CN106227820A - A kind of construction method of Basic Theories of Chinese Medicine knowledge picture library - Google Patents

A kind of construction method of Basic Theories of Chinese Medicine knowledge picture library Download PDF

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CN106227820A
CN106227820A CN201610586594.8A CN201610586594A CN106227820A CN 106227820 A CN106227820 A CN 106227820A CN 201610586594 A CN201610586594 A CN 201610586594A CN 106227820 A CN106227820 A CN 106227820A
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chinese medicine
basic theories
relation
conceptual
knowledge
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CN106227820B (en
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谢永红
石川
张德政
阿孜古丽·吾拉木
栗辉
徐洋
孙冰
曹天伟
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University of Science and Technology Beijing USTB
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    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/51Indexing; Data structures therefor; Storage structures

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Abstract

The present invention provides the construction method of a kind of Basic Theories of Chinese Medicine knowledge picture library, it is possible to be built into one large-scale, can share, reusable, high efficiency, extendible knowledge picture library.Described method includes: according to Basic Theories of Chinese Medicine knowledge, build multiple Basic Theories of Chinese Medicine conceptual framework;Tlv triple relationship frame is formed according to the relation between the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of Basic Theories of Chinese Medicine conceptual framework;Conceptual entity in described Basic Theories of Chinese Medicine conceptual framework is stored in graphic data base as the node of knowledge graph, relation in described tlv triple relationship frame is stored in described graphic data base as the limit of described knowledge graph simultaneously, forms Basic Theories of Chinese Medicine knowledge picture library based on Basic Theories of Chinese Medicine knowledge.The present invention is applicable to Chinese medicine technical field.

Description

A kind of construction method of Basic Theories of Chinese Medicine knowledge picture library
Technical field
The present invention relates to Chinese medicine technical field, particularly relate to the construction method of a kind of Basic Theories of Chinese Medicine knowledge picture library.
Background technology
In recent years, as one of the most ancient, the most powerful traditional medicine, the Chinese medicine and pharmacy of China goes through thousands of year Development, have accumulated a large amount of and abundant scientific knowledge, gradually formed theoretical system and the Clinics of uniqueness, to Chinese The health of the people is made that indelible major contribution with the country is prospering.But, and these theoretical systems and Clinics are main It is saved in ancient TCM books, document and current involving clinical study.
Along with informationalized deeply and the proposition of the concept such as Knowledge Discovery, Chinese medicine lacks rule in evolution The drawback of model the most gradually highlights, and Chinese medicine digital resource lacks the Unify legislation of knowledge hierarchy, to Information Pull with shared Cause difficulty, for realizing sharing and reusing of Chinese medicine digital resource, express the knowledge of association area with computer language System is particularly important.
Summary of the invention
The technical problem to be solved in the present invention is to provide the construction method of a kind of Basic Theories of Chinese Medicine knowledge picture library, to solve Chinese medicine digital resource existing for prior art lacks the Unify legislation of knowledge hierarchy, it is difficult to carry out Chinese medicine digital resource The problem shared and reuse.
For solving above-mentioned technical problem, the embodiment of the present invention provides the structure side of a kind of Basic Theories of Chinese Medicine knowledge picture library Method, including:
According to Basic Theories of Chinese Medicine knowledge, build multiple Basic Theories of Chinese Medicine conceptual framework;
General according to the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of Basic Theories of Chinese Medicine The relation between framework of reading forms tlv triple relationship frame;
Conceptual entity in described Basic Theories of Chinese Medicine conceptual framework is stored in graphic data base as the node of knowledge graph, Relation in described tlv triple relationship frame is stored in as the limit of described knowledge graph described graphic data base simultaneously, formed based on The Basic Theories of Chinese Medicine knowledge picture library of Basic Theories of Chinese Medicine knowledge.
Further, the plurality of Basic Theories of Chinese Medicine conceptual framework includes: traditional Chinese medical science physiological concept framework, Chinese pathology are general Read framework, means of identification conceptual framework, determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs conceptual framework and other learning concept frameworks;Wherein, other theories described Conceptual framework includes: build, characteristic of disease, crowd's concept.
Further, described according to the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of in After relation between doctor's rationale conceptual framework forms tlv triple relationship frame, also include:
Described Basic Theories of Chinese Medicine conceptual framework is expressed as a table group, and the structure filling according to described some table group is corresponding Data;Wherein, described some table group includes: principal point table and framework point table;
Described principal point table, for storing the top layer concept of each Basic Theories of Chinese Medicine conceptual framework and each top layer concept pair The unique identifier answered, described top layer concept, for representing the title that each Basic Theories of Chinese Medicine conceptual framework is corresponding;
Described framework point table, real for storing the conceptual entity in each Basic Theories of Chinese Medicine conceptual framework and described concept The unique identifier that body is corresponding.
