CN109377436A - A kind of accurate monitoring and managing method of environment and device, terminal device and storage medium - Google Patents
A kind of accurate monitoring and managing method of environment and device, terminal device and storage medium Download PDFInfo
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- CN109377436A CN109377436A CN201811302558.XA CN201811302558A CN109377436A CN 109377436 A CN109377436 A CN 109377436A CN 201811302558 A CN201811302558 A CN 201811302558A CN 109377436 A CN109377436 A CN 109377436A
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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Abstract
The present invention is suitable for environment regulation technique field, provides a kind of accurate monitoring and managing method of environment and device, terminal device and storage medium.The present invention is by obtaining sample data, and according to the environmental problem quantity of enterprises multiple in sample data, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model, and then in environment monitoring model, the supervision grade of Target Enterprise is determined according to the environmental data information of Target Enterprise, and the law enforcement frequency of Target Enterprise is obtained according to the supervision grade of Target Enterprise, to obtain the law enforcement frequency that the enterprise of welding carries out by the environment monitoring model established, realize that environment is precisely supervised, and largely save manpower, material resources and financial resources.
Description
Technical field
The invention belongs to environment regulation technique fields more particularly to a kind of accurate monitoring and managing method of environment to set with device, terminal
Standby and storage medium.
Background technique
In recent years, with the increase of environmental pollution crime, environment supervision is increasingly serious, current existing environment monitoring and managing method
It is the staff of environmental protection department periodically or irregularly some pollution sources enterprises is checked, and when the illegal row of pollution
When to increase, instructed since existing environment monitoring and managing method lacks scientific and reasonable method, serious waste manpower,
Material resources and financial resources.
Therefore, it is necessary to a kind of technical solution is provided, to solve the above technical problems.
Summary of the invention
In view of this, the embodiment of the invention provides a kind of accurate monitoring and managing method of environment and device, terminal device and depositing
Storage media, the law enforcement frequency carried out by the enterprise that the environment monitoring model established obtains welding, to realize environment essence
Quasi- supervision, and largely save human and material resources and financial resources.
The first aspect of the embodiment of the present invention provides a kind of accurate monitoring and managing method of environment, the accurate monitoring and managing method of environment
Include:
Obtain sample data；Wherein, the sample data includes that environmental problem quantity, the environmental problem of multiple enterprises are serious
Degree, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity；
According to the environmental problem quantity of the multiple enterprise, environmental problem severity, environmental illegality behavior quantity, fine
The amount of money and environmental illegality behavior severity establish environment monitoring model；
The environmental data information for obtaining Target Enterprise, in the environment monitoring model, according to the ring of the Target Enterprise
Border data information determines the supervision grade of the Target Enterprise, and obtains the target according to the supervision grade of the Target Enterprise
The law enforcement frequency of enterprise.
The second aspect of the embodiment of the present invention provides a kind of accurate maintenance device of environment, the accurate maintenance device of environment
Include:
Module is obtained, for obtaining sample data；Wherein, the sample data includes the environmental problem number of multiple enterprises
Amount, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity；
Module is established, for environmental problem quantity, the environmental problem severity, environmental illegality according to the multiple enterprise
Behavior quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model；
Determining module, for obtaining the environmental data information of Target Enterprise, in the environment monitoring model, according to described
The environmental data information of Target Enterprise determines the supervision grade of the Target Enterprise, and according to the supervision grade of the Target Enterprise
Obtain the law enforcement frequency of the Target Enterprise.
The third aspect of the embodiment of the present invention provides a kind of terminal device, including memory, processor and is stored in
In the memory and the computer program that can run on the processor, when the processor executes the computer program
The step of realizing above-mentioned environment accurate monitoring and managing method.
The fourth aspect of the embodiment of the present invention provides a kind of computer readable storage medium, the computer-readable storage
Media storage has computer program, and the computer program realizes the step of the accurate monitoring and managing method of above-mentioned environment when being executed by processor
Suddenly.
Existing beneficial effect is the embodiment of the present invention compared with prior art: the present invention, which passes through, obtains sample data, and
According to the environmental problem quantity of enterprises multiple in sample data, environmental problem severity, environmental illegality behavior quantity, fine gold
Volume and environmental illegality behavior severity establish environment monitoring model, and then in environment monitoring model, according to Target Enterprise
Environmental data information determine the supervision grade of Target Enterprise, and holding for Target Enterprise is obtained according to the supervision grade of Target Enterprise
Method frequency, so that the law enforcement frequency carried out by the enterprise that the environment monitoring model established obtains welding, realizes environment essence
Quasi- supervision, and largely save human and material resources and financial resources.
Detailed description of the invention
It to describe the technical solutions in the embodiments of the present invention more clearly, below will be to embodiment or description of the prior art
Needed in attached drawing be briefly described, it should be apparent that, the accompanying drawings in the following description is only of the invention some
Embodiment for those of ordinary skill in the art without any creative labor, can also be according to these
Attached drawing obtains other attached drawings.
Fig. 1 is the implementation process schematic diagram for the accurate monitoring and managing method of environment that the embodiment of the present invention one provides；
Fig. 2 is the implementation process schematic diagram for the accurate monitoring and managing method of environment that the embodiment of the present invention one provides；
Fig. 3 is the supervision rank decision rule schematic diagram in the accurate monitoring and managing method of environment provided in an embodiment of the present invention；
Fig. 4 is the structural schematic diagram for the accurate maintenance device of environment that the embodiment of the present invention three provides；
Fig. 5 is the structural schematic diagram for the accurate maintenance device of environment that the embodiment of the present invention four provides；
Fig. 6 is the structural schematic diagram for the terminal device that the embodiment of the present invention five provides.
Specific embodiment
In being described below, for illustration and not for limitation, the tool of such as particular system structure, technology etc is proposed
Body details, to understand thoroughly the embodiment of the present invention.However, it will be clear to one skilled in the art that there is no these specific
The present invention also may be implemented in the other embodiments of details.In other situations, it omits to well-known system, device, electricity
The detailed description of road and method, in case unnecessary details interferes description of the invention.
