ...

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Problem with MILP optimizatio problem: "Intlinprog" does not stop
You might notice that the default value of the MaxTime option is 7200 seconds. That is because it is typical for intlinprog to t...

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Question Regarding MultiObjective Optimization - gamultiobj
I have a hard time understanding you because you use vocabulary that is not standard. You say that you have items. I ask about c...

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Solving Constrained Convex Optimization Problems Using Gradient Descent
That problem does not look unconstrained to me: you have two sets of constraints listed. But the main point is twofold: there i...

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Optimization with time-dependent constraint
For an example of a similar problem, see Optimal Dispatch of Power Generators: Problem-Based. Alan Weiss MATLAB mathematical t...

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