Topic: "multi-objective-optimization"
anyoptimization/pymoo
NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO
Language: Python - Size: 18 MB - Last synced at: about 12 hours ago - Pushed at: about 12 hours ago - Stars: 2,542 - Forks: 426
median-research-group/LibMTL
A PyTorch Library for Multi-Task Learning
Language: Python - Size: 5.24 MB - Last synced at: 18 days ago - Pushed at: 25 days ago - Stars: 2,313 - Forks: 220
BIMK/PlatEMO
Evolutionary multi-objective optimization platform
Language: MATLAB - Size: 103 MB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 1,834 - Forks: 491
esa/pagmo2
A C++ platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.
Language: C++ - Size: 58.3 MB - Last synced at: 4 days ago - Pushed at: about 2 months ago - Stars: 874 - Forks: 166
EMI-Group/evox
Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.
Language: Python - Size: 42.6 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 570 - Forks: 85
PKU-DAIR/open-box Fork of thomas-young-2013/open-box
Generalized and Efficient Blackbox Optimization System
Language: Python - Size: 17 MB - Last synced at: 1 day ago - Pushed at: 8 months ago - Stars: 407 - Forks: 55
syne-tune/syne-tune
Large scale and asynchronous Hyperparameter and Architecture Optimization at your fingertips.
Language: Python - Size: 10.6 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 406 - Forks: 53
otto-de/recsys-dataset
🛍 A real-world e-commerce dataset for session-based recommender systems research.
Language: Python - Size: 180 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 334 - Forks: 49
jmejia8/Metaheuristics.jl
High-performance metaheuristics for optimization coded purely in Julia.
Language: Julia - Size: 4.09 MB - Last synced at: 7 days ago - Pushed at: 2 months ago - Stars: 271 - Forks: 29
lmarti/evolutionary-computation-course
Jupyter/IPython notebooks about evolutionary computation.
Language: Jupyter Notebook - Size: 146 MB - Last synced at: about 2 months ago - Pushed at: about 8 years ago - Stars: 252 - Forks: 100
TorchJD/torchjd
Library for Jacobian descent with PyTorch. It enables optimization of neural networks with multiple losses (e.g. multi-task learning).
Language: Python - Size: 865 KB - Last synced at: about 23 hours ago - Pushed at: about 23 hours ago - Stars: 242 - Forks: 7
XuhanLiu/DrugEx
Deep learning toolkit for Drug Design with Pareto-based Multi-Objective optimization in Polypharmacology
Language: Python - Size: 88.2 MB - Last synced at: 4 months ago - Pushed at: almost 2 years ago - Stars: 203 - Forks: 68
hav4ik/Hydra
Multi-Task Learning Framework on PyTorch. State-of-the-art methods are implemented to effectively train models on multiple tasks.
Language: Python - Size: 167 KB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 149 - Forks: 15
mikelzc1990/nsganetv2
[ECCV2020] NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search
Language: Python - Size: 3.22 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 130 - Forks: 34
EMI-Group/evoxbench
Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algorithms in deep learning.
Language: Python - Size: 1.74 MB - Last synced at: 3 days ago - Pushed at: 3 months ago - Stars: 124 - Forks: 17
yunshengtian/AutoOED
AutoOED: Automated Optimal Experimental Design Platform
Language: Python - Size: 28.5 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 123 - Forks: 16
ktafakkori/feloopy
FelooPy: Efficient & Feature-Rich Integrated Decision Environment
Language: Python - Size: 20.6 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 121 - Forks: 9
Eric-Bradford/TS-EMO
This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).
Language: MATLAB - Size: 1.83 MB - Last synced at: 2 months ago - Pushed at: almost 5 years ago - Stars: 100 - Forks: 14
optframe/optframe
OptFrame - C++17 (and C++20) Optimization Framework in Single or Multi-Objective. Supports classic metaheuristics and hyperheuristics: Genetic Algorithm, Simulated Annealing, Tabu Search, Iterated Local Search, Variable Neighborhood Search, NSGA-II, Genetic Programming etc. Examples for Traveling Salesman, Vehicle Routing, Knapsack Problem, etc.
