As in QML-CLONALG, the pre-processing phase of QML-AiNet includes four sub-components: Constraint generation, Constraint filtering, Calculation of conflict set and dependency set, and Constraint set partition.
The resultant generalized version of NIMM (gNIMM) makes possible the constraint force calculation with exactly the same procedure (subroutine) for various "Verlet equivalent" integration schemes with the same fourth order of the time step as the constraint error order.
Considering the advantages of TPS deformation, such as good smoothness constraint, simple calculation, and the ability to be decomposed into affine transformation component and non-affine transformation component, we adopt TPS to represent the non-rigid deformation.
This was done by MD simulation in water using the constraint force calculation technique as it is implemented in the GROMACS program.
Once the sybil library is loaded into the R environment, the user can access a range of functions to read and manipulate metabolic network models, to perform different constraint-based calculations, and to visualise the results.
However, sentence card #4 is an existence sentence card, containing the number 8. Therefore, this state violates the calculation constraint, and this constraint is assigned to −1.
We also found that learners have the difficulty to satisfy the constraints mainly about calculation and story type.
In addition to the above assumptions, we prescribe constraints on the calculation time for one re-planning.
To further improve the computational efficiency, the interval perturbation method (IPM) is used to estimate the constraints, thereby the calculation for the constraints in each optimization loop becomes deterministic, and the double-loop nested problem is reduced to an approximate single-loop problem.
