Usually means: Method to enforce constraints optimization.
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We found 4 dictionaries that define the word penalty function:

General (2 matching dictionaries)
  1. penalty function: Wiktionary
  2. Penalty function: Wikipedia, the Free Encyclopedia

Computing (1 matching dictionary)
  1. penalty function: Encyclopedia

Science (1 matching dictionary)
  1. Mathematical Programming (No longer online)

Definitions from Wiktionary (penalty function)

noun:  (mathematics) Any function that applies constraints to a maximum or minimum problem

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