What is the origin of the domain knowledge network that drives the new idea of manufacturing industry upgrading?

The theory of intelligent relativity

Author Ye Yuanfeng

Under the tide of industrial upgrading , Due to the special status of the real economy , To digitize 、 The importance of intellectualization in promoting the transformation and upgrading of manufacturing industry has been widely recognized , Gave birth to the hot innovation of Intelligent Manufacturing .

When it comes to Intelligent Manufacturing , The first impression of most people , It is the Internet of things system formed by those terminal sensors on the assembly line , Let enterprises have an insight into the production process , Improve efficiency 、 cost reduction 、 Optimize production .

however , For manufacturing enterprises , The need for transformation and upgrading is comprehensive 、 Involving all aspects of enterprise management , This intelligent manufacturing method may not be all that an enterprise seeks to develop , Nor is it all that manufacturing can be successfully upgraded .

In the process of manufacturing transformation and upgrading , A trend is becoming more and more obvious , That is the connection and integration of internal and external data resources .

for example , The industrial Internet in full swing emphasizes the combination of the Internet of things 、 Artificial intelligence 、 Cloud computing 、 Big data and other technologies , Provide end-to-end intelligent manufacturing solutions for manufacturing enterprises . In this trend , For R & D design 、 manufacturing 、 Equipment management 、 Warehousing logistics 、 External collaboration and other aspects of the application of information technology in various fields , Realize a game of chess , Fully understand the data process from equipment order release to product delivery , It has become the pursuit of many solutions .

And similarly , There is also a new way of playing that is being added to the digitalization of manufacturing 、 In the process of intellectualization .

Love number, the leading provider of global data capabilities in China , Not long ago, it disclosed its “ Domain cognitive intelligence ” Knowledge network and its practice in the core field of layout . Easy to understand , Domain knowledge network is the collection of information and data in a specific vertical scenario 、 Arrangement 、 analysis 、 A complete system of output, etc , It is above the traditional knowledge management of enterprises , The product of wider data mining and deeper intelligent output .

Love number that helps customer enterprises build data-driven organizations as value output , Through the domain knowledge network , It is bringing new evolutionary space to the transformation of manufacturing industry , In turn, , The exploration of manufacturing industry also highlights the innovative value of domain knowledge networks .

Domain knowledge network , Bring about manufacturing “ Information ” Two transitions of

From the field knowledge network practice of love number , It is the same as intelligent manufacturing , It's all in “ Information ” The collection of 、 Innovation in processing and value output , But the domain knowledge network has realized two dimensional transitions about information .

1、 Passively collect from the production process , Take the initiative to collect in the whole process of operation

generally speaking , At present, intelligent manufacturing is in full swing in the manufacturing industry , The main target is often the production link , Fully combine the Internet of things with artificial intelligence , Use the camera 、 Temperature sensor and other terminals , Cooperate with edge intelligence 、 Cloud computing controls the production process .

Here are two key words , First, the production process , Second, passive （ Only when data is generated ）. On the one hand, the domain knowledge network is aimed at the data of the whole production and operation process of a manufacturing enterprise , On the other hand, it carries out active information collection .

From the official introduction of love number , At present, domain knowledge network mainly aims at three types of information , First, the internal business knowledge of the enterprise , Including the data and documents precipitated by various businesses of the enterprise ; Second, general knowledge of manufacturing , Mainly encyclopedias in the field 、 Normative knowledge ; Third, manufacturing industry information knowledge , That is, the related knowledge in the industrial chain of the enterprise .

Through this comprehensive and active information collection , A manufacturing enterprise is always actively connecting all relevant information , Be ready to provide comprehensive support for the overall operation of the enterprise .

2、 From the algorithm processing of information data , Knowledge transformation into the enterprise field

From another perspective , Nowadays, intelligent manufacturing is often transformed after information collection , Often focus on a single capability , present “ collect - Handle - Output ” Short link process . The most typical example is product quality inspection , After viewing the product picture ,AI Analyze , Both accurate and fast output results .

And here for comparison , We can find the value of domain knowledge network in manufacturing industry , More inclined to systematic enterprise domain knowledge transformation , It considers the overall solution of the enterprise's data information problems , Instead of applying for a specific link .

at present , Domain knowledge network attempts to solve three problems related to information and data in enterprise management ：

Because the internal department wall 、 Lack of external access , Lead to “ Can't find ” Information 、 data ;

Because structured data is difficult to manage 、 Unstructured data is difficult to extract and other reasons “ Not good ” Information 、 data ;

Because information 、 The lack of clear correlation between data and business leads to relevant personnel “ Look not to understand ”;

One time solution cannot be found 、 Not good 、 I can't understand the three pain points , Different from the usual practice of Intelligent Manufacturing , Domain knowledge network promotes enterprises to achieve all-round progress at the intellectual level .

Of course , It is worth mentioning that , In a business , The relationship between domain knowledge network and intelligent manufacturing is mutual cooperation , The former is not an exclusive substitute for the latter , They serve the digital upgrading of manufacturing industry with their respective advantages , perhaps , In a broad sense , After the domain knowledge network landing in the manufacturing scene , It is also an exploration of Intelligent Manufacturing .

“ Information ” The mode of acquisition and the way of application change , Promote the transformation and upgrading of manufacturing industry from four dimensions

The official of AI Shu has given an overall framework for the construction of knowledge networks in the manufacturing field ：

This framework expresses how domain knowledge networks come from data , How to support specific industrial applications . Start with this framework , Combined with the construction details of domain knowledge network , We can see what different value domain knowledge network can bring to manufacturing enterprises compared with intelligent manufacturing .

