About: Gekko (optimization software)

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The GEKKO Python package solves large-scale mixed-integer and differential algebraic equations with nonlinear programming solvers (IPOPT, APOPT, BPOPT, SNOPT, MINOS). Modes of operation include machine learning, data reconciliation, real-time optimization, dynamic simulation, and nonlinear model predictive control. In addition, the package solves Linear programming (LP), Quadratic programming (QP), Quadratically constrained quadratic program (QCQP), Nonlinear programming (NLP), Mixed integer programming (MIP), and Mixed integer linear programming (MILP). GEKKO is available in Python and installed with pip from PyPI of the Python Software Foundation.

Attributes	Values
rdf:type	Thing software schema:CreativeWork work wikidata:Q386724 Software
rdfs:label	Gekko (optimization software) (en)
rdfs:comment	The GEKKO Python package solves large-scale mixed-integer and differential algebraic equations with nonlinear programming solvers (IPOPT, APOPT, BPOPT, SNOPT, MINOS). Modes of operation include machine learning, data reconciliation, real-time optimization, dynamic simulation, and nonlinear model predictive control. In addition, the package solves Linear programming (LP), Quadratic programming (QP), Quadratically constrained quadratic program (QCQP), Nonlinear programming (NLP), Mixed integer programming (MIP), and Mixed integer linear programming (MILP). GEKKO is available in Python and installed with pip from PyPI of the Python Software Foundation. (en)
foaf:name	GEKKO (en)
name	GEKKO (en)
foaf:depiction
dcterms:subject	Mathematical optimization software Numerical programming languages
Wikipage page ID	57256998 (xsd:integer)
Wikipage revision ID	1092445921 (xsd:integer)
Link from a Wikipage to another Wikipage	Python (programming language) Enhanced oil recovery MINOS (optimization software) Deep learning Mathematical optimization SNOPT Essential oil Quadratically constrained quadratic program List of numerical analysis software Mixed integer programming MIT license Machine learning Backpropagation Karush–Kuhn–Tucker conditions Linear programming APMonitor APOPT Quadratic programming Artificial neural network Mathematical optimization software Numerical programming languages Cogeneration Oil well Solid oxide fuel cell IPOPT Mathematical optimization Model predictive control Unmanned aerial vehicle Nonlinear programming Mixed integer linear programming dbr:John_Hedengren
Link from a Wikipage to an external page	https://apmonitor.com/wiki/index.php/Main/GekkoPythonOptimization https://gekko.readthedocs.io/en/latest/ https://machinelearning.byu.edu/ https://github.com/BYU-PRISM/GEKKO https://github.com/BYU-PRISM/GEKKO%7CCross-Platform https://www.nsf.gov/awardsearch/showAward%3FAWD_ID=1547110 https://pypi.org/project/gekko http://apmonitor.com/wiki/index.php/Main/APMonitorReferences
sameAs	Gekko (optimization software) Gekko (optimization software)
dbp:wikiPageUsesTemplate	dbt:Infobox_Software dbt:Reflist dbt:Start_date_and_age dbt:URL dbt:Mathematical_optimization_software
thumbnail	wiki-commons:Special:FilePath/gekko_logo.png?width=300
developer	Logan Beal and John Hedengren (en)
genre	List of numerical analysis software
latest release date	2021-12-02 (xsd:date)
latest release version	1 (xsd:integer)
license	MIT license
logo	gekko_logo.png (en)
logo size	300 (xsd:integer)
operating system	https://github.com/BYU-PRISM/GEKKO%7CCross-Platform
has abstract	The GEKKO Python package solves large-scale mixed-integer and differential algebraic equations with nonlinear programming solvers (IPOPT, APOPT, BPOPT, SNOPT, MINOS). Modes of operation include machine learning, data reconciliation, real-time optimization, dynamic simulation, and nonlinear model predictive control. In addition, the package solves Linear programming (LP), Quadratic programming (QP), Quadratically constrained quadratic program (QCQP), Nonlinear programming (NLP), Mixed integer programming (MIP), and Mixed integer linear programming (MILP). GEKKO is available in Python and installed with pip from PyPI of the Python Software Foundation. pip install gekko GEKKO works on all platforms and with Python 2.7 and 3+. By default, the problem is sent to a public server where the solution is computed and returned to Python. There are Windows, MacOS, Linux, and ARM (Raspberry Pi) processor options to solve without an Internet connection. GEKKO is an extension of the APMonitor Optimization Suite but has integrated the modeling and solution visualization directly within Python. A mathematical model is expressed in terms of variables and equations such as the Hock & Schittkowski Benchmark Problem #71 used to test the performance of nonlinear programming solvers. This particular optimization problem has an objective function and subject to the inequality constraint and equality constraint . The four variables must be between a lower bound of 1 and an upper bound of 5. The initial guess values are . This optimization problem is solved with GEKKO as shown below. from gekko import GEKKOm = GEKKO # Initialize gekko# Initialize variablesx1 = m.Var(value=1, lb=1, ub=5)x2 = m.Var(value=5, lb=1, ub=5)x3 = m.Var(value=5, lb=1, ub=5)x4 = m.Var(value=1, lb=1, ub=5)# Equationsm.Equation(x1 * x2 * x3 * x4 >= 25)m.Equation(x1 2 + x2 2 + x3 2 + x4 2 == 40)m.Obj(x1 * x4 * (x1 + x2 + x3) + x3) # Objectivem.solve(disp=False) # Solveprint("x1: " + str(x1.value))print("x2: " + str(x2.value))print("x3: " + str(x3.value))print("x4: " + str(x4.value))print("Objective: " + str(m.options.objfcnval)) (en)
prov:wasDerivedFrom	wikipedia-en:Gekko_(optimization_software)?oldid=1092445921&ns=0
page length (characters) of wiki page	16975 (xsd:nonNegativeInteger)
latest release date	2021-12-02 (xsd:date)
latest release version	1.0.2
developer	dbr:John_Hedengren
genre	List of numerical analysis software
license	MIT license
foaf:isPrimaryTopicOf	wikipedia-en:Gekko_(optimization_software)
is Link from a Wikipage to another Wikipage of	List of computer simulation software Algebraic modeling language List of optimization software Comparison of optimization software Linear programming APMonitor APOPT Gekko (disambiguation) Modeling language Knapsack problem
is Wikipage disambiguates of	Gekko (disambiguation)
is foaf:primaryTopic of	wikipedia-en:Gekko_(optimization_software)

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