Further, described according to the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of in After relation between doctor's rationale conceptual framework forms tlv triple relationship frame, also include:
Tlv triple relationship frame is expressed as relation table group, according to the data that the structure filling of described relation table group is corresponding; Wherein, described relation table group includes: relationship type table, relation direction table and tlv triple relation table;
Described relationship type table, for storing the semantic relation classification in tlv triple relationship frame;
Described relation direction table, for storing the semantic relation direction in tlv triple relationship frame;
Described tlv triple relation table, for storing the tlv triple relation in tlv triple relationship frame.
Further, described relationship type table is corresponding only for the title and described relationship type storing relationship type One identifier, the unique identifier of Upper Concept of each relationship type and the Data Source of described relationship type.
Further, described relation direction table, for storing the name of the unique identifier in tlv triple direction, relationship type Title, prime direction and terminal direction.
Further, described tlv triple relation table, for storing the unique identifier of tlv triple relation, the first conceptual entity Unique identifier, the unique identifier of relationship type, the unique identifier of the second conceptual entity.
Further, described conceptual entity in described Basic Theories of Chinese Medicine conceptual framework is deposited as the node of knowledge graph Enter graphic data base, the relation in described tlv triple relationship frame is stored in described figure figurate number as the limit of described knowledge graph simultaneously According to storehouse, form Basic Theories of Chinese Medicine knowledge picture library based on Basic Theories of Chinese Medicine knowledge and include:
Unique identifier corresponding to the conceptual entity stored in described some table group and described conceptual entity is stored in figure figurate number According to node as knowledge graph in storehouse, the table name of described some table group is stored in described graphic data base as node type simultaneously In;
By unique identifier corresponding to the title of relationship type of storage in described relationship type table and described relationship type It is stored in described graphic data base the type on limit as described knowledge graph;
By unique mark of the unique identifier of the first conceptual entity of storage, relationship type in described tlv triple relation table Symbol, the unique identifier of the second conceptual entity are stored in respectively as the start node on limit, the relationship type on limit, the peripheral node on limit Described graphic data base is formed the limit of described knowledge graph.
Further, described by unique mark corresponding to the conceptual entity stored in described some table group and described conceptual entity Symbol is stored in graphic data base the node as knowledge graph, is stored in described as node type using the table name of described some table group simultaneously Graphic data base includes:
Unique identifier corresponding to the conceptual entity stored in framework point table and described conceptual entity is stored in graph data As the node of knowledge graph in storehouse, the table name of described framework point table is stored in graphic data base as node type simultaneously.
Further, described graphic data base is Neo4j graphic data base.
Having the beneficial effect that of the technique scheme of the present invention:
In such scheme, by according to Basic Theories of Chinese Medicine knowledge, building multiple Basic Theories of Chinese Medicine conceptual framework;Foundation Between relation and the plurality of Basic Theories of Chinese Medicine conceptual framework between each Basic Theories of Chinese Medicine conceptual framework inside Relation forms tlv triple relationship frame;Using the conceptual entity in described Basic Theories of Chinese Medicine conceptual framework as the node of knowledge graph It is stored in graphic data base, the relation in described tlv triple relationship frame is stored in described figure as the limit of described knowledge graph simultaneously Data base, forms Basic Theories of Chinese Medicine knowledge picture library based on Basic Theories of Chinese Medicine knowledge.So, from traditional Chinese medical science basic theoretical knowledge Set out, and combine graphic data base, set up the knowledge graph of Basic Theories of Chinese Medicine knowledge, Basic Theories of Chinese Medicine knowledge architecture is become one Individual large-scale, can share, reusable, high efficiency, Basic Theories of Chinese Medicine knowledge picture library centered by knowledge graph, for Chinese medicine Field builds the research of traditional Chinese medical science domain knowledge picture library and opens a new thinking, is simultaneously applicable to other field knowledge picture library Structure, advance the paces of Chinese medicine and pharmacy the modern information establishment, have great importance.
Accompanying drawing explanation
The schematic flow sheet one of the construction method of the Basic Theories of Chinese Medicine knowledge picture library that Fig. 1 provides for the embodiment of the present invention;
The schematic flow sheet two of the construction method of the Basic Theories of Chinese Medicine knowledge picture library that Fig. 2 provides for the embodiment of the present invention;
The detailed process signal of the construction method of the Basic Theories of Chinese Medicine knowledge picture library that Fig. 3 provides for the embodiment of the present invention Figure;
Traditional Chinese medical science physiological concept framework that Fig. 4 provides for the embodiment of the present invention and tlv triple relationship frame schematic diagram thereof;
The subgraph of the relation that counteracts each other between the five internal organs that Fig. 5 provides for the embodiment of the present invention.
