基于专利共被引矩阵的物联网技术分析.doc

1、1基于专利共被引矩阵的物联网技术分析摘要：物联网产业被称为继计算机和互联网之后，世界信息产业的第三次浪潮，代表着当前和今后相当一段时间内信息网络的发展方向。然而，我们也必须看到，物联网产业在蓬勃发展的同时也逐渐暴露出了一些问题，如社会各方更多地将注意力集中于物联网概念而轻视其实际应用。基于此，本文借助统计分析方法，对部分企业物联网专利申请情况进行统计，通过专利共被引矩阵、系统聚类分析，进一步明显物联网技术发展现状。 关键词：物联网技术 专利共被引 聚类分析 为了更好地反映物联网产业发展的趋势以及确定物联网关键技术，本课题借助专利数据挖掘方法，对全球物联网产业相关专利技术进行统计分析。 1 专利

2、检索 目前，世界主要发达国家和地区都建立了比较完善的专利数据库，比如德温特（Derwent，全球最权威专利文献出版机构） 、德国专利和商标局专利数据库、美国专利局（USPTO） 、欧洲专利局专利数据库（ESP） 、世界知识产权组织专利数据库（WIPO） 、日本 PAJ 数据库以及中国 CNIPR数据库等。为了便于统计分析，本文选取较为权威的 Derwent 专利数据库作为专利采集来源。 物联网技术主要有感知、传输和处理三个环节构成，其中感知是数2据感知与采集、传输是数据传输，处理则是无线组网与信息处理反馈。本文在阅读核心期刊文献的基础上，确定物联网专利检索关键词：传感（sensor，trans

3、ducer，detector） ，射频技术（RFID） ，微机电系统（mems） ，标签（label，tag，tab） ，读写器（reader） ，二维码（2d barcode） ，定位技术（GPS，location，global positioning system） ，分布式自组网（ad-hoc，mesh） ，超宽带（ultrawideband，uwb） ，无线 usb（wusb） ，蓝牙（bluetooth） ，无线局域网（wireless man，wman） ，近距离无线通信（near field communication，nfc） ，物联网（internet of things，

4、iot， ubiquitous） ，传感网（sensor network）无线传感器网络（wsn） ，拓扑组网（topology+，cluster+） 。 同时，由于物联网技术的集成性，使得相关专利权人非常多，这就给专利共被引矩阵造成很大困难。为此，本课题选取 1976 年以来物联网专利技术影响力较高、且比较典型的 8 家公司作为研究对象，这 8 家企业专利被引证率高，实际上也能够在一定程度反映物联网技术的发展趋势。专利数据检索结果如表 1 所示。 2 专利共被引矩阵分析 专利共被引是指两项专利技术同时被后来的其他专利引用的情况。例如，A、B 两项专利都被专利 C 引用，则可认为专利 A 和

5、B 之间存在共被引关系，这种关系通常被认为是两项技术在理论或方法的表现。通常而言，专利共被引次数多，意味着此项技术较为关键。 本课题以上述 8 位专利权人（8 家企业）作为共被引分析的主体，对其专利被引证信息进行统计并相互对比找出共被引信息，建立共被引矩3阵。 但是，共被引矩阵对角线上的数值代表企业自引的频次，其他数值代表 8 家企业专利共同被引证的频次。同时，共被引频次仅能代表两家企业之间专利被共同引用的绝对值，并不能反映相关联情况，因此，需将共被引矩阵数值转化为无量纲相关系。本文采用国内外学者们惯用的方法，将共被引矩阵转化为 Pearson 相关矩阵。首先，应用 SPSS-Statisti

6、cs 统计分析软件中的 Pearson 相关系数进行双变量相关性分析，最终得到表 2。 3 聚类分析 为了更好地对物联网发展趋势进行分析，本课题借助 SPSS-Statistics 统计分析软件，用系统聚类方法对专利共被引矩阵进行聚类分析。将数据输入软件，得到聚类结果。从聚类分析结果可以看出，8 家企业被分为两个类别：一类是施乐、西门子、柯达公司，以图像采集、定位和处理专利技术为主；二类是镁光科技、IBM、松下电工、摩托罗拉、惠普、东芝，主要专利技术是中间件、通信网络和物联网系统集成。 参考文献： 1杨璧嘉，lhajnrqHnkIbog73lipvmiJDnhp/luqbmqKHlnovnmo

