鍚村畤椹?鍚翠紵鐢?闆锋尟 寮犲濠?/p>
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鍏抽敭璇嶏細鏅烘収宸ュ巶聽 鐭ヨ瘑鍥捐氨聽 鐮旂┒鐑偣聽 鐮旂┒瓒嬪娍
涓浘鍒嗙被鍙凤細TP31聽 聽 聽 聽 聽 聽 聽 聽 聽 聽 聽 聽 聽 鏂囩尞鏍囪瘑鐮侊細A鏂囩珷缂栧彿锛?672-3791锛?021锛?5锛坈锛?0198-03
Empirical analysis of Smart Factory Research Hotspots and Trends based on CiteSpace Knowledge Map
WU Yuju聽 WU Weisheng聽 LEI Zhen聽 ZHANG Wanting
锛圫oftware Engineering Institute of Guangzhou锛?Guangzhou锛?Guangdong Province锛?510990聽 China锛?/p>
Abstract锛?In this paper锛?through CNKI锛圕hina National Knowledge Infrastructure锛夛紝 with "smart factory" as the subject search term锛?we collect the relevant research literature from 2001 to 2020锛?use CiteSpace software to draw the knowledge map锛?analyze the research status and prospect the research trend. The results show that锛?the research of smart factory is getting more and more attention; The relationship between authors and research institutions is not close enough锛?lack of communication and cooperation; Research hotspots include intelligence锛?technical conditions锛?industrial applications and customer experience; Iterative development of intelligent systems and customization of application scenarios have become the main trend of domestic smart factory research.
Key Words锛?Smart factory; Knowledge map; Research hotspots; Research trends
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1.1 鐮旂┒宸ュ叿
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1.2 鏁版嵁鏉ユ簮
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2.1 鏂囩尞鍩虹淇℃伅鍒嗘瀽
2.1.1 鍙戞枃閲忕殑绾靛悜鍒嗘瀽
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2.1.2 鐮旂┒鏈烘瀯鍒嗘瀽
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鍏抽敭璇嶇殑楂橀鍑虹幇鍙嶆槧鍑烘煇涓€棰嗗煙鐨勭爺绌堕噸鐐瑰強鏂瑰悜锛岃€屽叧閿瘝鍏辩幇鍒嗘瀽涓昏閫氳繃鑱氱被缁熻鏂规硶瀹炵幇[8]銆傚皢CiteSpace鍒嗘瀽鑺傜偣绫诲瀷璁剧疆鐐衡€滃叧閿瘝鈥濓紝鑱氱被绠楁硶閫夋嫨LLR娉曪紙likelihood Rate锛屽鏁颁技鐒剁巼锛夈€傚浘2鍙充晶鏄剧ず鑱氱被鍒嗘瀽鑾峰緱鐨?3涓被鍒紝鐢变簬鍚勭被鐮旂┒鍐呭瀛樺湪鐩镐簰浜ゅ弶鐜拌薄锛屽湪姝ゅ熀纭€涓婄瑪鑰呭皢鍥藉唴鏅烘収宸ュ巶鐮旂┒褰掔撼涓?涓富棰橀鍩燂細涓€鏄櫤鎱у寲锛屼富瑕佸寘鎷櫤鑳藉伐鍘?銆佹櫤鑳藉埗閫犮€佷袱鍖栬瀺鍚堢瓑姒傚康鐨勬彁鍑?浜屾槸鎶€鏈潯浠讹紝鍖呮嫭涓浗绉诲姩绛夐€氫俊杩愯惀鍟嗙殑鏀寔銆佸ぇ鏁版嵁鍜屼簯璁$畻绛夋妧鏈?涓夋槸浜т笟琛屼笟搴旂敤锛屽寘鎷埗閫犱笟銆佸缓绛戜笟銆佺汉缁囨湇瑁呬笟绛?鍥涙槸瀹㈡埛浣撻獙銆?/p>
2.3 鐮旂┒瓒嬪娍鍒嗘瀽
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3.1 鏅烘収宸ュ巶鐨勭爺绌舵棩娓愬彈鍒板叧娉?/p>
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[1] 涓崕浜烘皯鍏卞拰鍥藉浗鍔¢櫌.涓浗鍒堕€?025[EB/OL].锛?015-05-19锛塠2021-05-25].https锛?/www.gov.cn/zhengce/content/2015-05/19/content_9784.html.
[2] 寮犳鑺?鍩轰簬宸ヤ笟澶ф暟鎹殑鏅鸿兘鍒堕€犳柊妯″紡鐮旂┒[J].绉戞妧鍒涙柊瀵兼姤锛?020锛?7锛?锛夛細39-40.
[3] 鏉庢澃锛岄檲瓒呯編.CiteSpace锛氱鎶€鏂囨湰鎸栨帢鍙婂彲瑙嗗寲[M].鍖椾含锛氶閮界粡娴庤锤鏄撳ぇ瀛﹀嚭鐗堢ぞ锛?016.
[4] 鑳¢噾钀嶏紝鍚曡姰.鎴戝浗鍚殰澶у鐢熺爺绌剁儹鐐逛富棰樺強瓒嬪娍鎺㈡瀽鈥斺€?鍩轰簬鐭ヨ瘑鍥捐氨鐨勫彲瑙嗗寲鍒嗘瀽[J].缁ュ寲瀛﹂櫌瀛︽姤锛?020锛?0锛?锛夛細43-47.
[5] ZHU J L锛孲ONG L J锛孼HU L锛宔t al.Visualizing the Landscape and Evolution of Leadership Research[J]. The Leadership Quarterly锛?018锛?0锛?锛夛細215-232.
[6] 鍗㈤槼鏄ワ紝楂樻檽鎱э紝鍒樻晱.涔℃潙鎸叴鍥藉唴鐮旂┒鐜扮姸銆佺儹鐐逛笌灞曟湜鈥斺€斿熀浜嶤iteSpace鐭ヨ瘑鍥捐氨鐨勫疄璇佸垎鏋怺J].涓浗瑗块儴锛?019锛?锛夛細114-124.
[7] 鏈辩娑涳紝鑲栭湒锛岄檲娉戒粊锛岀瓑.闈㈠悜鏅烘収宸ュ巶鐨勫伐涓氫簰鑱旂綉杈圭紭鏅鸿兘鍗忓悓璁$畻鎶€鏈爺绌禰J].淇℃伅閫氫俊鎶€鏈笌鏀跨瓥锛?021锛?7锛?锛夛細1-5.
[8] 鏋楀痉鏄庯紝闄堣秴缇庯紝鍒樺垯娓?鍏辫寮曠綉缁滀腑浠嬩腑蹇冩€х殑Zipf-Pareto鍒嗗竷鐮旂┒[J].鎯呮姤瀛︽姤锛?011锛?锛夛細76-82.