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are some of the embodiments of the present invention, instead of all the embodiments.Based on this hair
Embodiment in bright, every other implementation obtained by those of ordinary skill in the art without making creative efforts
Example, shall fall within the protection scope of the present invention.
It should be appreciated that ought use in this specification and in the appended claims, term " includes " instruction is described special
Sign, entirety, step, operation, the presence of element and/or component, but be not precluded one or more of the other feature, entirety, step,
Operation, the presence or addition of element, component and/or its set.
It is also understood that mesh of the term used in this description of the invention merely for the sake of description specific embodiment
And be not intended to limit the present invention.As description of the invention and it is used in the attached claims, unless on
Other situations are hereafter clearly indicated, otherwise " one " of singular, "one" and "the" are intended to include plural form.
It will be further appreciated that the term "and/or" used in description of the invention and the appended claims is
Refer to any combination and all possible combinations of one or more of associated item listed, and including these combinations.
As used in this specification and in the appended claims, term " if " can be according to context quilt
Be construed to " when ... " or " once " or " in response to determination " or " in response to detecting ".Similarly, phrase " if it is determined that " or
" if detecting [described condition or event] " can be interpreted to mean according to context " once it is determined that " or " in response to true
It is fixed " or " once detecting [described condition or event] " or " in response to detecting [described condition or event] ".
In order to illustrate technical solutions according to the invention, the following is a description of specific embodiments.
It is a kind of schematic flow diagram for the accurate monitoring and managing method of environment that the embodiment of the present invention one provides referring to Fig. 1.Such as Fig. 1
Shown, the accurate monitoring and managing method of the environment can comprise the following steps that
Step S11: sample data is obtained；Wherein, the sample data includes the environmental problem quantity of multiple enterprises, environment
Problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity.
Wherein, in embodiments of the present invention, sample data is to be showed by terminal device from what environment-friendly mobile law enforcement system obtained
The first environment data information of multiple enterprises in the examination of law enforcement data of field, and reported and submitted from ecological environment portion administrative penalty case and be
The second environment data information of multiple enterprises is obtained in system.Wherein, which includes but is not limited to environment and asks
It inscribes quantity and environmental problem severity, with environmental problem quantity and environmental problem severity is preferably to show in the present embodiment
Example；Likewise, second environment data information includes but is not limited to environmental illegality behavior quantity, the fine amount of money and environmental illegality row
For information such as severity, with environmental illegality behavior quantity, the fine amount of money and the serious journey of environmental illegality behavior in the present embodiment
Degree is preferable example.
Step S12: according to the environmental problem quantity, environmental problem severity, environmental illegality behavior of the multiple enterprise
Quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model.
Wherein, in embodiments of the present invention, environmental problem quantity, the environmental problem of multiple enterprises are obtained in terminal device
It, can be according to this after severity, environmental illegality behavior quantity, the fine data such as the amount of money and environmental illegality behavior severity
Data establish environment monitoring model, in order to which the enterprise supervised using the environment monitoring model to needs is precisely supervised.
Step S13: obtaining the environmental data information of Target Enterprise, in the environment monitoring model, according to the target
The environmental data information of enterprise determines the supervision grade of the Target Enterprise, and is obtained according to the supervision grade of the Target Enterprise
The law enforcement frequency of the Target Enterprise.
Wherein, in embodiments of the present invention, Target Enterprise refers to the enterprise for needing to carry out environment supervision, environmental data
Information includes but is not limited to environmental problem quantity, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and ring
Five achievement datas such as border illegal activities severity；In addition, supervision grade includes general supervision, emphasis supervision and special prison
Pipe three grades.
After terminal device establishes environment monitoring model, when precisely being supervised to Target Enterprise, terminal device is obtained
Above-mentioned five achievement datas of Target Enterprise are taken, and five achievement datas are put into environment monitoring model, to determine target
The supervision grade of enterprise, and then the law enforcement frequency of the Target Enterprise is obtained according to the supervision grade of Target Enterprise, in order to environment
The relevant staff of protection clearly enforces the law emphasis and direction.
In the present embodiment, the present invention is by obtaining sample data, and is asked according to the environment of enterprises multiple in sample data
Quantity, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity is inscribed to establish
Environment monitoring model, and then in environment monitoring model, the prison of Target Enterprise is determined according to the environmental data information of Target Enterprise
Pipe grade, and according to the law enforcement frequency of the supervision grade of Target Enterprise acquisition Target Enterprise, to pass through the environment supervision established
Model obtains the law enforcement frequency that the enterprise of welding carries out, and realizes that environment is precisely supervised, and largely save manpower, object
Power and financial resources.
It referring to fig. 2, is a kind of schematic flow diagram of the accurate monitoring and managing method of environment provided by Embodiment 2 of the present invention.Such as Fig. 2
Shown, the accurate monitoring and managing method of the environment can comprise the following steps that
Step S21: sample data is obtained；Wherein, the sample data includes the environmental problem quantity of multiple enterprises, environment
Problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity.
Wherein, in embodiments of the present invention, sample data is to be showed by terminal device from what environment-friendly mobile law enforcement system obtained
The first environment data information of multiple enterprises in the examination of law enforcement data of field, and reported and submitted from ecological environment portion administrative penalty case and be
The second environment data information of multiple enterprises is obtained in system.Wherein, which includes but is not limited to environment and asks
It inscribes quantity and environmental problem severity, with environmental problem quantity and environmental problem severity is preferably to show in the present embodiment
Example；Likewise, second environment data information includes but is not limited to environmental illegality behavior quantity, the fine amount of money and environmental illegality row
For information such as severity, with environmental illegality behavior quantity, the fine amount of money and the serious journey of environmental illegality behavior in the present embodiment
Degree is preferable example.
Step S22: according to the environmental problem quantity, environmental problem severity, environmental illegality behavior of the multiple enterprise
Quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model.