Language: C++ - Size: 22.6 MB - Last synced at: about 17 hours ago - Pushed at: about 18 hours ago - Stars: 83 - Forks: 11
thomas-young-2013/open-box
Generalized and Efficient Blackbox Optimization System.
Language: Python - Size: 32.2 MB - Last synced at: 17 days ago - Pushed at: over 2 years ago - Stars: 83 - Forks: 82
Swiggy/Moo-GBT
Library for Multi-objective optimization in Gradient Boosted Trees
Language: Python - Size: 13.2 MB - Last synced at: 21 days ago - Pushed at: 10 months ago - Stars: 77 - Forks: 14
jump-dev/MultiObjectiveAlgorithms.jl
A Julia package for solving multi-objective optimization problems
Language: Julia - Size: 384 KB - Last synced at: 7 days ago - Pushed at: 2 months ago - Stars: 71 - Forks: 8
kevin031060/RL_TSP_4static
Deep Reinforcement Learning for Multiobjective Optimization. Code for this paper
Language: Python - Size: 153 MB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 66 - Forks: 30
ppgaluzio/MOBOpt
Multi-objective Bayesian optimization
Language: Python - Size: 106 KB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 64 - Forks: 20
garlicdevs/Fruit-API
A Universal Deep Reinforcement Learning Framework
Language: Python - Size: 7.45 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 62 - Forks: 22
tommyod/paretoset
Compute the Pareto (non-dominated) set, i.e., skyline operator/query.
Language: Jupyter Notebook - Size: 733 KB - Last synced at: 14 days ago - Pushed at: 27 days ago - Stars: 61 - Forks: 5
AnjieCheng/awesome-multi-objective-optimization
A curated list of awesome multi-objective optimization research resources.
Size: 28.3 KB - Last synced at: about 1 month ago - Pushed at: almost 7 years ago - Stars: 60 - Forks: 15
ethz-pes/multi_objective_optimization_matlab
MATLAB Tool for Multi-Objective Optimization
Language: MATLAB - Size: 135 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 56 - Forks: 8
krichelj/PyDiffGame
PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems
Language: Python - Size: 7.41 MB - Last synced at: 13 days ago - Pushed at: 4 months ago - Stars: 53 - Forks: 10
informarte/yuck
Yuck is a local-search constraint solver with FlatZinc interface
Language: Scala - Size: 2.3 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 53 - Forks: 11
hecoding/Pac-Man
Evolutionary Pac-Man bots using Grammatical Evolution and Multi-objective Optimization. Cool GUI included (Undergraduate Thesis)
Language: Java - Size: 29.7 MB - Last synced at: over 1 year ago - Pushed at: almost 8 years ago - Stars: 52 - Forks: 15
Baijiong-Lin/Awesome-Multi-Objective-Deep-Learning
A comprehensive list of gradient-based multi-objective optimization algorithms in deep learning.
Size: 171 KB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 51 - Forks: 5
avkhimen/Electric_Vehicle_Charging_Simulation
This project implements Q-Learning to find the optimal policy for charging and discharging electric vehicles in a V2G scheme under conditions of uncertain commitment of EV owners. The problem is modelled as a multi-objective multi-agent cooperative game. Project is part of fulfillment criteria for ECE 730 course at the University of Alberta.