1、 Improve business efficiency by reducing friction

Whether it is the overall business decision , Or specific business activities , Manufacturing enterprises need the most accurate realistic information to support , If there is information asymmetry , There will be a discrepancy between the subjective desire and the actual situation , Causing internal operation “ friction ”, This is one of the most important factors affecting business efficiency .

And an important value of domain knowledge network , Through comprehensive 、 thorough 、 Real time vertical scene knowledge precipitation , So that the production and operation of the enterprise can always be aligned with the real situation .

for example , Intelligent search application provides a unified cognitive search entry for enterprises , Compared with general information search , It can present heterogeneous knowledge from multiple sources inside and outside the enterprise in a clear way , Regardless of the status of production materials , Or the situation of upstream and downstream cooperative enterprises , Or business-related policies and norms , Can be clear 、 Present accurately , Help business activities carry out effectively .

For example , Intelligent question answering ability enables enterprise managers 、 Employees interact in natural language , Get accurate knowledge quickly , Aiming at the business crux, reduce the possibility of information asymmetry .

If intelligent manufacturing directly shows efficiency value on the production line , Then the efficiency value of domain knowledge network goes deep into the overall situation , More subtle .

2、 Strengthen enterprise flexibility , Agile response to complex market changes

Dealing with complexity “ Changeable ” The external situation , Enterprises can only strengthen “ unchanged ” Organizational elasticity , Use agile operations to meet external needs 、 Make adjustments in real time , Gain a competitive advantage .

Intelligent manufacturing can be seen as a way for manufacturing enterprises to exercise their production capacity “ Internal skill ”, The domain knowledge network enables a manufacturing enterprise to have more “ movements in martial arts or traditional opera ”, That is to strengthen the organizational flexibility of enterprises .

Provided by domain knowledge network 360° Business view as an example , This application builds a knowledge chain including the whole business process for a manufacturing enterprise , One click analysis of knowledge association between businesses , Develop a clear understanding of the overall situation of the enterprise ：

Besides , Industrial knowledge service of AI Shu , It can also allow manufacturing enterprises that have a clear understanding of themselves , Fast 、 The system obtains industrial intelligence , Make a response .

3、 Through the sharing of expert knowledge resources , Narrow the gap of human capacity

An important value of intelligent manufacturing to enterprises , Some important production links no longer have to rely on experience “ Old worker ”, For example, product quality inspection ,AI Provides an almost equivalent “ Identification of defective products ” Ability , And can be deployed to all product processes .

The value of domain knowledge networks to manufacturing is also similar , Comprehensive acquisition of knowledge 、 Convenient output of results , What is promoted is the intellectual ability of the whole enterprise , Not a single worker . Through intelligent Q & A 、 Cognitive search is such an ability , Almost every business executive can quickly acquire the ability equivalent to expert knowledge , Get the value creation ability that only expert level employees have .

in fact , This does not depend on employees , And realize the improvement of enterprise capability through systematic way , Almost all enterprises 、 The general desire of institutions , The domain knowledge network naturally fits this desire .

4、 Dividends rise with the times , The universality of knowledge value

For many so-called “ Tradition ” Manufacturing companies , Or for small and medium-sized manufacturing enterprises that lack innovative resources , Intelligent manufacturing will AI The ability to quickly benefit , So that these enterprises can quickly achieve the same industrial efficiency as the general level of the industry .

And the domain knowledge network is in the industry 、 Knowledge fusion in the field , It is also helping enterprises obtain the benefits of knowledge value .

As love number said , At present, the industrial structure shows collectivization in the field 、 Alliance trend , The competitive relationship has also changed from hostility to multi win , Now , Domain knowledge network enables enterprises to have rich industrial knowledge , Common knowledge in the field , It can help enterprises achieve intelligence with the dividends of the information explosion era “ when the river rises , the boat floats high ”.

A single enterprise through continuous self-renewal of the industrial knowledge system , Always keep up with the level of industry knowledge and ability , Not to be left behind , This is the universal benefit of knowledge value brought by domain knowledge network .

Manufacturing is just a typical sample , Domain knowledge network is becoming the bottom standard configuration of digital economy reform

Looking back , Domain knowledge network and many current Internet technology products emphasize “ knowledge management ” Very similar , For example, Baidu Ruliu also emphasizes the internal and external knowledge collation of enterprises , nailing 、 Enterprise wechat has opened up a special knowledge management application connection .

But actually , Compared with these platforms, knowledge collection 、 Organize as the main content , The value of domain knowledge network is to improve the overall intelligence level of the enterprise with the construction of cognitive ability —— General “ knowledge management ” Help enterprises learn how to “ Garnish ”, Domain knowledge network is helping enterprises do “ The cook ”.

This point , It is inseparable from the data-driven innovation of love number in the past .

recently , Love counting in SMART The latest AnyDATA Framework 2, Help enterprises build their cognitive ability of data .

stay AnyDATA With the help of the , Enterprises can turn the cold data stored in code into knowledge , Form an understanding of the internal and external fields of the enterprise —— Have their own views and thoughts , So as to promote the improvement of enterprise capability ,“ Know what it is and know why it is ”, Stop reading 、 Rote learning .

such , The enterprise will truly realize “ Data driven organizations ” The transformation of , Be able to make data-driven decisions 、 Data driven innovation 、 Data driven operations .

In practice , With AnyDATA Data and technical advantages , AI Shu and China Singapore Tianjin eco city have carried out strategic cooperation around the smart city , Promote the development of smart cities with a clear picture of regional industrial chains and enterprises , For example, more accurate investment attraction .

With AnyDATA Blessing , It is expected that the domain knowledge network will realize many of the values mentioned above .

To make a long story short , Precipitate the core knowledge assets of the enterprise 、 Enable business intelligence 、 Help the Group / Knowledge sharing within the industry , Domain knowledge networks will shine in the digital age , At the same time, we will promote the wide implementation of data-driven organizations .

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