Detailed description of the invention
For making the technical problem to be solved in the present invention, technical scheme and advantage clearer, below in conjunction with accompanying drawing and tool Body embodiment is described in detail.
The present invention is directed to existing Chinese medicine digital resource and lack the Unify legislation of knowledge hierarchy, it is difficult to carry out Chinese medicine number Sharing and the problem reused of word resource, it is provided that the construction method of a kind of Basic Theories of Chinese Medicine knowledge picture library.
Embodiment one
Referring to shown in Fig. 1, the construction method of the Basic Theories of Chinese Medicine knowledge picture library that the embodiment of the present invention provides, including:
S101, according to Basic Theories of Chinese Medicine knowledge, builds multiple Basic Theories of Chinese Medicine conceptual framework;
S102, manages according to the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of TCM basis Relation between opinion conceptual framework forms tlv triple relationship frame;
S103, is stored in figure figurate number using the conceptual entity in described Basic Theories of Chinese Medicine conceptual framework as the node of knowledge graph According to storehouse, the relation in described tlv triple relationship frame is stored in described graphic data base, shape as the limit of described knowledge graph simultaneously Become Basic Theories of Chinese Medicine knowledge picture library based on Basic Theories of Chinese Medicine knowledge.
The construction method of the Basic Theories of Chinese Medicine knowledge picture library described in the embodiment of the present invention, by according to Basic Theories of Chinese Medicine Knowledge, builds multiple Basic Theories of Chinese Medicine conceptual framework;According to the relation between each Basic Theories of Chinese Medicine conceptual framework inside And the relation between the plurality of Basic Theories of Chinese Medicine conceptual framework forms tlv triple relationship frame;Described TCM basis is managed Conceptual entity in opinion conceptual framework is stored in graphic data base, simultaneously by described tlv triple relationship frame as the node of knowledge graph In relation be stored in described graphic data base as the limit of described knowledge graph, form traditional Chinese medical science base based on Basic Theories of Chinese Medicine knowledge Plinth theoretical knowledge picture library.So, from traditional Chinese medical science basic theoretical knowledge, and combine graphic data base, set up Basic Theories of Chinese Medicine The knowledge graph of knowledge, Basic Theories of Chinese Medicine knowledge architecture become one large-scale, can share, reusable, high efficiency, with knowledge Basic Theories of Chinese Medicine knowledge picture library centered by figure, the research building traditional Chinese medical science domain knowledge picture library for Chinese medicine field opens one The thinking that bar is new, is simultaneously applicable to the structure of other field knowledge picture library, advances Chinese medicine and pharmacy the modern information establishment Paces, have great importance.
In the preamble in the detailed description of the invention of the construction method of doctor's basic theoretical knowledge picture library, further, described many Individual Basic Theories of Chinese Medicine conceptual framework includes: traditional Chinese medical science physiological concept framework, Chinese pathology conceptual framework, means of identification concept frame Frame, determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs conceptual framework and other learning concept frameworks;Wherein, other learning concept frameworks described include: build, disease Property, crowd's concept.
In the present embodiment, according to Basic Theories of Chinese Medicine knowledge, tentatively Basic Theories of Chinese Medicine can be divided into five traditional Chinese medical science bases Plinth learning concept framework, described five Basic Theories of Chinese Medicine conceptual frameworks include: traditional Chinese medical science physiological concept framework, Chinese pathology concept Framework, means of identification conceptual framework, determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs conceptual framework and other learning concept frameworks;Each Basic Theories of Chinese Medicine concept Relation between relation and Basic Theories of Chinese Medicine conceptual framework between lower portion forms a tlv triple relationship frame.
In the present embodiment, first, according to Basic Theories of Chinese Medicine knowledge, Basic Theories of Chinese Medicine conceptual framework, wherein, institute are built State Basic Theories of Chinese Medicine conceptual framework to include: Basic Theories of Chinese Medicine conceptual framework and tlv triple relationship frame, such as Fig. 2 and Fig. 3 institute Show;Wherein, described Basic Theories of Chinese Medicine conceptual framework is the class definition to traditional Chinese medical science basic theoretical knowledge concept set;Described three Tuple relationship frame comprises the classification of semantic relation between concept and concept, direction and tlv triple relation.