Wherein, in embodiments of the present invention, environmental problem quantity, the environmental problem of multiple enterprises are obtained in terminal device
It, can be according to this after severity, environmental illegality behavior quantity, the fine data such as the amount of money and environmental illegality behavior severity
Data establish environment monitoring model, in order to which the enterprise supervised using the environment monitoring model to needs is precisely supervised.
Further, as an of the invention preferred embodiment, the environment according to the multiple enterprise in step S22 is asked
Quantity, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity is inscribed to establish
Environment monitoring model specifically:
According to the environmental problem quantity of the multiple enterprise, environmental problem severity, environmental illegality behavior quantity, fine
The amount of money and environmental illegality behavior severity, obtain the environment supervision classification of the multiple enterprise, and are supervised according to the environment
Tubing with preset supervision rank decision rule, does not establish the environment monitoring model.
Wherein, in embodiments of the present invention, terminal device is in environmental problem quantity, the environmental problem for getting multiple enterprises
After severity, environmental illegality behavior quantity, fine five indexs such as the amount of money and environmental illegality behavior severity, just basis
The specific data of five indexs or the environment of acquisition of information enterprise supervise classification, and then supervise classification according to environment and preset
Supervision rank decision rule establish environment monitoring model；It should be noted that rear extended meeting to the environment supervision classification of enterprise with
Preset supervision decision rule is explained in detail, and details are not described herein again.
Further, as a preferred embodiment of the invention, according to the environmental problem quantity of the multiple enterprise, environment
Problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity, obtain the multiple enterprise
The environment of industry supervises classification specifically:
Environmental problem severity and environmental illegality behavior severity to the multiple enterprise carry out quantitative variation, with
Obtain the first quantized data and the second quantized data；Wherein, the first quantized data is that the environmental problem of the multiple enterprise is serious
Corresponding data after degree quantization, second quantized data are the environmental illegality behavior severity quantification of the multiple enterprise
Corresponding data afterwards；
To first quantized data, the second quantized data, the environmental problem quantity of the multiple enterprise, environmental illegality row
The data prediction of Missing Data Filling and exceptional value exploration is carried out, for quantity and the fine amount of money to obtain modeling sample data；
Classification is supervised according to the environment of the multiple enterprise of modeling sample data acquisition.
Wherein, in embodiments of the present invention, when terminal device obtains environmental problem quantity, the environmental problem of multiple enterprises
After severity, environmental illegality behavior quantity, the fine data such as the amount of money and environmental illegality behavior severity, need to the number
According to being pre-processed, i.e., the being described property of data got is statisticallyd analyze.It is specific:
Firstly, terminal device determines the environmental problem severity and environmental illegality behavior severity of multiple enterprises
Amount variation, to obtain the first quantized data and the second quantized data；Wherein, the first quantized data is the environmental problem of multiple enterprises
Corresponding data after severity quantification, the second quantized data are right after the environmental illegality behavior severity quantification of multiple enterprises
The data answered.
It should be noted that in the present embodiment, it is serious to the environmental problem severity and environmental illegality behavior of enterprise
The specific practice that degree is quantified is: terminal device is by the text of environmental problem severity and environmental illegality behavior severity
Word content information carries out word segmentation processing, then by the content and environmental problem degree and the arrangement of environmental illegality behavior weight after participle
Keyword carries out semantic analysis in rule, finally that one one is corresponding, i.e., severe, medium and slight extent grade is used 3 respectively,
2,1 indicate.
Secondly, terminal device is to the environmental problem quantity of the multiple enterprises got, environmental illegality behavior quantity and penalizes
Being described property of money amount of money statistical analysis, referring specifically to table 1.Since partial contamination source enterprise does not have examination of law enforcement to put down data,
But have the administrative penalty data to catch a packet by environmental illegality behavior, therefore after being described property statistical analysis, terminal
Equipment also needs to carry out Missing Data Filling to data, i.e., will put down data without examination of law enforcement, but have because of environmental illegality behavior
And the environmental problem number of the enterprise of the administrative penalty data to catch a packet and the data of environmental problem severity data target
Value is filled with 0.
Each target variable descriptive statistical analysis of table 1
It is worth noting that, assume that multiple Number of Firms in sample data are 100, then the first quartile in above-mentioned table 1
Several correlation values refer to the index of correlation of the 25th enterprise, and the correlation values of third quartile refer to the 75th enterprise
The index of correlation of industry, and as can be seen from Table 1: (1) in many enterprises, the most enterprise of examination of law enforcement notes number has 40
Secondary, the examination of law enforcement notes number of average every enterprise is 2.765 times.(2) the environmental problem number of the most enterprises of environmental problem quantity
It is 31 times.(3) in many enterprises, there is the illegal problem of 6 secondary environments in the most enterprise of environmental illegality quantity, average every enterprise's ring
The illegal number in border is 0.4542 time.(4) in many enterprises, average every enterprise fine amount of money is 2.721 ten thousand yuan, and fine is most
More enterprise's fine amount of money are 1,650,000 yuan.
Further, data are being quantified, after the processing such as descriptive analysis and Missing Data Filling, terminal device
Also need the environmental problem quantity to multiple enterprises of acquisition, environmental problem severity, environmental illegality behavior quantity, fine gold
The data of volume and environmental illegality behavior severity carry out exceptional value exploration, and repair to exceptional value.
Specifically, exceptional value heuristic process are as follows: if some in above-mentioned data refers to that target value is greater than third quartile in table 1
The corresponding index value and 1.5 times (corresponding index of the corresponding index value-first quartile of third quartile
Value) sum of the two, then it represents that the index value is abnormal；If some in above-mentioned data refers to that target value is less than in table 1 the one or four point
The corresponding index value of digit with 1.5 times (corresponding corresponding this of index value-first quartile of third quartile refers to
Scale value) both difference, equally indicate the index value exception.