Language: Python - Size: 1.09 MB - Last synced at: 1 day ago - Pushed at: about 3 years ago - Stars: 49 - Forks: 5
LFhase/PAIR
[ICLR 2023, ICLR DG oral] PAIR, the optimizer and model selection criteria for OOD Generalization
Language: Jupyter Notebook - Size: 1.22 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 47 - Forks: 3
jMetal/jMetalSP
A framework for Big Data Optimization with multi-objective metaheuristics
Language: Java - Size: 4.25 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 46 - Forks: 27
dbmptr/EPOSearch
Exact Pareto Optimal solutions for preference based Multi-Objective Optimization
Language: Python - Size: 52.7 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 46 - Forks: 13
jakobbossek/ecr2
ecr: Evolutionary Computation in R (version 2)
Language: R - Size: 17.6 MB - Last synced at: 17 days ago - Pushed at: over 1 year ago - Stars: 43 - Forks: 8
Nikronic/Optimized-MDVRP
"Using Genetic Algorithms for Multi-depot Vehicle Routing" paper implementation.
Language: Python - Size: 314 KB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 40 - Forks: 8
jakobbossek/smoof
Single- and Multi-Objective Optimization Test Functions
Language: R - Size: 7.81 MB - Last synced at: 28 days ago - Pushed at: over 1 year ago - Stars: 36 - Forks: 16
KRM7/gapp
A genetic algorithms library in C++ for single- and multi-objective optimization.
Language: C++ - Size: 4.59 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 35 - Forks: 7
xtalopt/XtalOpt
Official public repository for the XtalOpt crystallographic multi-objective evolutionary algorithm
Language: C++ - Size: 18.4 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 35 - Forks: 22
mahdims/Branch-and-price-
This is my implementation of a branch and price algorithm to solve the humanitarian aid distribution problem. This problem is a VRP with a specific objective function
Language: Python - Size: 39.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 35 - Forks: 13
yyxhdy/arja
Multi-Objective GP for Automated Repair of Java
Language: Java - Size: 13.7 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 35 - Forks: 15
MasashiSode/MOBO
constrained/unconstrained multi-objective bayesian optimization package.
Language: Python - Size: 5.54 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 32 - Forks: 9
otto-de/MultiTRON
🤹 MultiTRON: Pareto Front Approximation for Multi-Objective Session-Based Recommender Systems, accepted at ACM RecSys 2024.
Language: Python - Size: 2.67 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 31 - Forks: 0
EmilioSchi/Niched-Pareto-Genetic-Algorithm-NPGA
Genetic Algorithm (GA) for a Multi-objective Optimization Problem (MOP)
Language: Python - Size: 1000 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 31 - Forks: 4
SDARG/opt4j
Modular Java framework for meta-heuristic optimization
Language: Java - Size: 12.9 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 30 - Forks: 16
Critical-Infrastructure-Systems-Lab/Multi-objective-feature-selection
MatLab implementation of W-QEISS, F-QEISS and W-MOSS: three algorithms for the selection of (quasi) equally informative subsets
Language: MATLAB - Size: 43 KB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 29 - Forks: 14
wouterbles/pyaugmecon
An AUGMECON based multi-objective optimization solver for Pyomo.
Language: Python - Size: 644 KB - Last synced at: 4 days ago - Pushed at: 2 months ago - Stars: 28 - Forks: 8
NeteaseFuxiRL/wuji
original source code of the ASE 2019 paper: Wuji: Automatic Online Combat Game Testing Using Evolutionary Deep Reinforcement Learning
Language: Python - Size: 221 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 28 - Forks: 4
gaussalgo/adaptor
ACL 2022: Adaptor: a library to easily adapt a language model to your own task, domain, or custom objective(s).
Language: Jupyter Notebook - Size: 853 KB - Last synced at: 13 days ago - Pushed at: 2 months ago - Stars: 27 - Forks: 4
tstran155/Optimization-of-building-energy-consumption
This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate and multivariate) and use (1) Bayesian framework, (2) Pyomo package, (3) Genetic algorithm with local search, and (4) Pymoo package to find optimum design parameters and minimum energy consumption.
Language: Jupyter Notebook - Size: 5.31 MB - Last synced at: 9 days ago - Pushed at: about 2 years ago - Stars: 27 - Forks: 6
jywang2016/rBAS
Implementation of the (beetle antennae search) BAS algorithm and its mutations in R code
Language: R - Size: 2.08 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 25 - Forks: 6
phguo/VRP2E
A coevolutionary-algorithm solver for multi-objective two-echelon Vehicle Routing Problems.