In the present embodiment, Basic Theories of Chinese Medicine knowledge can as a example by " the main blood of the heart ", disassembled into several concepts and Semantic relation, specifically, can split into " heart ", " blood " two concepts and " leading " semantic relation, simultaneously shape by " the main blood of the heart " Become a relationship type " to lead ", relation direction " heart " → " blood " and tlv triple relation (heart, main, blood);Table according to concept Showing that some concept can be classified as a class by implication, such as, " heart ", " liver ", " spleen " etc. can classify as among " the five internal organs " genus; Concept and relation are carried out sorted generalization, obtain traditional Chinese medical science physiology (including: the five internal organs, six internal organs, outer honor, body fluid, extraordinary Fu-organ, gas, The concepts such as essence, body, official's key, feelings will, meridian point), Chinese pathology (including: the concepts such as disease, the cause of disease, pathogenesis, symptom), recognizes Knowledge method (including: negative and positive, five-elements theory), and determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs (including: method of syndrome differentiation, syndrome, the rule for the treatment of, method for the treatment of, prescription, Chinese medicine etc. Concept) this four big basic concept frame and sub-conceptual framework thereof.
In the present embodiment, from the angle that the traditional Chinese medical science is cognitive, on the basis of above-mentioned four big basic concept frame, supplementary one its His learning concept framework, other learning concept frameworks described include but not limited to: the concepts such as build, characteristic of disease, crowd.
In the preamble in the detailed description of the invention of the construction method of doctor's basic theoretical knowledge picture library, further, described depend on According between the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of Basic Theories of Chinese Medicine conceptual framework Relation formed after tlv triple relationship frame, further described Basic Theories of Chinese Medicine conceptual framework is carried out data persistence behaviour Make:
Described Basic Theories of Chinese Medicine conceptual framework is expressed as a table group, and the structure filling according to described some table group is corresponding Data;Wherein, described some table group includes: principal point table and framework point table;
Described principal point table, for storing the top layer concept of each Basic Theories of Chinese Medicine conceptual framework and each top layer concept pair The unique identifier answered, described top layer concept, for representing the title that each Basic Theories of Chinese Medicine conceptual framework is corresponding;
Described framework point table, real for storing the conceptual entity in each Basic Theories of Chinese Medicine conceptual framework and described concept The unique identifier that body is corresponding.
In the present embodiment, can be a table group by Basic Theories of Chinese Medicine frame representation, and according to the structure of described some table group Filling corresponding data, wherein, the general basic structure of some table group includes: the storage of table name, data, id, name and supplementary row, such as table Shown in 1;Described table name is used for storing a table table name, and described some table table name is as Upper Concept title;Described data storage is used for The title of storage data base, such as, data base's is entitled: Basic Theories of Chinese Medicine data base;This Upper Concept is shown in id list The unique identifier of lower floor's conceptual entity;Name column represents lower floor's conceptual entity;Different conceptual entities has different attributes, A table shows as supplement row.
1 general basic structure of table group of table
In the present embodiment, described some table group includes: principal point table and framework point table.The top layer of Basic Theories of Chinese Medicine conceptual framework Concept is intended to store in described principal point table, and described top layer concept can be that each Basic Theories of Chinese Medicine conceptual framework is corresponding Title, it may be assumed that the name that other learning concept frameworks such as traditional Chinese medical science physiology, Chinese pathology, means of identification, determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs and build are corresponding Claim.
In the present embodiment, described framework point table is used for representing each Basic Theories of Chinese Medicine conceptual framework and sub-concept frame thereof Frame.
In the preamble in the detailed description of the invention of the construction method of doctor's basic theoretical knowledge picture library, further, described depend on According between the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of Basic Theories of Chinese Medicine conceptual framework Relation formed after tlv triple relationship frame, further described tlv triple relationship frame is carried out data persistence operation:
Tlv triple relationship frame is expressed as relation table group, according to the data that the structure filling of described relation table group is corresponding; Wherein, described relation table group includes: relationship type table, relation direction table and tlv triple relation table;
Described relationship type table, for storing the semantic relation classification in tlv triple relationship frame;
Described relation direction table, for storing the semantic relation direction in tlv triple relationship frame;
Described tlv triple relation table, for storing the tlv triple relation in tlv triple relationship frame.
In the present embodiment, tlv triple relationship frame can be expressed as relation table group, it is possible to according to described relation table group Data corresponding to structure filling;Described relation table group includes: relationship type table, relation direction table and tlv triple relation table.
In the present embodiment, described relationship type table, for storing the semantic relation classification in tlv triple relationship frame, described The basic structure of relationship type table includes: id, name, parent, source, and as shown in table 2, wherein, described id is used for storing The unique identifier that relationship type is corresponding;Described name is for storing the title of described relationship type;Described parent is used for depositing Store up the unique identifier of the Upper Concept of each relationship type;Described source is used for storing Data Source, represents this relation object The Data Source of type, as derive from early stage build traditional Chinese medical science ontology library in relation, the traditional Chinese medical science domain expert relation or book are provided The relation that other sources such as this grade provide.