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34、enFnbDIwMTMwOTg3M+WGnOadkemlruawtOWuieWFqOW3peeoi+W7uuiuvuS4jueuoeeQhuaooeW8j+eglOeptjPlhpzmnZHppa7msLTlronlhajlt6XnqIvlu7rorr7kuI7nrqHnkIbmqKHlvI/noJTnqbZkAgIPZBYCZg8VBAAMenFnbDIwMTMwOTg4KuWfuuS6juWNmuW8iOinhuinkuiQpemUgOa4oOmBk+ayu+eQhueglOeptirln7rkuo7ljZrlvIjop4bop5LokKXplIDmuKDpgZPmsrvnkIbnoJTn

35、qbZkAgMPZBYCZg8VBAAMenFnbDIwMTMwOTg5OeWFs+S6juW8gOWxleWFmueahOe+pOS8l+i3r+e6v+aVmeiCsuWunui3tea0u+WKqOeahOaAneiAgznlhbPkuo7lvIDlsZXlhZrnmoTnvqTkvJfot6/nur/mlZnogrLlrp7ot7XmtLvliqjnmoTmgJ3ogINkAg10QPZBYCZg8VBAAMenFnbDIwMTMwOTkwPOenkeaKgOWIm+aWsOWKoOW/q+e7j+a1juWPkeWxleaWueW8j+S4reeahOmHkeiejeaUr+aMge

36、aOoueptjznp5HmioDliJvmlrDliqDlv6vnu4/mtY7lj5HlsZXmlrnlvI/kuK3nmoTph5Hono3mlK/mjIHmjqLnqbZkAgUPZBYCZg8VBAAMenFnbDIwMTMwOTkxOeWPjeiFkOWAoeW7ieaVmeiCsuWItuW6puacieaViOaAp+WPkeaMpeeahOe6puadn+S4juWvueetljnlj43ohZDlgKHlu4nmlZnogrLliLbluqbmnInmlYjmgKflj5HmjKXnmoTnuqbmnZ/kuI7lr7nnrZZkAgYPZBYCZg8VBAAMenFnbD

37、IwMTMwOTkyHua1juWNl+S8muWxleS4muernuS6ieWKm+eglOepth7mtY7ljZfkvJrlsZXkuJrnq57kuonlipvnoJTnqbZkAgcPZBYCZg8VBAAMenFnbDIwMTMwOTkzP+WfuuS6juWIqeebiuebuOWFs+iAheWPguS4juS4i+eahOWFrOWPuOayu+eQhumjjumZqeW9seWTjeeglOeptj/ln7rkuo7liKnnm4rnm7jlhbPogIXlj4LkuI7kuIvnmoTlhazlj7jmsrvnkIbpo47pmanlvbHlk43noJTnqbZkAg

38、gPZBYCZg8VBAAMenFnbDIwMTMwOTk0IeS4reWbveS6uuWPo+iAgem+hOWMlumXrumimOeglOeptiHkuK3lm73kurrlj6PogIHpvoTljJbpl67popjnoJTnqbZkAgkPZBYCZg8VBAAMenFnbDIwMTMwOTk1M+a1heiwiOaWsOW9ouWKv+S4i+WcsOaWueeUteWtkOaUv+WKoeS/oeaBr+WMluW7uuiuvjPmtYXosIjmlrDlvaLlir/kuIvlnLDmlrnnlLXlrZDmlL/liqHkv6Hmga/ljJblu7rorr5kAgoPZB

39、YCZg8VBAAMenFnbDIwMTMwOTk2P+WFs+S6juays+WMl+ecgeWQhOWfjuW4guWxheawkeaCo+mrmOihgOWOi+WPiuWFtuWOn+WboOeahOiwg+afpT/lhbPkuo7msrPljJfnnIHlkITln47luILlsYXmsJHmgqPpq5jooYDljovlj4rlhbbljp/lm6DnmoTosIPmn6VkAgsPZBYCZg8VBAAMenFnbDIwMTMwOTk3NuS7juezu+e7n+eQhuiuuuWvueS9k+iCsuW+ruWNmui/m+ihjOekvuS8muWFs+ezu+eglOeptjbku47ns7vnu5/nkIborrrlr7nkvZPogrLlvq7ljZrov5vooYznpL7kvJrlhbPns7vnoJTnqbZkAgwP