Language: Python - Size: 46.9 KB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 25 - Forks: 6
moead-framework/framework
MOEA/D is a general-purpose algorithm framework. It decomposes a multi-objective optimization problem into a number of single-objective optimization sub-problems and then uses a search heuristic to optimize these sub-problems simultaneously and cooperatively.
Language: Python - Size: 11.2 MB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 23 - Forks: 8
vOptSolver/vOptGeneric.jl
Solver of multiobjective linear optimization problems (MOMIP, MOLP, MOIP, MOCO): generic part
Language: Julia - Size: 147 KB - Last synced at: 17 days ago - Pushed at: about 2 years ago - Stars: 22 - Forks: 8
lamda-bbo/madac
Official implementation of NeurIPS22 paper “Multi-agent Dynamic Algorithm Configuration”
Language: Python - Size: 79.1 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 22 - Forks: 7
sparisi/mips
Minimal Policy Search Toolbox
Language: MATLAB - Size: 5.95 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 22 - Forks: 9
lamda-bbo/offline-moo
Official implementation of ICML'24 paper "Offline Multi-Objective Optimization".
Language: Python - Size: 154 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 20 - Forks: 6
FoamScience/OpenFOAM-Multi-Objective-Optimization
A tiny project to use ax-platform for multi-objective Bayesian Optimization on OpenFOAM cases
Language: Python - Size: 740 KB - Last synced at: 26 days ago - Pushed at: 10 months ago - Stars: 20 - Forks: 5
ttajmajer/morl-dv
Modular Multi-Objective Reinforcement Learning with Decision Values
Language: Python - Size: 9.6 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 20 - Forks: 0
lfsimoes/beam_paco__gtoc5
Multi-rendezvous Spacecraft Trajectory Optimization with Beam P-ACO
Language: Jupyter Notebook - Size: 4 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 20 - Forks: 7
vOptSolver/vOptSolver
Solver of multiobjective linear optimization problems: description and documents
Language: TeX - Size: 4.39 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 16 - Forks: 5
vikas9087/Bilevel-Optimization-Emissions
Proposed a mathematical model for optimizing the profits and emissions while setting dynamic prices of electricity. A bilevel & multi-objective model is proposed for maximizing profits of retailer, minimizing the emissions produced, & minimizing the total cost of customers.
Language: Jupyter Notebook - Size: 3.66 MB - Last synced at: 9 months ago - Pushed at: over 3 years ago - Stars: 16 - Forks: 5
JoseCVieira/FogComputingSim
Fog Computing Simulator
Language: Java - Size: 62.6 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 16 - Forks: 3
Baijiong-Lin/MOML
[NeurIPS 2021 | AIJ 2024] Multi-Objective Meta Learning
Language: Python - Size: 250 KB - Last synced at: about 2 months ago - Pushed at: 10 months ago - Stars: 14 - Forks: 2
softsys4ai/FlexiBO
FlexiBO: Cost-Aware Multi-Objective Optimization of Deep Neural Networks
Language: Python - Size: 13.5 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 14 - Forks: 3
smkalami/ypea121-mopso
Multi-Objective PSO (MOPSO) in MATLAB
Language: MATLAB - Size: 4.88 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 14 - Forks: 5
JoseCVieira/Thesis---Fog-and-Cloud-Computing-Optimization-in-Mobile-IoT-Environments
Fog and Cloud Computing Optimization in Mobile IoT Environments
Language: TeX - Size: 561 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 13 - Forks: 3
timowilm1992/MultiLGBM
🌳MultiLGBM🌳: A simple multi-objective regression example to show how to trade-off objectives on the Pareto front with a single LGBM model.