The basic structure of table 2 relationship type table
In the present embodiment, described relation direction table, for storing the semantic relation direction in tlv triple relationship frame, described The basic structure of relation direction table includes: id, relation, start, end, and as shown in table 3, described id is used for storing tlv triple The unique identifier in direction, described relation is for storing the title of relationship type, described start for storing starting side To, described end is used for storing terminal direction.
The basic structure of table 3 relation direction table
In the present embodiment, described tlv triple relation table, for storing the tlv triple relation in tlv triple relationship frame, described The basic structure of tlv triple relation table includes: id, one_id, relation, two_id, and as shown in table 4, described id is used for storing The unique identifier of tlv triple relation, described one_id are for the unique identifier, described of storage the first conceptual entity Relation is for storing the unique identifier of relationship type, described two_id for storing unique mark of the second conceptual entity Symbol.
In the present embodiment, it should be noted that the relational terms of such as first and second or the like is used merely to one Entity or operation separate with another entity or operating space, and not necessarily require or imply between these entities or operation There is relation or the order of any this reality.
The basic structure of table 4 tlv triple relation table
In the preamble in the detailed description of the invention of the construction method of doctor's basic theoretical knowledge picture library, further, described general Conceptual entity in described Basic Theories of Chinese Medicine conceptual framework is stored in graphic data base as the node of knowledge graph, simultaneously by described Relation in tlv triple relationship frame is stored in described graphic data base as the limit of described knowledge graph, is formed and manages based on TCM basis The Basic Theories of Chinese Medicine knowledge picture library of opinion knowledge includes:
Unique identifier corresponding to the conceptual entity stored in described some table group and described conceptual entity is stored in figure figurate number According to node as knowledge graph in storehouse, the table name of described some table group is stored in described graphic data base as node type simultaneously In;
By unique identifier corresponding to the title of relationship type of storage in described relationship type table and described relationship type It is stored in described graphic data base the type on limit as described knowledge graph;
By unique mark of the unique identifier of the first conceptual entity of storage, relationship type in described tlv triple relation table Symbol, the unique identifier of the second conceptual entity are stored in respectively as the start node on limit, the relationship type on limit, the peripheral node on limit Described graphic data base is formed the limit of described knowledge graph.
In the present embodiment, the id in a table group can be stored in graphic data base the joint as knowledge graph with name column Point, is stored in a table table name in graphic data base as node type simultaneously;Then, by the id in relationship type table and name column It is stored in graphic data base the type on the limit as knowledge graph.Finally, by the one_id in tlv triple relation table, relation, Two_id arranges the start node as limit, the relationship type on limit, the peripheral node on limit are stored in graphic data base formation knowledge graph Limit, as shown in Figures 2 and 3.
In the present embodiment, according to Basic Theories of Chinese Medicine conceptual framework set forth above, tlv triple relationship frame, some table group and Relation table group can carry out the extension of framework, data, and will not change data framework structure.
In the present embodiment, according to Basic Theories of Chinese Medicine, Basic Theories of Chinese Medicine conceptual framework and tlv triple relation frame are proposed Frame, realizes Basic Theories of Chinese Medicine conceptual framework and tlv triple relationship frame by a table group and relation table group, and combines figure A table group and the data in relation table group are stored in graphic data base formation traditional Chinese medical science base by the figure management of data base and search attribute The knowledge graph of plinth theoretical knowledge, Basic Theories of Chinese Medicine knowledge architecture become one large-scale, can share, reusable, high efficiency, Basic Theories of Chinese Medicine knowledge picture library centered by knowledge graph.
In the preamble in the detailed description of the invention of the construction method of doctor's basic theoretical knowledge picture library, further, described general In described some table group, conceptual entity and the unique identifier corresponding to described conceptual entity of storage are stored in conduct in graphic data base The node of knowledge graph, is stored in described graphic data base using the table name of described some table group as node type simultaneously and includes:
Unique identifier corresponding to the conceptual entity stored in framework point table and described conceptual entity is stored in graph data As the node of knowledge graph in storehouse, the table name of described framework point table is stored in graphic data base as node type simultaneously.
In the preamble in the detailed description of the invention of the construction method of doctor's basic theoretical knowledge picture library, further, described figure Graphic data storehouse is Neo4j graphic data base.