For example, if the environmental problem quantity of some enterprise is greater than the corresponding index value 2 and 1.5 times of third quartile
(the corresponding index value 0 of the corresponding index value 3- first quartile of third quartile) sum of the two, then it represents that should
Index value is abnormal；If the environmental problem quantity of some enterprise is less than the corresponding index value 0 and 1.5 times of first quartile
The difference of both (the corresponding index value 0 of the corresponding index value 3- first quartile of third quartile), then it represents that this refers to
Scale value is abnormal.
Further, in the analysis of being described property of environmental data information, the quantization, missing values to many enterprises got
After filling and exceptional value exploration obtain modeling sample data, terminal device is according to modeling sample data and and combines machine
Learn K-Means clustering algorithm, sample data is divided into 6 classes and is most preferably clustered.Every class sample data cluster centre such as 2 institute of table
Show.
The cluster centre of 26 classifications of table
As can be seen from Table 2: (1) the illegal number average of 1 corporate environment of classification is 0 time, and fine amount of money average value is 0
Member.(2) 3 corporate environment problematic amount average value of classification is 3 times, and environmental problem severity average value is 2.241.(3) classification 6
Environmental problem number average is 11.1667 times, and environmental illegality number average value is 0.0833 time.
Further, it after getting environment supervision classification 1 to 6, can be obtained according to every class sample data advantageous characteristic
It is specific as follows shown to table 3.
The advantageous characteristic of 36 classes of table
As can be seen from Table 3: (1) 1 advantageous characteristic of classification is environmental illegality number and the fine amount of money is all the smallest, illegal journey
It spends most light.(2) 2 environmental problem number very little of classification.(3) 3 environmental problem degree most serious of classification.(4) 4 environmental problem number of classification is most
Small, environmental problem degree is most light, illegal degree most serious.(5) 5 environmental illegality number of classification is most, and the fine amount of money is maximum.(6) class
Other 6 environmental problem number is most.
It further, can be through poly- after terminal device has obtained the supervision classification 1 to 6 of environment shown in above-mentioned table 3
Alanysis, based on the characteristic of above-mentioned 6 classifications, and supervision rank decision rule according to Fig.3, draws enterprise's supervision grade
Be divided into following three classes: general supervision, emphasis supervision and special supervision, specific division are as shown in table 4:
The grade classification result of all categories of table 4
Specifically, details are as follows for general supervision, emphasis supervision and special supervision:
General supervision: classification 1 and classification 2 are supervised to be general, and classification 1 and 2 environmental illegality number of classification and the fine amount of money are very
Small, environmental problem small number, environmental illegality degree is most light, therefore terminal device is divided into generally supervising.
For the enterprise of general supervision type, terminal device is smaller for the law enforcement frequency of its distribution, i.e. environmental law enforcement is related
Department can reduce examination of law enforcement number to the greatest extent when enforcing the law to it in the later period, because from the point of view of in conjunction with historical data, generally
There is the probability very little of environmental illegality behavior in the enterprise of supervision type, and valuable law enforcement strength can be put into other by law enforcement agency
Examination of law enforcement is carried out in the enterprise of supervision type, accomplishes to shoot the arrow at the target.
Emphasis supervision: classification 3 and classification 4 are that emphasis is supervised, and the enterprise of classification 3 and classification 4 generally has following characteristic:
Environmental illegality number be 1 time, fine the amount of money be 6 to 9 ten thousand yuan between, environmental illegality degree be it is medium, therefore terminal device by this
It is that emphasis supervises enterprise that a little enterprises, which divide,.
For the enterprise of emphasis supervision, terminal device is larger for the law enforcement frequency of its distribution, i.e., law enforcement agency carries out it
When examination of law enforcement, examination of law enforcement frequency and number should be between general supervision and special supervision enterprises.Simultaneously because emphasis
Supervise enterprise that there are environmental problems is relatively more, environmental problem degree is also than more serious, therefore law enfrocement official has found in inspection
When environmental problem, it is desirable that relevant enterprise will conscientiously rectify and improve existing environmental problem and implement completely, to prevent causing environmental illegality
Behavior.
Special supervision: classification 5 and classification 6 are special supervision, and the illegal number of the corporate environment of classification 5 and the fine amount of money are all
It is most, environmental illegality degree be it is medium or more, the corporate environment problematic amount of classification 6 be it is most, illustrate such enterprise
Environmental risk hidden danger it is very big, therefore that classification 5 and classification 6 be divided into special supervision enterprise is more reasonable for terminal device.
For the enterprise of special supervision type, terminal device is not timing for the law enforcement frequency of its distribution, i.e. law enforcement agency
Irregular examination of law enforcement often is carried out to it, increase its examination of law enforcement frequency and number, and want to its environmental illegality behavior
It severely punishes those who violate the law and discipline, such as the enterprise of heavy punishment the type.When carrying out special supervise and examine, the enterprise of special supervision should be first
It is examined.
Step S23: obtaining the environmental data information of Target Enterprise, in the environment monitoring model, according to the target
The environmental data information of enterprise determines the supervision grade of the Target Enterprise, and is obtained according to the supervision grade of the Target Enterprise
The law enforcement frequency of the Target Enterprise.
Wherein, in embodiments of the present invention, Target Enterprise refers to the enterprise for needing to carry out environment supervision, environmental data
Information includes but is not limited to environmental problem quantity, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and ring
Five achievement datas such as border illegal activities severity.
After terminal device establishes environment monitoring model, when precisely being supervised to Target Enterprise, terminal device is obtained
Above-mentioned five achievement datas of Target Enterprise are taken, and five achievement datas are put into environment monitoring model, to determine target
The supervision grade of enterprise, and then the law enforcement frequency of the Target Enterprise is obtained according to the supervision grade of Target Enterprise, in order to environment
The relevant staff of protection clearly enforces the law emphasis and direction.
Further, in step S23 in the environment monitoring model, according to the environmental data of the Target Enterprise believe
Breath determines the supervision grade of the Target Enterprise specifically:
In the environment monitoring model, the Target Enterprise is determined according to the environmental data information of the Target Enterprise
Environment supervises classification；
Classification is supervised according to the environment of the Target Enterprise and the supervision rank decision rule determines the Target Enterprise
Supervision grade.
