OpenMDAO vs SmartDO

OpenMDAO is a free, open-source Python framework for systems analysis and multidisciplinary optimization, available for Linux and self-hosted use. It focuses on gradient-based optimization with analytic derivatives, including design spaces with hundreds or thousands of variables. Models combine components and groups, while drivers run optimization algorithms or design of experiments. Nonlinear and linear solvers can be positioned at different levels of the model hierarchy. Derivative tools include analytic partial derivatives, finite-difference and complex-step approximations, derivative checking, and forward or reverse total derivative calculations. MPI features support parallel subsystems and distributed variables across processes. Parallel computing can also support gradient-free optimization, mixed-integer nonlinear programming and design space exploration. Users can visualize models and optimization progress, and record or read model and solver cases. Dymos for transient modeling and optimal control, and pyCycle for turbine engine cycle analysis, are identified as related libraries. Installation is documented through PyPI or a cloned GitHub repository. The supported OpenMDAO 3.x line requires Python 3.10 or later; its API may change periodically during active development.

SmartDO is a multidisciplinary, multiphysics platform for automatic engineering design optimization. Its Direct Global Search can begin an optimization after setup with one button, without a design of experiments or manual sensitivity study. The maker describes S.A.F.E.D. and SmartLearning as features that can bypass failed CAD or CAE runs and use earlier calculations to reduce computational cost. APO supports synchronous multi-objective optimization without user weighting. SmartDO uses Tcl/Tk and Python, allowing add-ons, GUIs, graphics, and plotting tools. SmartLink connects the platform with CAE packages, while OpenXim links commercial or open-source CAD with simulation software. Named examples include ANSYS Workbench, FreeCAD, SOLIDWORKS, NX, PrePoMax, and CalculiX. The software page reports successful use with more than 240 design variables and 132 constraints. FEA-Opt Technology develops SmartDO and offers consulting and integration services. Pricing is available on request.