In the present embodiment, Basic Theories of Chinese Medicine conceptual framework, as a example by traditional Chinese medical science physiology, builds Basic Theories of Chinese Medicine knowledge graph The step in storehouse, may include that
A11, foundation Basic Theories of Chinese Medicine knowledge, structure traditional Chinese medical science physiological concept framework and tlv triple relationship frame thereof, wherein, Described traditional Chinese medical science physiological concept framework includes: the concepts such as the five internal organs, six internal organs, gas, as shown in Figure 4:
A12, as a example by traditional Chinese medical science physiological concept framework, closes the traditional Chinese medical science physiological concept framework built in A11 and tlv triple thereof Be frame representation be a table group (including: principal point table with framework point table) and relation table group, wherein, described principal point table is as shown in table 5, Described framework point table is as shown in table 6, table 7, and described relation table group is as shown in table 8-table 10.
The basic structure of table 5 principal point table
The structure of table 6 traditional Chinese medical science physiology table
The structure of table 7 the five internal organs table
The structure of table 8 relationship type table
The structure of table 9 relation direction table
The structure of table 10 tlv triple relation table
A13, according to principal point table, traditional Chinese medical science physiology table, the five internal organs table and relationship type table, relation direction table, tlv triple relation table The relevant data of structure filling, provide part data, as shown in table 11-table 16.
In the present embodiment, the data such as described traditional Chinese medical science physiology, Chinese pathology, means of identification, determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs, build are as the traditional Chinese medical science The top layer concept (title that each Basic Theories of Chinese Medicine conceptual framework is corresponding) of rationale conceptual framework is intended at principal point table 11 In store.
In the present embodiment, table 12 and table 13 are as framework point table, and table 12 is for storing the sub-concept in traditional Chinese medical science physiology table, example As, the concept such as the five internal organs, six internal organs, gas;Table 13 is for storing the data of this concrete sub-concept of the five internal organs in traditional Chinese medical science physiology table, such as, The concepts such as the heart, liver, spleen, lung, kidney;In table 12, some table table name is traditional Chinese medical science physiology table, as Upper Concept;During name column represents Doctor manages the lower floor's conceptual entity under this Upper Concept of table, such as, the five internal organs, six internal organs;In table 13, some table table name is the five internal organs Table, as Upper Concept;Name column represents the lower floor's conceptual entity under this Upper Concept of the five internal organs table, different conceptual entity tools There is different attributes, in a table, show as supplementing row, such as, the complementary properties such as parent, function.
Table 11 principal point table
id name
zh1 Traditional Chinese medical science physiology
zh2 Chinese pathology
zh3 Means of identification
zh4 Determination for the treatment of based on pathogenesis obtained through differentiation of symptoms and signs
zh5 Build
··· ···
Table 12 traditional Chinese medical science physiology table
id name
sl1 The five internal organs
sl2 Six internal organs
sl3 Outer honor
sl4 Body fluid
sl5 Extraordinary Fu-organ
sl6 Gas
sl7 Essence
··· ···
Table 13 the five internal organs table
Table 14 relationship type table
id name parent source
rt48 Interpromoting relation in five elements rt24 Ontology library
rt49 Restriction or checking relation in five elements rt24 Ontology library
rt50 Violation or reverse restriction in five elements rt24 Ontology library
rt51 It is multiplied rt24 Ontology library
rt52 Illness of the mother organ affecting the child one rt24 Ontology library
rt53 Illness of child viscera affecting mother one rt24 Ontology library
rt54 Hide rt13 Ontology library
rt55 System rt13 Ontology library
··· ··· ··· ···
Table 15 relation direction table
id relation start end
fx2 Interpromoting relation in five elements The five internal organs (five elements) The five internal organs (five elements)
fx3 Restriction or checking relation in five elements The five internal organs (five elements) The five internal organs (five elements)
fx4 Father and son's concept Upper Concept Sub-concept
fx5 Card controls relation Syndrome Method for the treatment of
fx6 Medicine card relation Syndrome Chinese medicine
fx7 Medicine disease relation Symptom Chinese medicine
fx8 Relation controlled by medicine Method for the treatment of Chinese medicine
fx9 Side's card relation Syndrome Prescription
fx10 Side's disease relation Symptom Prescription
fx11 Side controls relation Method for the treatment of Prescription
··· ··· ··· ···
Table 16 tlv triple relation table
id one_id relation two_id
rr344 zq5 rt48 zq1
rr345 zq3 rt48 zq1
rr346 zq1 rt48 zq3
rr347 zq6 rt48 zq3
rr348 zq5 rt48 zq4
rr349 zq6 rt48 zq5
rr350 zq4 rt48 zq5
rr351 zq1 rt48 zq5
rr352 zq3 rt48 zq6
rr353 zq5 rt48 zq6
rr354 zq4 rt49 zq1
rr355 zq6 rt49 zq1
··· ··· ··· ···
A14, according to principal point table, traditional Chinese medical science physiology table, the five internal organs table and relationship type table, relation direction table, tlv triple relation table, Import data in Neo4j graphic data base, the subgraph of the relation that obtains counteracting each other between the five internal organs as shown in Figure 5.
