Multiple Design Options - MOPSO (MDO-MOPSO)

版本 1.5 (21.7 KB) 作者: Davide Fioriti
Parallel version of Multi-Objective Particle Swarm Optimization also with improved convergence, history tracking and multiple design options
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更新时间 2022/2/13
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Improved version of Multiple Objective Particle Swarm Optimization (MOPSO), that:
(1) has advanced convergence criteria,
(2) tracks the entire history of the simulated points including auxiliary quantities,
(3) supports parallel computing by specifying a paremter,
(4) identifies Multiple Design Options: points close to the Pareto frontier for a given tolerance,
(5) presents a more user-friendly method to set options is also included, and
(6) supports vectorized functions.
Two advanced convergence criteria are based on (1) the spread measure and (2) quadratic mean of the crouding distances, which enhance the standard criterion based on maximum number of iterations.
Similarly to MATLAB optimization functions, the code implements options for the solver with default values; this version enables the user to change only the desired parameter in a simple way, as also shown in the example.
More details are reported in the referenced paper or please leave a comment below.
The proposed formulation automatically supports vectorized functions or not-vectorized function; for the non-vectorized functions, the methodology also supports parallel computing by simply enabling a parameter.

引用格式

Fioriti, Davide, et al. “Coupling Economic Multi-Objective Optimization and Multiple Design Options: A Business-Oriented Approach to Size an off-Grid Hybrid Microgrid.” International Journal of Electrical Power & Energy Systems, vol. 127, Elsevier BV, May 2021, p. 106686, doi:10.1016/j.ijepes.2020.106686.

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1.5

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1.4

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1.3.5

Better description of the parallel capabilities
1.3.4

Updated reference citation
1.3.3

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1.3.2

Updated summary
1.3.1

Updated summary
1.3

Updated description to specify the parallel capabilities of the methodology
1.2.1

Re-upload of files, minor changes
1.2

Update function for efficiency
1.1.1

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1.1

Inclusion of the calculation procedure for MDOs for 2- and N-dimensional multi-objective optimization
1.0.4

- updated title
1.0.3

- Updated description
1.0.2

- Updated description
1.0.1

- updated image
- updated description
1.0.0

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0.0.0

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