Language: Python - Size: 10.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 12 - Forks: 0
SalvatoreBarone/pyAMOSA
Python implementation of the Archived Multi-Objective Simulated Annealing (AMOSA) optimization heuristic
Language: Python - Size: 35.4 MB - Last synced at: 16 days ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 2
TMIS-Turbo/PRC-CMORL
[Neurocomputing, 2023] Personalized Robotic Control via Constrained Multi-Objective Reinforcement Learning
Language: Python - Size: 3.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 4
ArkadiyD/MacroNASBenchmark
Benchmarks for Macro Neural Architecture Search; used and described in the paper "Local Search is a Remarkably Strong Baseline for Neural Architecture Search", https://arxiv.org/abs/2004.08996
Language: Python - Size: 68.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 12 - Forks: 2
optframe/pyoptframe-dev
Python bindings for OptFrame C++ Functional Core
Language: Python - Size: 3.29 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 3
anthonyjatoba/deep_radiomics
Deep features and radiomics selection with NSGA-II for pulmonary nodule classification
Language: Python - Size: 3.09 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 4
ralucanecula/mTSP_Salesman_Selection_ACO
A set of ant colony system and max-min ant system based algorithms for the single-objective MinMax Multiple Traveling Salesman Problem (mTSP) and for the bi-objective mTSP
Language: Java - Size: 106 KB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 11 - Forks: 2
ash-aldujaili/BMOBench
Black-Box Multi-Objective Optimization Benchmarking Platform
Language: C - Size: 8.33 MB - Last synced at: over 1 year ago - Pushed at: almost 9 years ago - Stars: 11 - Forks: 12
levitation-opensource/ai-safety-gridworlds Fork of google-deepmind/ai-safety-gridworlds
Extended, multi-agent and multi-objective (MaMoRL / MoMaRL) environments based on DeepMind's AI Safety Gridworlds. This is a suite of reinforcement learning environments illustrating various safety properties of intelligent agents. It is made compatible with OpenAI's Gym/Gymnasium and Farama Foundation PettingZoo.
Language: Python - Size: 2.19 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 10 - Forks: 2
VietHoang1512/MT-SGD
Stochastic Multiple Target Sampling Gradient Descent (NeurIPS 2022)
Language: Python - Size: 254 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 0
BIMK/Large-scale-multi-objective-optimization
Large-scale multi-objective optimization related papers
Size: 52.5 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 10 - Forks: 1
smkalami/ypea126-nsga3
NSGA-III: Non-dominated Sorting Genetic Algorithm, the Third Version — MATLAB Implementation
Language: MATLAB - Size: 6.84 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 10 - Forks: 3
ralucanecula/mTSP_ACO
This repository contains source code for the four investigated ACO algoritms for the bi-objective Multiple Traveling Salesman Problem. For more details, see this paper "Necula, R., Breaban, M., Raschip, M.: Tackling the Bi-criteria Facet of Multiple Traveling Salesman Problem with Ant Colony Systems. ICTAI, (2015)" (https://ieeexplore.ieee.org/document/7372224).
Language: Java - Size: 8.52 MB - Last synced at: over 1 year ago - Pushed at: over 8 years ago - Stars: 10 - Forks: 4
udao-moo/udao-spark-optimizer
A Spark Optimizer for Adaptive, Fine-Grained Parameter Tuning
Language: Python - Size: 4.19 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 9 - Forks: 0
dimichai/mo-tndp
Multi-Objective Transport Network Design Problem (MO-TNDP) gymnasium environment.
