Concepedia

Concept

nonlinear programming

Variants

Nonlinear Optimization

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10.7K

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771.8K

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15.8K

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3.4K

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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.

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