The present embodiment, sets about from traditional Chinese medical science basic theoretical knowledge, and the figure in conjunction with graphic data base manages and search attribute, builds Basic Theories of Chinese Medicine knowledge picture library.The present embodiment is that the research of Chinese medicine field structure traditional Chinese medical science domain knowledge picture library opens one New thinking, is simultaneously applicable to the structure of other field knowledge picture library, advances the paces of Chinese medicine the modern information establishment, Have great importance.
The above is the preferred embodiment of the present invention, it is noted that for those skilled in the art For, on the premise of without departing from principle of the present invention, it is also possible to make some improvements and modifications, these improvements and modifications are also Should be regarded as protection scope of the present invention.

Claims (10)

1. the construction method of a Basic Theories of Chinese Medicine knowledge picture library, it is characterised in that including:
According to Basic Theories of Chinese Medicine knowledge, build multiple Basic Theories of Chinese Medicine conceptual framework;
According to the relation between each Basic Theories of Chinese Medicine conceptual framework inside and the plurality of Basic Theories of Chinese Medicine concept frame Relation between frame forms tlv triple relationship frame;
Conceptual entity in described Basic Theories of Chinese Medicine conceptual framework is stored in graphic data base, simultaneously as the node of knowledge graph Relation in described tlv triple relationship frame is stored in as the limit of described knowledge graph described graphic data base, is formed based on the traditional Chinese medical science The Basic Theories of Chinese Medicine knowledge picture library of basic theoretical knowledge.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 1, it is characterised in that in the plurality of Doctor's rationale conceptual framework includes: traditional Chinese medical science physiological concept framework, Chinese pathology conceptual framework, means of identification conceptual framework, distinguish Card opinion controls conceptual framework and other learning concept frameworks;Wherein, other learning concept frameworks described include: build, characteristic of disease, crowd Concept.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 1, it is characterised in that described foundation is every The pass between relation and the plurality of Basic Theories of Chinese Medicine conceptual framework between individual Basic Theories of Chinese Medicine conceptual framework inside After system forms tlv triple relationship frame, also include:
Described Basic Theories of Chinese Medicine conceptual framework is expressed as a table group, according to the number that the structure filling of described some table group is corresponding According to;Wherein, described some table group includes: principal point table and framework point table;
Described principal point table is corresponding for the top layer concept and each top layer concept storing each Basic Theories of Chinese Medicine conceptual framework Unique identifier, described top layer concept, for representing the title that each Basic Theories of Chinese Medicine conceptual framework is corresponding;
Described framework point table, for storing the conceptual entity in each Basic Theories of Chinese Medicine conceptual framework and described conceptual entity pair The unique identifier answered.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 3, it is characterised in that described foundation is every The pass between relation and the plurality of Basic Theories of Chinese Medicine conceptual framework between individual Basic Theories of Chinese Medicine conceptual framework inside After system forms tlv triple relationship frame, also include:
Tlv triple relationship frame is expressed as relation table group, according to the data that the structure filling of described relation table group is corresponding;Wherein, Described relation table group includes: relationship type table, relation direction table and tlv triple relation table;
Described relationship type table, for storing the semantic relation classification in tlv triple relationship frame;
Described relation direction table, for storing the semantic relation direction in tlv triple relationship frame;
Described tlv triple relation table, for storing the tlv triple relation in tlv triple relationship frame.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 4, it is characterised in that described relation object Type table, for storing the title of relationship type and unique identifier corresponding to described relationship type, the upper strata of each relationship type The unique identifier of concept and the Data Source of described relationship type.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 5, it is characterised in that described relation side To table, for storing the unique identifier in tlv triple direction, the title of relationship type, prime direction and terminal direction.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 6, it is characterised in that described tlv triple Relation table, for store the unique identifier of tlv triple relation, the unique identifier of the first conceptual entity, relationship type unique Identifier, the unique identifier of the second conceptual entity.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 7, it is characterised in that described by described Conceptual entity in Basic Theories of Chinese Medicine conceptual framework is stored in graphic data base as the node of knowledge graph, simultaneously by described ternary Relation in group relationship frame is stored in described graphic data base as the limit of described knowledge graph, is formed and knows based on Basic Theories of Chinese Medicine The Basic Theories of Chinese Medicine knowledge picture library known includes:
Unique identifier corresponding to the conceptual entity stored in described some table group and described conceptual entity is stored in graphic data base The middle node as knowledge graph, is stored in the table name of described some table group in described graphic data base as node type simultaneously;
Unique identifier corresponding to the title of relationship type of storage in described relationship type table and described relationship type is stored in As the type on limit of described knowledge graph in described graphic data base;
By in described tlv triple relation table storage the unique identifier of the first conceptual entity, the unique identifier of relationship type, The unique identifier of the second conceptual entity is stored in institute respectively as the start node on limit, the relationship type on limit, the peripheral node on limit State the limit forming described knowledge graph in graphic data base.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 8, it is characterised in that described by described In some table group, conceptual entity and the unique identifier corresponding to described conceptual entity of storage are stored in graphic data base as knowledge The node of figure, is stored in described graphic data base using the table name of described some table group as node type simultaneously and includes:
Unique identifier corresponding to the conceptual entity stored in framework point table and described conceptual entity is stored in graphic data base As the node of knowledge graph, the table name of described framework point table is stored in graphic data base as node type simultaneously.