Language: Python - Size: 20.1 MB - Last synced at: 2 days ago - Pushed at: 6 months ago - Stars: 9 - Forks: 0
longhp1618/MultiSample-Hypernetworks
[AAAI-23] Improving Pareto Front Learning via Multi-Sample Hypernetworks
Language: Jupyter Notebook - Size: 16 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 9 - Forks: 0
pierlumanzu/nsma
A Memetic Procedure for Global Multi-Objective Optimization
Language: Python - Size: 180 KB - Last synced at: 10 days ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 0
jakobbossek/grapherator
A modular multi-step graph generator
Language: R - Size: 10 MB - Last synced at: 3 days ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 2
ali-ece/Design-of-optimal-CMOS-ring-oscillator-using-an-intelligent-optimization-tool
This paper presents an intelligent sizing method to improve the performance and efficiency of a CMOS Ring Oscillator (RO). The proposed approach is based on the simultaneous utilization of powerful and new multi-objective optimization techniques along with a circuit simulator under a data link. The proposed optimizing tool creates a perfect tradeoff between the contradictory objective functions in CMOS RO optimal design. This tool is applied for intelligent estimation of the circuit parameters (channel width of transistors), which have a decisive influence on RO specifications. Along the optimal RO design in an specified range of oscillaton frequency, the Power Consumption, Phase Noise, Figure of Merit (FoM), Integration Index, Design Cycle Time are considered as objective functions. Also, in generation of Pareto front some important issues, i.e. Overall Nondominated Vector Generation (ONVG), and Spacing (S) are considered for more effectiveness of the obtained feasible solutions in application. Four optimization algorithms called Multi-Objective Genetic Algorithm (MOGA), Multi-Objective Inclined Planes system Optimization (MOIPO), Multi-Objective Particle Swarm Optimization (MOPSO) and Multi-Objective Modified Inclined Planes System Optimization (MOMIPO) are utilized for 0.18-mm CMOS technology with supply voltage of 1-V. Baesd on our extensive simulations and experimental results MOMIPO outperforms the best performance among other multi-objective algorithms in presented RO designing tool.
Size: 10.9 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 9 - Forks: 2
saezlab/DOT
DOT
Language: R - Size: 27.5 MB - Last synced at: about 2 months ago - Pushed at: 12 months ago - Stars: 8 - Forks: 0
bandundu/kgb-dmoea
A Python implementation of the Knowledge Guided Bayesian Dynamic Multi-Objective Evolutionary Algorithm (KGB-DMOEA)
Language: Python - Size: 1.32 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 1
ash-aldujaili/multi-obj-opt-python-util
A collection of handy functions for multi-objective optimization written in C with a python wrapper
Language: Python - Size: 24.4 KB - Last synced at: over 2 years ago - Pushed at: about 9 years ago - Stars: 8 - Forks: 2
rgaveiga/mosa
Multi-objective Simulated Annealing (MOSA) implementation in pure Python.
Language: Python - Size: 11 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 7 - Forks: 0
MCDMSociety/MOrepo
Multi-Objective Optimization Repository
Language: R - Size: 27.3 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 7 - Forks: 2
EMI-Group/tensorrvea
GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA.
Language: Python - Size: 250 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 7 - Forks: 1
ja-thomas/pbmohpo
Preferential Bayesian Multi-Objective Hyperparameter Optimization
Language: Python - Size: 3.03 MB - Last synced at: 4 days ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0
irecsys/MOPO-LSI
Multi-Objective Portfolio Optimization Library for Sustainable Investments
Language: Python - Size: 2.55 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 3
tsyet12/Duelist-Algorithm-Python
A Python implementation of the paper "Duelist Algorithm: An Algorithm Inspired by How Duelist Improve Their Capabilities in a Duel" https://arxiv.org/abs/1512.00708
Language: Python - Size: 234 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 7 - Forks: 2
mohyunho/MOO_ELM
Multi-Objective Optimization of ELM for RUL Prediction
Language: Python - Size: 224 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 7 - Forks: 1
zhangjw-THU/System-Engineer-Class-TsinghuaDA
线性回归；病态线性回归；聚类分析； 主成分分析 ； 多目标决策
Language: Python - Size: 27.3 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 1
smkalami/ypea120-nsga2
Non-dominated Sorting Genetic Algorithm II (NSGA-II) in MATLAB
Language: MATLAB - Size: 4.88 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 1