TOMLAB: Difference between revisions
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==Introduction== | ==Introduction== | ||
*[[ | *[[TOMLAB Introduction|Introduction]] | ||
==Overall Design== | ==Overall Design== | ||
Overall Design presents the general design of TOMLAB. | Overall Design presents the general design of TOMLAB. | ||
*[[ | *[[TOMLAB Overall Design|Overall Design]] | ||
==Problem Types and Solver Routines== | ==Problem Types and Solver Routines== | ||
This section contains strict mathematical definitions of the optimization problem types. All solver routines available in TOMLAB are described. | This section contains strict mathematical definitions of the optimization problem types. All solver routines available in TOMLAB are described. | ||
*[[ | *[[TOMLAB Problem Types and Solver Routines|Problem Types and Solver Routines]] | ||
==Defining Problems in TOMLAB== | ==Defining Problems in TOMLAB== | ||
*[[ | *[[TOMLAB Defining Problems in TOMLAB|Defining Problems in TOMLAB]] | ||
==Solving Linear, Quadratic and Integer Programming Problems== | ==Solving Linear, Quadratic and Integer Programming Problems== | ||
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution. | This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution. | ||
*[[ | *[[TOMLAB Solving Linear Quadratic and Integer Programming Problems|Solving Linear, Quadratic and Integer Programming Problems]] | ||
==Solving Unconstrained and Constrained Optimization Problems== | ==Solving Unconstrained and Constrained Optimization Problems== | ||
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution. | This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution. | ||
*[[ | *[[TOMLAB Solving Unconstrained and Constrained Optimization Problems|Solving Unconstrained and Constrained Optimization Problems]] | ||
==Solving Global Optimization Problems== | ==Solving Global Optimization Problems== | ||
Line 30: | Line 30: | ||
==Solving Least Squares and Parameter Estimation Problems== | ==Solving Least Squares and Parameter Estimation Problems== | ||
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution. | This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution. | ||
*[[ | *[[TOMLAB Solving Least Squares and Parameter Estimation Problems|Solving Least Squares and Parameter Estimation Problems]] | ||
==Multi Layer Optimization== | ==Multi Layer Optimization== | ||
This section shows to setup and define multi layer optimization problems in TOMLAB. | This section shows to setup and define multi layer optimization problems in TOMLAB. | ||
*[[ | *[[TOMLAB Multi Layer Optimization|Multi Layer Optimization]] | ||
==Tomhelp - The Help Program== | ==Tomhelp - The Help Program== | ||
This section contains detailed descriptions of many of the functions in TOMLAB. The TOM solvers, originally developed by the Applied Optimization and Modeling (TOM) group, are described together with TOMLAB driver routine and utility functions. Other solvers, like the Stanford Optimization Laboratory (SOL) solvers are not described, but documentation is available for each solver. | This section contains detailed descriptions of many of the functions in TOMLAB. The TOM solvers, originally developed by the Applied Optimization and Modeling (TOM) group, are described together with TOMLAB driver routine and utility functions. Other solvers, like the Stanford Optimization Laboratory (SOL) solvers are not described, but documentation is available for each solver. | ||
*[[ | *[[TOMLAB TomHelp|Tomhelp - The Help Program]] | ||
==TOMLAB Solver Reference== | ==TOMLAB Solver Reference== | ||
*[[ | *[[TOMLAB Solver Reference]] | ||
==TOMLAB Utility Functions== | ==TOMLAB Utility Functions== | ||
This section describes the utility functions that can be used, for example tomRun and SolverList. | This section describes the utility functions that can be used, for example tomRun and SolverList. | ||
*[[ | *[[TOMLAB Utility Functions]] | ||
==Approximation of Derivatives== | ==Approximation of Derivatives== | ||
This section introduces the different options for derivatives, automatic differentiation. | This section introduces the different options for derivatives, automatic differentiation. | ||
*[[ | *[[TOMLAB Approximation of Derivatives|Approximation of Derivatives]] | ||
==Special Notes and Features== | ==Special Notes and Features== | ||
This section discusses a number of special system features such as partially separable functions and user supplied parameter information for the function computations. | This section discusses a number of special system features such as partially separable functions and user supplied parameter information for the function computations. | ||
*[[ | *[[TOMLAB Special Notes and Features|Special Notes and Features]] | ||
==Appendix A: Prob - the Input Problem Structure== | ==Appendix A: Prob - the Input Problem Structure== | ||
Appendix A contains tables describing all elements defined in the problem structure. Some subfields are either empty, or filled with information if the particular type of optimization problem is defined. To be able to set different parameter options for the optimization solution, and change problem dependent information, the user should consult the tables in this Appendix. | Appendix A contains tables describing all elements defined in the problem structure. Some subfields are either empty, or filled with information if the particular type of optimization problem is defined. To be able to set different parameter options for the optimization solution, and change problem dependent information, the user should consult the tables in this Appendix. | ||
