CA2050686A1 - Genetic synthesis of neural networks - Google Patents

Genetic synthesis of neural networks

Info

Publication number
CA2050686A1
CA2050686A1 CA2050686A CA2050686A CA2050686A1 CA 2050686 A1 CA2050686 A1 CA 2050686A1 CA 2050686 A CA2050686 A CA 2050686A CA 2050686 A CA2050686 A CA 2050686A CA 2050686 A1 CA2050686 A1 CA 2050686A1
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CA
Canada
Prior art keywords
neural networks
genetic
design
representation
network architectures
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CA2050686A
Other languages
French (fr)
Other versions
CA2050686C (en
Inventor
Aloke Guha
Steven A. Harp
Tariq Samad
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Honeywell Inc
Original Assignee
Aloke Guha
Steven A. Harp
Tariq Samad
Honeywell Inc.
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
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Application filed by Aloke Guha, Steven A. Harp, Tariq Samad, Honeywell Inc. filed Critical Aloke Guha
Publication of CA2050686A1 publication Critical patent/CA2050686A1/en
Application granted granted Critical
Publication of CA2050686C publication Critical patent/CA2050686C/en
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/086—Learning methods using evolutionary algorithms, e.g. genetic algorithms or genetic programming
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/12—Computing arrangements based on biological models using genetic models
    • G06N3/126—Evolutionary algorithms, e.g. genetic algorithms or genetic programming

Abstract

The invention relates to a method for using genetic type learning techniques in connection with designing a variety of neural networks that are optimized for specific applications. In the invention herein a general representation of neural network architectures is linked with the genetic learning strategy to create a flexible environment for the design of custom neural networks. A
concept upon which the invention is based is the representation of a network design as a "genetic blueprint" wherein the recombination or mutation of subsequently generated editions of such blueprints result in different but related network architectures.
CA002050686A 1989-03-28 1990-02-21 Genetic synthesis of neural networks Expired - Fee Related CA2050686C (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US07/329,623 US5140530A (en) 1989-03-28 1989-03-28 Genetic algorithm synthesis of neural networks
US07/329,623 1989-03-28
PCT/US1990/000828 WO1990011568A1 (en) 1989-03-28 1990-02-21 Genetic synthesis of neural networks

Publications (2)

Publication Number Publication Date
CA2050686A1 true CA2050686A1 (en) 1990-09-29
CA2050686C CA2050686C (en) 1999-12-14

Family

ID=23286268

Family Applications (1)

Application Number Title Priority Date Filing Date
CA002050686A Expired - Fee Related CA2050686C (en) 1989-03-28 1990-02-21 Genetic synthesis of neural networks

Country Status (7)

Country Link
US (1) US5140530A (en)
EP (1) EP0465489B1 (en)
JP (1) JP2881711B2 (en)
AT (1) ATE114837T1 (en)
CA (1) CA2050686C (en)
DE (1) DE69014613T2 (en)
WO (1) WO1990011568A1 (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112507624A (en) * 2020-12-15 2021-03-16 交通运输部公路科学研究所 Intercity highway trip mode identification model construction and identification method and device

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US5140530A (en) 1992-08-18
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