Concept
nonlinear programming
Variants
Nonlinear Optimization
Parents
Operations ResearchMathematicsComputer Science
Children
Control TheoryScheduling (Operating Systems)Scheduling (Project Management)
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Penalty-Function Nonlinear Programming
1965 - 1980
The period 1965–1980 saw constraint handling in nonlinear programming pivot toward penalty-based reformulations and sequential strategies. Researchers emphasized turning constrained problems into sequences of unconstrained ones by penalizing violations, enabling unified treatment of constraints and stimulating later augmented Lagrangian ideas and interior-point concepts. The development of general frameworks for decomposing constrained problems into sequential unconstrained minimization problems aided the spread of penalty and SUMT-type approaches and connected to barrier and multiplier methods.
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Master-Subproblem Global Nonlinear Programming
1981 - 1987
Neurodynamic and Convergent NLP
1988 - 1994
Scalable Constrained Nonlinear Optimization
1995 - 2001
Interior-Point Nonlinear Optimization
2002 - 2008
MIP-Driven Piecewise-Linear NLP
2009 - 2015
Symbolic-Numeric Nonlinear Optimization
2016 - 2024