The construction method of Basic Theories of Chinese Medicine knowledge picture library the most according to claim 8 or claim 9, it is characterised in that described figure Graphic data storehouse is Neo4j graphic data base.
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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106933994A (en) * 2017-02-27 2017-07-07 广东省中医院 A kind of core disease card relation construction method based on knowledge of TCM collection of illustrative plates
WO2018205739A1 (en) * 2017-05-10 2018-11-15 京东方科技集团股份有限公司 Traditional chinese medicine knowledge graph and establishment method therefor, and computer system
CN109065173A (en) * 2018-07-10 2018-12-21 北京科技大学 The acquisition methods of Knowledge route
CN109190113A (en) * 2018-08-10 2019-01-11 北京科技大学 A kind of knowledge mapping construction method of theory of traditional Chinese medical science ancient books and records
CN110335675A (en) * 2019-06-20 2019-10-15 北京科技大学 A kind of method of syndrome differentiation based on tcm knowledge picture library

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1466046A (en) * 2002-07-01 2004-01-07 财团法人资讯工业策进会 Knowledge pattern system and method using ontologics as basis
CN102156801A (en) * 2011-03-04 2011-08-17 浙江大学 Ontology-reasoning-based Chinese medicinal five-element diagnosis and treatment system
CN105760425A (en) * 2016-01-17 2016-07-13 曲阜师范大学 Ontology data storage method
US20160203137A1 (en) * 2014-12-17 2016-07-14 InSnap, Inc. Imputing knowledge graph attributes to digital multimedia based on image and video metadata
US20160203412A1 (en) * 2014-12-12 2016-07-14 International Business Machines Corporation Inferred Facts Discovered through Knowledge Graph Derived Contextual Overlays

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1466046A (en) * 2002-07-01 2004-01-07 财团法人资讯工业策进会 Knowledge pattern system and method using ontologics as basis
CN102156801A (en) * 2011-03-04 2011-08-17 浙江大学 Ontology-reasoning-based Chinese medicinal five-element diagnosis and treatment system
US20160203412A1 (en) * 2014-12-12 2016-07-14 International Business Machines Corporation Inferred Facts Discovered through Knowledge Graph Derived Contextual Overlays
US20160203137A1 (en) * 2014-12-17 2016-07-14 InSnap, Inc. Imputing knowledge graph attributes to digital multimedia based on image and video metadata
CN105760425A (en) * 2016-01-17 2016-07-13 曲阜师范大学 Ontology data storage method

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
阮彤 等: "中医药知识图谱构建与应用", 《医学信息学杂志》 *

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106933994A (en) * 2017-02-27 2017-07-07 广东省中医院 A kind of core disease card relation construction method based on knowledge of TCM collection of illustrative plates
CN106933994B (en) * 2017-02-27 2020-07-31 广东省中医院 Traditional Chinese medicine knowledge graph-based core disease and syndrome relation construction method
WO2018205739A1 (en) * 2017-05-10 2018-11-15 京东方科技集团股份有限公司 Traditional chinese medicine knowledge graph and establishment method therefor, and computer system
US10929440B2 (en) 2017-05-10 2021-02-23 Boe Technology Group Co., Ltd. Traditional Chinese medicine knowledge graph and establishment method therefor, and computer system
CN109065173A (en) * 2018-07-10 2018-12-21 北京科技大学 The acquisition methods of Knowledge route
CN109065173B (en) * 2018-07-10 2022-04-19 北京科技大学 Knowledge path acquisition method
CN109190113A (en) * 2018-08-10 2019-01-11 北京科技大学 A kind of knowledge mapping construction method of theory of traditional Chinese medical science ancient books and records
CN109190113B (en) * 2018-08-10 2021-08-31 北京科技大学 Knowledge graph construction method of traditional Chinese medicine theory book
CN110335675A (en) * 2019-06-20 2019-10-15 北京科技大学 A kind of method of syndrome differentiation based on tcm knowledge picture library

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