*[[ | *[[TOMLAB Appendix A|Appendix A: Prob - the Input Problem Structure]] | ||
==Appendix B: Result - the Output Result Structure== | ==Appendix B: Result - the Output Result Structure== | ||
This Appendix contains tables describing all elements defined in the output result structure returned from all solvers and driver routines. | This Appendix contains tables describing all elements defined in the output result structure returned from all solvers and driver routines. | ||
*[[ | *[[TOMLAB Appendix B|Appendix B: Result - the Output Result Structure]] | ||
==Appendix C: TomSym - the Modeling Engine== | ==Appendix C: TomSym - the Modeling Engine== | ||
*[[ | *[[TOMLAB Appendix C|Appendix C: TomSym - the Modeling Engine]] | ||
==Appendix D: Global Variables and Recursive Calls== | ==Appendix D: Global Variables and Recursive Calls== | ||
Appendix D is concerned with the global variables used in TOMLAB and routines for handling important global variables enabling recursive calls of any depth. | Appendix D is concerned with the global variables used in TOMLAB and routines for handling important global variables enabling recursive calls of any depth. | ||
*[[ | *[[TOMLAB Appendix D|Appendix D: Global Variables and Recursive Calls]] | ||
==Appendix E: External Interfaces== | ==Appendix E: External Interfaces== | ||
This Appendix describes the available set of interfaces to other optimization software, such as CUTE, AMPL, and The Mathworks' Optimization Toolbox. | This Appendix describes the available set of interfaces to other optimization software, such as CUTE, AMPL, and The Mathworks' Optimization Toolbox. | ||
*[[ | *[[TOMLAB Appendix E|Appendix E: External Interfaces]] | ||
==Appendix F: Motivation and Background to TOMLAB== | ==Appendix F: Motivation and Background to TOMLAB== | ||
Appendix F gives some motivation for the development of TOMLAB. | Appendix F gives some motivation for the development of TOMLAB. | ||
*[[ | *[[TOMLAB Appendix F|Appendix F: Motivation and Background to TOMLAB]] | ||
==Appendix G: Performance Tests on Linear Programming Solvers== | ==Appendix G: Performance Tests on Linear Programming Solvers== | ||
*[[ | *[[TOMLAB Appendix G|Appendix G: Performance Tests on Linear Programming Solvers]] |
Revision as of 10:43, 8 July 2011
Introduction
Overall Design
Overall Design presents the general design of TOMLAB.
Problem Types and Solver Routines
This section contains strict mathematical definitions of the optimization problem types. All solver routines available in TOMLAB are described.
Defining Problems in TOMLAB
Solving Linear, Quadratic and Integer Programming Problems
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution.
Solving Unconstrained and Constrained Optimization Problems
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution.
Solving Global Optimization Problems
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution.
Solving Least Squares and Parameter Estimation Problems
This section contain examples on the process of defining problems and solving them. All test examples are available as part of the TOMLAB distribution.
Multi Layer Optimization
This section shows to setup and define multi layer optimization problems in TOMLAB.
Tomhelp - The Help Program
This section contains detailed descriptions of many of the functions in TOMLAB. The TOM solvers, originally developed by the Applied Optimization and Modeling (TOM) group, are described together with TOMLAB driver routine and utility functions. Other solvers, like the Stanford Optimization Laboratory (SOL) solvers are not described, but documentation is available for each solver.
TOMLAB Solver Reference
TOMLAB Utility Functions
This section describes the utility functions that can be used, for example tomRun and SolverList.
Approximation of Derivatives
This section introduces the different options for derivatives, automatic differentiation.
Special Notes and Features
This section discusses a number of special system features such as partially separable functions and user supplied parameter information for the function computations.
Appendix A: Prob - the Input Problem Structure
Appendix A contains tables describing all elements defined in the problem structure. Some subfields are either empty, or filled with information if the particular type of optimization problem is defined. To be able to set different parameter options for the optimization solution, and change problem dependent information, the user should consult the tables in this Appendix.
Appendix B: Result - the Output Result Structure
This Appendix contains tables describing all elements defined in the output result structure returned from all solvers and driver routines.
Appendix C: TomSym - the Modeling Engine
Appendix D: Global Variables and Recursive Calls
Appendix D is concerned with the global variables used in TOMLAB and routines for handling important global variables enabling recursive calls of any depth.
Appendix E: External Interfaces
This Appendix describes the available set of interfaces to other optimization software, such as CUTE, AMPL, and The Mathworks' Optimization Toolbox.
Appendix F: Motivation and Background to TOMLAB
Appendix F gives some motivation for the development of TOMLAB.