Attachment 2: Provides a python program for unlimited PK of china31 using genetic algorithm

import random import pandas as pd import numpy as np import pickle import datetime starttime=datetime.datetime.now() population_size = 100 # Population size mutation_rate = 0.02 # mutation rate generations = 10000 # Evolutionary generations #Create initial population def create_initial_population(): population = [] cities = list(range(len(distance_matrix))) for _ in range(population_size): random.shuffle(cities) population.append(cities[:]) # Randomly shuffle the order […]

Attachment 3: Provide a python program for infinite PK of bays29 using genetic algorithm (without returning to the starting point)

import random import time import pandas as pd import numpy as np import pickle import datetime starttime=datetime.datetime.now() population_size = 100 # Population size mutation_rate = 0.02 # mutation rate generations = 10000 # Evolutionary generations #Create initial population def create_initial_population(): population = [] cities = list(range(len(distance_matrix))) cities.remove(m) for _ in range(population_size): random.shuffle(cities) population.append(cities[:]) # Randomly […]

[Load Forecasting] Power system load forecasting algorithm based on GA-LSTM genetic optimization long short memory network (Matlab code implementation)…

?About the author: A Matlab simulation developer who loves scientific research. He cultivates his mind and improves his technology simultaneously. For cooperation on MATLAB projects, please send a private message. Personal homepage: Matlab Research Studio Personal credo: Investigate things to gain knowledge. For more complete Matlab code and simulation customization content, click Intelligent optimization algorithm […]

[BP Regression Prediction] Optimizing BP neural network based on improved adaptive genetic algorithm to achieve SOC prediction with comparison and attached matlab code

?About the author: A Matlab simulation developer who loves scientific research. He cultivates his mind and improves his technology simultaneously. For cooperation on MATLAB projects, please send a private message. Personal homepage: Matlab Research Studio Personal credo: Investigate things to gain knowledge. For more complete Matlab code and simulation customization content, click Intelligent optimization algorithm […]

[Wind power prediction] Optimizing long short-term memory GA-LSTM wind power data prediction based on genetic algorithm (including before and after comparison) with Matlab code

?About the author: A Matlab simulation developer who loves scientific research. He cultivates his mind and improves his technology simultaneously. For cooperation on MATLAB projects, please send a private message. Personal homepage: Matlab Research Studio Personal credo: Investigate things to gain knowledge. For more complete Matlab code and simulation customization content, click Intelligent optimization algorithm […]

[Load Forecasting] Matlab code implementation of power system load forecasting algorithm based on genetic optimization long short memory network GA-LSTM

?About the author: A Matlab simulation developer who loves scientific research. He cultivates his mind and improves his technology simultaneously. For cooperation on MATLAB projects, please send a private message. Personal homepage: Matlab Research Studio Personal credo: Investigate things to gain knowledge. For more complete Matlab code and simulation customization content, click Intelligent optimization algorithm […]

[Image Repair] Edge linking of damaged edges based on genetic algorithm with matlab code attached

?About the author: A Matlab simulation developer who loves scientific research. He cultivates his mind and improves his technology simultaneously. For cooperation on MATLAB projects, please send a private message. Personal homepage: Matlab Research Studio Personal credo: Investigate things to gain knowledge. For more complete Matlab code and simulation customization content, click Intelligent optimization algorithm […]

Genetic algorithm based on Matlab

Introduction Genetic Algorithm (GA) is a computational model that simulates the natural evolution process proposed by John Holland in the United States in the 1970s. It is based on Darwin’s theory of biological evolution. By simulating natural selection and genetic mechanisms in the process of biological evolution, it uses computer simulation operations to convert the […]

Tuning hyperparameters in XGBoost using genetic algorithms

Introduction Genetic algorithms as defined in Wikipedia are inspired by the process of natural selection proposed by Charles Darwin. More generally, we can use the following description to understand natural processes and how it relates to genetic algorithms. For more content and Complete code follow the public account [Little Z’s Scientific Research Daily] to get […]

[VRP Problem] Research on Optimization of Takeaway Delivery Path Planning Based on Improved Genetic Algorithm with Matlab Code

?About the author: A Matlab simulation developer who loves scientific research. He cultivates his mind and improves his technology simultaneously. For cooperation on MATLAB projects, please send a private message. Personal homepage: Matlab Research Studio Personal credo: Investigate things to gain knowledge. For more Matlab complete code and simulation customization content, click Intelligent optimization algorithm […]