Wherein, in embodiments of the present invention, after terminal device gets the environmental data information of Target Enterprise, by the ring
Border data information is put into environment monitoring model, so that environment monitoring model determines mesh according to the environmental data information of Target Enterprise
The environment for marking enterprise supervises classification, and then supervises the related data in classification according to environment and supervise rank decision rule and determine mesh
The supervision grade of enterprise is marked, or the supervision grade that classification determines Target Enterprise is directly supervised according to the environment of Target Enterprise,
After the supervision grade that Target Enterprise has been determined, corresponding law enforcement frequency can be obtained according to the supervision grade of Target Enterprise, in order to
The staff of environmental protection administration enforces the law according to corresponding law enforcement frequency, and obtains phase to according to the supervision grade of Target Enterprise
The law enforcement frequency answered, which obtains associated description, can refer to step S22, and details are not described herein again.
Step S24: judge whether the judgement result of the environment monitoring model is reasonable, if the environment monitoring model is sentenced
Determine that result is unreasonable, then the environment monitoring model is carried out according to the optimization operational order of user and preset optimization benchmark
Optimization.
Wherein, in embodiments of the present invention, due to needing to test model after model foundation to determine that model exports
As a result rationally reliable, thus terminal device can the judgement result first to environment monitoring model judge, when environment monitoring model
Judgement result it is unreasonable when, terminal device according to the optimization of user operate and preset optimization template to environment monitoring model
It optimizes, the output result to ensure environment monitoring model is correct, reliable, reasonable.
In the present embodiment, the present invention establishes machine learning model according to sample data by obtaining sample data, and according to
According to the environmental problem number of enterprise, environmental problem severity, corporate environment illegal activities number, the fine amount of money and environmental illegality
Enterprise is divided into general supervision, emphasis supervision and special supervision type, and is directed to different types of prison by five indexs of behavior degree
The clearly corresponding examination of law enforcement number of pipe enterprise so that examination of law enforcement more targetedly and purpose, it is accurate to realize environment
Supervision saves valuable law enforcement resource --- financial resources manpower etc..
In addition, after carrying out supervision grade separation to enterprise, can be arranged out to environment the present invention is based on machine learning algorithm
The enterprise of potentially hazardous most serious, supervision grade height mean that environmental risk hidden danger is relatively high, and unexpected environmental accident occurs and makes
Relatively high at illegal probability, correspondingly enterprise's law-abiding awareness is also relatively low, grasps above-mentioned rule, is conducive to law enfrocement official and is examining
The object and target of inspection can be analyzed and determined before looking into, the trend of pollution sources corporate environment problem can be grasped in advance
And trend.
Further, the present invention can carry out dynamic to the various objects and the frequency of pollution sources routine monitoring random inspection
It updates.As state's laws regulation and environmental protection policy and enterprise abide by the law the change of the various aspects factor such as self-growths such as situation
Change, the supervision data of enterprise can be varied accordingly, in order to guarantee to supervise the accuracy of rank belonging to enterprise, not need periodically or not
Re -training periodically is carried out to model, is based on model result, the supervision rank of enterprise can change accordingly, and then pollution sources
The available dynamic of the various objects and the frequency of routine monitoring random inspection updates.After enterprise's list dynamic updates, accordingly
Check that the frequency also and then changes.
Further, the present invention provides scientific and reasonable method for relevant departments' development Environmental Enforcement and refers to
It leads.Based on clustering algorithm classification results in the present invention, law enforcement agency is recognized that the supervision rank of pollution sources enterprise, for not
It, can be to pair of inspection in the case that and enforcement effort few in law enfrocement official's quantity is heavy with the pollution sources enterprise of supervision rank
It gives priority in arranging for and adjusts as making, for the enterprise of special supervision type, law enfrocement official and the frequency can be more, for general
The enterprise of supervision type, number of enforcing the law to it and the frequency can be reduced, and then can be proper by personnel placement, accomplish that people uses up it
With limited manpower being performed to ultimate attainment.
It referring to fig. 4, is the schematic block diagram for the accurate maintenance device 4 of environment that the embodiment of the present invention three provides.The present invention is real
It applies each module that the accurate maintenance device 4 of environment that example provides includes to be used to execute each step in the corresponding embodiment of Fig. 1, specifically
Referring to Fig. 1, and the associated description in the corresponding embodiment of Fig. 1, details are not described herein again.Environment provided in an embodiment of the present invention
Accurate maintenance device 4 includes obtaining module 41, establishing module 42 and determining module 43.
Wherein, module 41 is obtained, for obtaining sample data；Wherein, sample data includes the environmental problem of multiple enterprises
Quantity, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity.
Module 42 is established, for the environmental problem quantity, environmental problem severity, environmental illegality row according to multiple enterprises
Environment monitoring model is established for quantity, the fine amount of money and environmental illegality behavior severity.
Determining module 43, the environmental data information for obtaining Target Enterprise are looked forward in environment monitoring model according to target
The environmental data information of industry determines the supervision grade of Target Enterprise, and obtains Target Enterprise according to the supervision grade of Target Enterprise
Law enforcement frequency.
In the present embodiment, the accurate maintenance device 4 of environment, which passes through, obtains sample data, and according to enterprises multiple in sample data
The environmental problem quantity of industry, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior are tight
Weight degree establishes environment monitoring model, and then in environment monitoring model, determines mesh according to the environmental data information of Target Enterprise
The supervision grade of enterprise is marked, and obtains the law enforcement frequency of Target Enterprise according to the supervision grade of Target Enterprise, to pass through foundation
Environment monitoring model obtain the law enforcement frequency that the enterprise of welding carries out, realize that environment is precisely supervised, and largely
Save human and material resources and financial resources.
