文档介绍：໔䠅ᆜҖ൞⭫ᆆ啱Ჰ㜳✎✚㌱㔕ѣⲺ
ᓊ⭞⹊ガ
䠃ᒼཝᆜ⺋༡ᆜփ䇰ᮽ
δщѐᆜփε
ڛ ᆜ⭕ဉφᕖ
ሲᮏᐾφ⭦䙘ᱛ ᮏᦾ
ᆜփ㊱ࡡφᐛぁ⺋༡δ⭫ᆆф䙐ؗᐛぁ亼ตε
䠃ᒼཝᆜ䙐ؗᐛぁᆜ䲘
ӂ O жޣᒪᴾ
Study on the Incremental Learning Applied
in the Intelligent Curing Systems Based on
Electronic Nose
A Thesis Submitted to Chongqing University
in Partial Fulfillment of the Requirement for
Professional Degree
By
Zhang Jian
Supervised By˖Prof. Tian Fengchun
Specialty˖ME (Field of Electronics and
CommunicationEngineering)
College of Communication Engineering of
Chongqing University, Chongqing, China
April 2016
ѝ᮷᪈㾱
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໎䟿ᆖҐѪᵪಘᆖҐⲴањ䟽㾱⹄ウᯩੁˈ䲿⵰བྷᮠᦞᰦԓⲴࡠᶕˈ⭡Ҿ
⧠ᆈṧᵜ⢩ᖱǃᾲᘥᡆԓ㺘ᙗⲴṧᵜˈ㜭ᴹ᭸ᇎ؍䜘ṧᵜˈਚ࡙⭘઼ޘн䎆ަ
ሩṧᵜⲴ㓖߿ᒦӾᯠṧᵜѝᆖҐࡠᯠⲴ⸕䇶ˈ൘䀓ߣᆈ䲀ࡦ઼䟽༽ᆖҐ䰞仈к
ᴹ⤜⢩Ո࣯ˈ㻛㿶Ѫབྷᮠᦞ䰞仈Ⲵа⿽䟽㾱фᴹ᭸Ⲵ䀓ߣ࣎⌅DŽ
≄ણᱟ⢙䍘Ⲵ䟽㾱⢩ᖱѻаˈ⭥ᆀ啫ᢰᵟᱟа⿽สҾԯ⭏௵㿹⨶Ⲵᯠޤᰐ
ˈᦏ≄ણỰ⍻ᢰᵟˈ∄ҾՐ㔏ⲴॆᆖǃݹᆖỰ⍻ᯩ⌅ˈަާᴹᘛ䙏ǃ߶⺞ǃᇒ㿲
ׯᦧⲴՈ⛩ˈᱟԯ⭏௵㿹亶ฏѝⲴ⹄ウ✝⛩DŽ
䲿⵰“ᐕъ ”ᰦԓⲴࡠᶕˈᲪ㜭ॆᐢᡀѪᵚᶕᐕъⲴѫ㾱ਁኅ䎻࣯DŽⴞࡽᡁ
ഭሩᐕъ✈✔ѝⲴᲪ㜭ॆ⹄ウ䖳ቁˈ✈✔䗷〻ѫ㾱䶐ӪⲴ㓿傼઼㠚ࣘॆᵪಘ㔃
ਸᇎ⧠ˈަоⵏ↓ⲴᰐӪᲪ㜭㠚ࣘ✈✔ᐞ䖳䘌DŽ
ᵜ᮷䪸ሩ✏㥹ᐕъⲴ䟽㾱⧟㢲——✏ਦ✈✔ѝⲴᲪ㜭ॆǃ㠚ࣘॆ≤ᒣվ䰞仈ˈ
ˈ⹄ウҶᇎ⧠✏ਦ㠚ࣘᲪ㜭✈✔Ⲵᯩ⌅DŽ・䏣Ҿ㠚ѫ⹄ਁⲴ✈✔ؑॆ᧗ᒣਠ
࠶ؑˈ᧒≥઼ۿᵪㅹ䟷䳶䇮༷ˈᰐᦏ᭦䳶Ҷ✏ਦⲴ≄ણˈമۿ࡙⭘⭥ᆀ啫ǃᩴ
䇘Ҷ✏ਦ⢩ᖱ൘✈✔䗷〻ѝⲴਈॆ㿴ᖻˈᒦ㔃ਸ᭦䳶ࡠⲴ✈✔ᐸ䈳᧗✈✔ᐕ㢪ᴢ
ˈ㓯ؑˈᔪ・Ҷ⭡✏ਦ⢩ᖱؑ亴⍻✈✔ᐕ㢪৲ᮠⲴᵪಘᆖҐ㖁㔌⁑රDŽ਼ᰦ
䪸ሩн਼૱䍘Ⲵ✏ਦ൘✈✔ѝⲴ༽ᵲᙗˈ⹄ウҶᓄሩ䈕ᛵߥлⲴ༴⨶ᯩ⌅——໎
䟿ᆖҐDŽ
⭡Ҿ✏ਦ✈✔亴⍻㖁㔌ᱟа㊫എᖂ亴⍻㖁㔌ˈᵜ᮷ѫ㾱⹄ウҶสҾ᭟ᤱੁ䟿
എᖂᵪⲴ໎䟿ᆖҐᯩ⌅DŽ൘࠶᷀Ҷ⧠ᴹสҾ᭟ᤱੁ䟿Ⲵ໎䟿㇇⌅㕪⛩৺✈✔ᆖҐ
ˈṧᵜ໎䟿⢩⛩ਾˈᨀࠪҶ֯⭘㠚㓴㓷ㄎҹ㖁㔌(SOINN)㧧ਆṧᵜⲴᤃᢁ㢲⛩ؑ
⮉؍࡙⭘࣐ᵳ᭟ᤱੁ䟿എᖂᵪሩᮠᦞ䘋㹼࣐ᵳ䇝㓳Ⲵᯩ⌅DŽ䈕ᯩ⌅㜭䖳ྭൠ
ᮠᦞⲴ⢩⛩ᒦ߿ᕡа㡜สҾ᭟ᤱੁ䟿Ⲵ໎䟿⁑ර൘໎䟿ᆖҐѝⲴ㕪⛩DŽ䪸ሩ
SOINN 㖁㔌൘໎䟿ᢩᮠᦞᾲᘥ┲〫ᛵߥлᆈ൘Ⲵ䰞仈ᨀࠪҶᓄⲴ᭩䘋༴⨶ᯩ
⌅DŽ㇇⌅൘Ӫᐕ sin ࠭ᮠᮠᦞ䳶ǃUCI ᮠᦞ䳶৺ᇎ⍻ᮠᦞ䳶л⍻䈅ᒦ傼䇱Ҷ᭸᷌DŽ
ᴰਾ・䏣ҾᐢᴹⲴᲪ㜭✈✔᧗ࡦᒣਠˈ䇮䇑Ҷ൘ᇎ䱵ᓄ⭘ѝⲴ✏ਦᲪ㜭✈✔
㌫㔏ᐕ⍱〻ˈѪᇎ⧠Ც㜭ॆ✈✔ᨀҶُ䢤о৲㘳DŽ
ީ䭤䈃˖໎䟿ᆖҐˈᲪ㜭᧗ࡦˈ✈✔㌫㔏ˈ࣐ᵳ᭟ᤱੁ䟿എᖂᵪˈ⭥ᆀ啫
I
㤡᮷᪈㾱
ABSTRACT
As one of the important research direction in machine learning, coming wit