Automatic Tuning of Vernier Microring Filters Using Comprehensive Characterization Models and Hybrid Optimization Algorithms.
Saif AlnairatBenjamin WohlfeilStevan DjordjevicBernhard SchmaussPublished in: OFC (2023)
Keyphrases
- optimization problems
- theoretical analysis
- significant improvement
- combinatorial optimization
- optimization approaches
- discrete optimization
- optimization methods
- learning algorithm
- data structure
- mathematical models
- statistical models
- machine learning methods
- response surface
- hybrid approaches
- free parameters
- order statistics
- data sets
- semi automatic
- machine learning algorithms
- graphical models
- computational complexity
- benchmark datasets
- linear models
- evolution strategy
- morphological filters
- computationally efficient
- model selection
- optimization criteria
- efficient optimization
- neural network