It is the schematic block diagram for the accurate maintenance device 5 of environment that the embodiment of the present invention four provides referring to Fig. 5.The present invention is real
It applies each module that the accurate maintenance device 5 of environment that example provides includes to be used to execute each step in the corresponding embodiment of Fig. 2, specifically
Referring to Fig. 2, and the associated description in the corresponding embodiment of Fig. 2, details are not described herein again.Environment provided in an embodiment of the present invention
Accurate maintenance device 5 includes obtaining module 51, establishing module 52, determining module 53 and optimization module 54.
Wherein, module 51 is obtained, for obtaining sample data；Wherein, sample data includes the environmental problem of multiple enterprises
Quantity, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity.
Module 52 is established, for the environmental problem quantity, environmental problem severity, environmental illegality row according to multiple enterprises
Environment monitoring model is established for quantity, the fine amount of money and environmental illegality behavior severity.
Determining module 53, the environmental data information for obtaining Target Enterprise are looked forward in environment monitoring model according to target
The environmental data information of industry determines the supervision grade of Target Enterprise, and obtains Target Enterprise according to the supervision grade of Target Enterprise
Law enforcement frequency.
Optimization module 55, whether the judgement result for judging environment monitoring model is reasonable, if environment monitoring model is sentenced
Determine that result is unreasonable, then environment monitoring model is carried out according to the optimization operational order of user and preset optimization benchmark excellent
Change.
Further, module 52 is established specifically for the serious journey of environmental problem quantity, environmental problem according to multiple enterprises
Degree, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity obtain the environment supervision class of multiple enterprises
Not, and according to environment classification and preset supervision rank decision rule are supervised, establishes environment monitoring model.
Further, module 52 is established specifically for the environmental problem severity and environmental illegality behavior to multiple enterprises
Severity carries out quantitative variation, to obtain the first quantized data and the second quantized data；Wherein, the first quantized data is multiple
Corresponding data after the environmental problem severity quantification of enterprise, the second quantized data are that the environmental illegality behavior of multiple enterprises is tight
Corresponding data after weight degree quantization；To the first quantized data, the second quantized data, the environmental problem quantity of multiple enterprises, ring
Border illegal activities quantity and the data prediction that the fine amount of money carries out Missing Data Filling and exceptional value is explored, to obtain modeling sample
Notebook data；Classification is supervised according to the environment of the multiple enterprises of modeling sample data acquisition.
Further, it is determined that module 53 is specifically used in environment monitoring model, believed according to the environmental data of Target Enterprise
It ceases and determines that the environment of Target Enterprise supervises classification；Classification is supervised according to the environment of Target Enterprise and supervision rank decision rule determines
The supervision grade of Target Enterprise.
In the present embodiment, the accurate maintenance device 5 of environment establishes engineering according to sample data by obtaining sample data
Practise model, and the environmental problem number according to enterprise, environmental problem severity, corporate environment illegal activities number, fine gold
Enterprise is divided into general supervision, emphasis supervision and special supervision type, and is directed to by five indexs of volume and environmental illegality behavior degree
The clearly corresponding examination of law enforcement number of different types of supervision enterprise, so that examination of law enforcement is more targetedly and purpose, it is real
Show environment precisely to supervise, saves valuable law enforcement resource --- financial resources manpower etc..
Fig. 6 is the schematic diagram for the terminal device 6 that the embodiment of the present invention five provides.As shown in fig. 6, the terminal of the embodiment is set
Standby 6 include: processor 60, memory 61 and are stored in the meter that can be run in the memory 61 and on the processor 60
Calculation machine program 62, such as the accurate monitoring and managing method program of environment.The processor 60 is realized when executing the computer program 62
State the step in the accurate monitoring and managing method embodiment of each environment, such as step 11 shown in FIG. 1 is to 13.Alternatively, the processor
The function of each module/unit in above-mentioned each Installation practice, such as mould shown in Fig. 2 are realized when the 60 execution computer program 62
The function of block 21 to 24.
Illustratively, the computer program 62 can be divided into one or more module/units, it is one or
Multiple module/units are stored in the memory 61, and are executed by the processor 60, to complete the present invention.Described one
A or multiple module/units can be the series of computation machine program instruction section that can complete specific function, which is used for
Implementation procedure of the computer program 62 in the terminal device 6 is described.For example, the computer program 62 can be divided
Be segmented into obtain module, establish module and determining module, or be given to for obtain module, establish module, determining module and
Optimization module (virtual module in device), each module concrete function are as follows:
Module is obtained, for obtaining sample data；Wherein, sample data includes the environmental problem quantity of multiple enterprises, ring
Border problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity.
Module is established, for the environmental problem quantity, environmental problem severity, environmental illegality behavior according to multiple enterprises
Quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model.
Determining module, for obtaining the environmental data information of Target Enterprise, in environment monitoring model, according to Target Enterprise
Environmental data information determine the supervision grade of Target Enterprise, and holding for Target Enterprise is obtained according to the supervision grade of Target Enterprise
Method frequency.Or
Module is obtained, for obtaining sample data；Wherein, sample data includes the environmental problem quantity of multiple enterprises, ring
Border problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity.
Module is established, for the environmental problem quantity, environmental problem severity, environmental illegality behavior according to multiple enterprises
Quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model.
Determining module, for obtaining the environmental data information of Target Enterprise, in environment monitoring model, according to Target Enterprise
Environmental data information determine the supervision grade of Target Enterprise, and holding for Target Enterprise is obtained according to the supervision grade of Target Enterprise
Method frequency.
Optimization module, whether the judgement result for judging environment monitoring model is reasonable, if the judgement of environment monitoring model
As a result unreasonable, then environment monitoring model is optimized according to the optimization operational order of user and preset optimization benchmark.
Further, establish module be specifically used for according to the environmental problem quantity of multiple enterprises, environmental problem severity,
Environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity obtain the environment supervision classification of multiple enterprises,
And classification and preset supervision rank decision rule are supervised according to environment, establish environment monitoring model.
