Adaptive use of extended systems for the efficient verified solution of nonlinear systems / von Elke Just. 2013
Inhalt
- Introduction
- Notations and the basics of interval analysis
- Algorithms, numerical results and fonts
- Intervals
- Vectors of real numbers and intervals
- Matrices of real numbers and intervals
- Functions of interval vectors and matrices
- Interval arithmetic
- Properties of interval arithmetic
- Function evaluation and enclosures
- Natural function enclosure
- Centered forms
- Taylor forms
- Taylor models
- Derivatives and slopes
- Contractors
- Expression optimization
- Interval arithmetic and computers
- Nonlinear systems of equations
- Basic approach: branch-and-bound
- Branching / Subdivision
- Subdivision using gaps
- Handling of unbounded variables
- Determining a direction for subdivision
- Bisection
- Multisection
- Non-equidistant subdivision
- Iterated subdivision
- Subdivision strategy in SONIC
- Numerical studies
- Bounding / Contracting
- Constraint propagation
- Taylor refinement
- Contraction by Taylor models
- Interval Newton method
- Preconditioning
- Application scheme for contractors
- Application of contractors in SONIC
- Operating sequence for the branch-and-bound algorithm
- Extended systems
- Basics
- Separate analysis phase
- A box-intern hierarchy controlling extended systems (BIH)
- Studies for selecting extended systems
- A new, adaptive strategy (AS)
- Comparison of the strategies BIH and AS
- Modifications of the adaptive strategy
- Restarting
- Varying parameter
- Use all extended systems on designated recursion levels
- Reducing E if system E is not applied
- Averaging E depending on the recursion level
- Changing the averaging for the gauges E
- Volume computation
- Using all extended systems
- Using other extended systems
- Survey of the utilization of the extended systems
- Choosing the variables considered by the Newton method
- Improvements for preconditioners
- Interaction of branching and bounding strategies
- Verification
- Definitions
- Verification for non-square systems
- Verification for square systems
- Verification scheme
- Practical details concerning verification
- Lists of facets and subfacets
- When to apply verification tests
- Segregation of computation and verification
- Row-wise verification
- Subdividing facets
- Subdivision of symmetrical facets
- Variations of the degree test
- Comparison of the verification tests
- SONIC
- Features and concept
- Install and run SONIC
- Interval libraries
- Parallelization of the nonlinear solver
- Optimization
- General approach
- Unconstrained optimization
- Constrained optimization
- Parallelization of the optimizer
- Other nonlinear solvers and optimizers
- Conclusion
- List of symbols
- Test problems
