Honda motor co., ltd. (20240330405). INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND COMPUTER-READABLE STORAGE MEDIUM simplified abstract
Contents
INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND COMPUTER-READABLE STORAGE MEDIUM
Organization Name
Inventor(s)
Atsushi Yamamoto of Wako-shi (JP)
INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND COMPUTER-READABLE STORAGE MEDIUM - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240330405 titled 'INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND COMPUTER-READABLE STORAGE MEDIUM
Simplified Explanation: The patent application describes an information processing method where new individuals are generated by changing values of explanatory variables based on probabilities and fitness calculations.
- Individuals in a current generation data set have their explanatory variables altered to match values of other individuals.
- New individuals are also created by changing values of explanatory variables randomly.
- The fitness of each individual is calculated based on their explanatory variable group.
- The top individuals are selected for the next generation based on their fitness levels.
Key Features and Innovation:
- Generation of new individuals by altering explanatory variables based on probabilities.
- Fitness calculation based on explanatory variable groups.
- Selection of top individuals for the next generation based on fitness levels.
Potential Applications: This technology can be applied in various fields such as genetic algorithms, optimization problems, and machine learning.
Problems Solved: This technology addresses the need for efficient information processing methods that can generate new individuals based on fitness calculations.
Benefits:
- Improved optimization and search algorithms.
- Enhanced performance in machine learning tasks.
- Increased efficiency in solving complex problems.
Commercial Applications: Potential commercial applications include optimization software, genetic algorithm tools, and machine learning platforms.
Prior Art: Readers can explore prior art related to genetic algorithms, optimization methods, and machine learning techniques to understand the background of this technology.
Frequently Updated Research: Stay updated on research related to genetic algorithms, optimization techniques, and machine learning advancements to enhance the understanding and application of this technology.
Questions about Information Processing Method: 1. How does this information processing method improve upon existing optimization algorithms? 2. What are the key factors that determine the fitness of individuals in this method?
Original Abstract Submitted
an information processing method executed by an information processing device includes: generating a new individual by changing a value of part of explanatory variables of an individual selected with a first probability from current generation data, which has n individuals (n is an integer of two or more) and in which each individual is an explanatory variable group having a plurality of explanatory variables, to a target value based on a value of a corresponding explanatory variable of another individual; generating a new individual by changing a value of part of explanatory variables of an individual selected with a second probability from the current generation data to another value; and selecting n individuals of next generation data from the n individuals and the generated individual based on a degree of fitness calculated from an explanatory variable group for each individual, wherein the explanatory variable is set to take a value within a predetermined range determined in advance.