Further, module is established specifically for tight to the environmental problem severity of multiple enterprises and environmental illegality behavior
Weight degree carries out quantitative variation, to obtain the first quantized data and the second quantized data；Wherein, the first quantized data is multiple enterprises
Corresponding data after the environmental problem severity quantification of industry, the second quantized data are that the environmental illegality behavior of multiple enterprises is serious
Corresponding data after degree quantization；To the first quantized data, the second quantized data, the environmental problem quantity of multiple enterprises, environment
Illegal activities quantity and the data prediction that the fine amount of money carries out Missing Data Filling and exceptional value is explored, to obtain modeling sample
Data；Classification is supervised according to the environment of the multiple enterprises of modeling sample data acquisition.
Further, it is determined that module is specifically used in environment monitoring model, according to the environmental data information of Target Enterprise
Determine the environment supervision classification of Target Enterprise；Classification is supervised according to the environment of Target Enterprise and supervision rank decision rule determines mesh
Mark the supervision grade of enterprise.
The terminal device 6 can be various processors, a module being also possible to inside processor.The terminal is set
Standby 6 may include, but be not limited only to, processor 60, memory 61.It will be understood by those skilled in the art that Fig. 6 is only that terminal is set
Standby 6 example, does not constitute the restriction to terminal device 6, may include components more more or fewer than diagram, or combine certain
A little components or different components, for example, the terminal device 6 can also include input-output equipment, it is network access equipment, total
Line etc..
Alleged processor 60 can be micro-control unit (Micro controller Unit, MCU), central processing unit
(Central Processing Unit, CPU), can also be other general processors, digital signal processor (Digital
Signal Processor, DSP), specific integrated circuit (Application Specific Integrated Circuit,
ASIC), ready-made programmable gate array (Field-Programmable Gate Array, FPGA) or other programmable logic
Device, discrete gate or transistor logic, discrete hardware components etc..General processor can be microprocessor or this at
Reason device is also possible to any conventional processor etc..
The memory 61 can be the internal storage unit of the terminal device 6, for example, terminal device 6 hard disk or
Memory.The memory 61 is also possible to the External memory equipment of the terminal device 6, such as is equipped on the terminal device 6
Plug-in type hard disk, intelligent memory card (Smart Media Card, SMC), secure digital (Secure Digital, SD) card,
Flash card (Flash Card) etc..
Further, the memory 61 can also both internal storage units including the terminal device 6 or including outer
Portion stores equipment.The memory 61 is for other programs needed for storing the computer program and the terminal device 6
And data.The memory 61 can be also used for temporarily storing the data that has exported or will export.
It is apparent to those skilled in the art that for convenience of description and succinctly, only with above-mentioned each function
Can unit, module division progress for example, in practical application, can according to need and by above-mentioned function distribution by different
Functional unit, module are completed, i.e., the internal structure of described device is divided into different functional unit or module, more than completing
The all or part of function of description.Each functional unit in embodiment, module can integrate in one processing unit, can also
To be that each unit physically exists alone, can also be integrated in one unit with two or more units, it is above-mentioned integrated
Unit both can take the form of hardware realization, can also realize in the form of software functional units.In addition, each function list
Member, the specific name of module are also only for convenience of distinguishing each other, the protection scope being not intended to limit this application.Above system
The specific work process of middle unit, module, can refer to corresponding processes in the foregoing method embodiment, and details are not described herein.
In the above-described embodiments, it all emphasizes particularly on different fields to the description of each embodiment, is not described in detail or remembers in some embodiment
The part of load may refer to the associated description of other embodiments.
Those of ordinary skill in the art may be aware that list described in conjunction with the examples disclosed in the embodiments of the present disclosure
Member and algorithm steps can be realized with the combination of electronic hardware or computer software and electronic hardware.These functions are actually
It is implemented in hardware or software, the specific application and design constraint depending on technical solution.Professional technician
Each specific application can be used different methods to achieve the described function, but this realization is it is not considered that exceed
The scope of the present invention.
In embodiment provided by the present invention, it should be understood that disclosed device/terminal device and method, it can be with
It realizes by another way.For example, device described above/terminal device embodiment is only schematical, for example, institute
The division of module or unit is stated, only a kind of logical function partition, there may be another division manner in actual implementation, such as
Multiple units or components can be combined or can be integrated into another system, or some features can be ignored or not executed.Separately
A bit, shown or discussed mutual coupling or direct-coupling or communication connection can be through some interfaces, device
Or the INDIRECT COUPLING or communication connection of unit, it can be electrical property, mechanical or other forms.
The unit as illustrated by the separation member may or may not be physically separated, aobvious as unit
The component shown may or may not be physical unit, it can and it is in one place, or may be distributed over multiple
In network unit.It can select some or all of unit therein according to the actual needs to realize the mesh of this embodiment scheme
's.
It, can also be in addition, the functional units in various embodiments of the present invention may be integrated into one processing unit
It is that each unit physically exists alone, can also be integrated in one unit with two or more units.Above-mentioned integrated list
Member both can take the form of hardware realization, can also realize in the form of software functional units.
If the integrated module/unit be realized in the form of SFU software functional unit and as independent product sale or
In use, can store in a computer readable storage medium.Based on this understanding, the present invention realizes above-mentioned implementation
All or part of the process in example method, can also instruct relevant hardware to complete, the meter by computer program
Calculation machine program can be stored in a computer readable storage medium, the computer program when being executed by processor, it can be achieved that on
The step of stating each embodiment of the method.Wherein, the computer program includes computer program code, the computer program generation
Code can be source code form, object identification code form, executable file or certain intermediate forms etc..The computer-readable medium
It may include: any entity or device, recording medium, USB flash disk, mobile hard disk, magnetic that can carry the computer program code
Dish, CD, computer storage, read-only memory (ROM, Read-Only Memory), random access memory (RAM,
Random Access Memory), electric carrier signal, telecommunication signal and software distribution medium etc..It should be noted that described
The content that computer-readable medium includes can carry out increasing appropriate according to the requirement made laws in jurisdiction with patent practice
Subtract, such as in certain jurisdictions, according to legislation and patent practice, computer-readable medium do not include be electric carrier signal and
Telecommunication signal.
Embodiment described above is merely illustrative of the technical solution of the present invention, rather than its limitations；Although referring to aforementioned reality
Applying example, invention is explained in detail, those skilled in the art should understand that: it still can be to aforementioned each
Technical solution documented by embodiment is modified or equivalent replacement of some of the technical features；And these are modified
Or replacement, the spirit and scope for technical solution of various embodiments of the present invention that it does not separate the essence of the corresponding technical solution should all
It is included within protection scope of the present invention.
Claims (10)
1. a kind of accurate monitoring and managing method of environment, which is characterized in that the accurate monitoring and managing method of environment includes:
Obtain sample data；Wherein, the sample data includes the serious journey of environmental problem quantity, environmental problem of multiple enterprises
Degree, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity；
According to the environmental problem quantity of the multiple enterprise, environmental problem severity, environmental illegality behavior quantity, the fine amount of money
And environmental illegality behavior severity establishes environment monitoring model；
The environmental data information for obtaining Target Enterprise, in the environment monitoring model, according to the environment number of the Target Enterprise
It is believed that breath determines the supervision grade of the Target Enterprise, and the Target Enterprise is obtained according to the supervision grade of the Target Enterprise
Law enforcement frequency.
2. the accurate monitoring and managing method of environment according to claim 1, which is characterized in that the ring according to the multiple enterprise
Border problematic amount, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity
Establishing environment monitoring model includes:
According to the environmental problem quantity of the multiple enterprise, environmental problem severity, environmental illegality behavior quantity, the fine amount of money
And environmental illegality behavior severity, the environment supervision classification of the multiple enterprise is obtained, and class is supervised according to the environment
Not with preset supervision rank decision rule, the environment monitoring model is established.
3. the accurate monitoring and managing method of environment according to claim 2, which is characterized in that the ring according to the multiple enterprise
Border problematic amount, environmental problem severity, environmental illegality behavior quantity, the fine amount of money and the serious journey of environmental illegality behavior
Degree, the environment supervision classification for obtaining the multiple enterprise include:
Environmental problem severity and environmental illegality behavior severity to the multiple enterprise carry out quantitative variation, to obtain
First quantized data and the second quantized data；Wherein, the first quantized data is the environmental problem severity of the multiple enterprise
Corresponding data after quantization, second quantized data are right after the environmental illegality behavior severity quantification of the multiple enterprise
The data answered；
To first quantized data, the second quantized data, the environmental problem quantity of the multiple enterprise, environmental illegality behavior number
Amount and the data prediction that the fine amount of money carries out Missing Data Filling and exceptional value is explored, to obtain modeling sample data；
Classification is supervised according to the environment of the multiple enterprise of modeling sample data acquisition.
4. the accurate monitoring and managing method of environment according to claim 3, which is characterized in that described in the environment monitoring model
In, the supervision grade for determining the Target Enterprise according to the environmental data information of the Target Enterprise includes:
In the environment monitoring model, the environment of the Target Enterprise is determined according to the environmental data information of the Target Enterprise
Supervise classification；
Classification is supervised according to the environment of the Target Enterprise and the supervision rank decision rule determines the prison of the Target Enterprise
Pipe grade.
5. the accurate monitoring and managing method of environment according to any one of claims 1 to 4, which is characterized in that the environment is precisely supervised
Pipe method further include:
Judge whether the judgement result of the environment monitoring model is reasonable, if the judgement result of the environment monitoring model does not conform to
Reason, then optimize the environment monitoring model according to the optimization operational order of user and preset optimization benchmark.
6. a kind of accurate maintenance device of environment, which is characterized in that the accurate maintenance device of environment includes:
Module is obtained, for obtaining sample data；Wherein, the sample data includes the environmental problem quantity of multiple enterprises, ring
Border problem severity, environmental illegality behavior quantity, the fine amount of money and environmental illegality behavior severity；
Module is established, for the environmental problem quantity, environmental problem severity, environmental illegality behavior according to the multiple enterprise
Quantity, the fine amount of money and environmental illegality behavior severity establish environment monitoring model；
Determining module, for obtaining the environmental data information of Target Enterprise, in the environment monitoring model, according to the target
The environmental data information of enterprise determines the supervision grade of the Target Enterprise, and is obtained according to the supervision grade of the Target Enterprise
The law enforcement frequency of the Target Enterprise.
7. the accurate maintenance device of environment according to claim 6, which is characterized in that the module of establishing is specifically used for:
According to the environmental problem quantity of the multiple enterprise, environmental problem severity, environmental illegality behavior quantity, the fine amount of money
And environmental illegality behavior severity, the environment supervision classification of the multiple enterprise is obtained, and class is supervised according to the environment
Not with preset supervision rank decision rule, the environment monitoring model is established.
8. the accurate maintenance device of environment according to claim 7, which is characterized in that it is described establish module also particularly useful for:
Environmental problem severity and environmental illegality behavior severity to the multiple enterprise carry out quantitative variation, to obtain
First quantized data and the second quantized data；Wherein, the first quantized data is the environmental problem severity of the multiple enterprise
Corresponding data after quantization, second quantized data are right after the environmental illegality behavior severity quantification of the multiple enterprise
The data answered；
To first quantized data, the second quantized data, the environmental problem quantity of the multiple enterprise, environmental illegality behavior number
Amount and the data prediction that the fine amount of money carries out Missing Data Filling and exceptional value is explored, to obtain modeling sample data；
Classification is supervised according to the environment of the multiple enterprise of modeling sample data acquisition.
9. a kind of terminal device, including memory, processor and storage are in the memory and can be on the processor
The computer program of operation, which is characterized in that the processor realizes such as claim 1 to 5 when executing the computer program
The step of described in any item environment accurate monitoring and managing method.
10. a kind of computer readable storage medium, the computer-readable recording medium storage has computer program, and feature exists
In realization such as environment described in any one of claim 1 to 5 accurate monitoring and managing method when the computer program is executed by processor
The step of.
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