CN108491911A - Integral type mobile work platform based on inspection and quarantine big data - Google Patents
Integral type mobile work platform based on inspection and quarantine big data Download PDFInfo
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- 238000007689 inspection Methods 0.000 title claims abstract description 108
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- 230000005540 biological transmission Effects 0.000 claims description 11
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Abstract
The invention discloses a kind of integral type mobile work platforms based on inspection and quarantine big data, including host, display terminal, keyboard, Quick Response Code harvester, printer and babinet；Display terminal, keyboard, Quick Response Code harvester, printer are connect with main-machine communication respectively；Printer includes printer body and paper delivery end；Host, printer body are set in babinet, and paper delivery end extends to the outside of babinet from the side of babinet；Babinet along the short transverse of integral type mobile work platform there is top and bottom end, display terminal and keyboard to be set to top, and Quick Response Code harvester is fixed on the surface of babinet；The bottom of integral type mobile work platform is equipped with sliding equipment；Quick Response Code harvester is for being scanned into the label to be checked of outlet object and/or document to be checked；Printer is used to print sampling label and/or sampling document after checking inlet and outlet object.The present invention can shorten clearance duration, improve the working efficiency of inspection and quarantine, reduce the working strength of staff.
Description
Technical field
The present invention relates to inspection and quarantining for import/export apparatus fields, more particularly to a kind of to be used to use when inspection and quarantining for import/export
The integral type mobile work platform based on inspection and quarantine big data.
Background technology
Import-export commodity is trans-regional, inter-trade, is related to producing, process, transport, store and consuming multiple links, range is covered
Cover a countries and regions more than 100 in the world, it is easy to cause commercial quality safety problem, to damage consumer's interests, even
Cause life danger.So inspection and quarantine work of the import-export commodity in immigration is an essential link.
The entry procedures flow of inspection and quarantining for import/export is more complex.The a batch of goods if enterprise will enter a country or leave the country, that
It must first declare.Traditional declaring is declaring for papery document, gradually develops to electronic declaration at present, that is, declares no paper
Change.Inspection and quarantine correlation port reception staff can carry out first trial to the data declared, and can arrange specifically to check work after.It looks into
Testing work largely is carried out in examination platform, and examination platform is located substantially on the special area of harbour or Logistics Park, supplies
Logistics is transmitted.The place of a series of activities such as each department such as port inspection is a public domain.Therefore, traditional examination pattern
It is that the data that examination personnel need to carry per shipments goes examination platform to check, the verification of container one by one is specifically produced
Product, the product after verification passes through record on paper, and the data per shipments is generally all very much, can be with more to after A4 piles product
Reach 10 centimetres of height.Since there are many cargo for needing to check daily, it is thus possible to one day examination be fully completed after, be then return to
Office is uniformly processed again, fills in related system, sample note, and sample registration arranges, and audit is by waiting a series of activities.Due to
Declaring end, gradually transition becomes electronic declaration, with no paper, and dvi link can not be accomplished with no paper at all at present, therefore per unit of cargo
Object needs the time to waste time longer, and can not fill in and pass through at the first time, can not shorten every unit of cargo clearance time.
In addition, all the time, the recall rate for improving non-conformity article is to embody the important means of inspection and quarantine work effect,
In the prior art, typically realize by being promoted, establish system, innovation mechanism, standardized administration, enhancing technology, increasing law enforcement etc.
Mode improves the unqualified detection of all kinds of commodity such as container, Wooden package, animals and plants product, imported food, electromechanical equipment
Rate, significant effect.But this kind of behave relies on the guarantee of system and the subjectivity of people more, and raising will reach to a certain extent
How " bottleneck period " further increases the recall rate of non-conformity article in import-export commodity, and for certain class I goods, dynamic adjusts
Different times, separate sources state selective examination ratio, stress the input of inspection and quarantine strength, targetedly improve meet certain spies
The selective examination ratio of the commodity of sign, it is a technical problem for being badly in need of solving to realize key monitoring, precisely apply inspection.
In summary, the entry procedures of existing inspection and quarantining for import/export handle that depend on examination personnel artificial manually
It completes, since there are multiple test stages, and each test stage needs different equipment and corresponding staff, this can make
At examination personnel and enterprise come and go ceaselessly examination place and office, examination result repeats craft typing, ping procedure can not chase after
It many problems such as traces back, can not let pass in time, often result in that the entire clearance time is long, inspection and quarantine while specification strict law enforcement
The problem of inefficiency, while there is also staff's great work intensity, easy error, the high problems of operation cost.In addition, such as
What improves the recall rate of non-conformity article in import-export commodity, and it is also be badly in need of solving one to realize key monitoring, precisely apply inspection
Technical problem.
Invention content
The technical problem to be solved by the present invention is in order to overcome in the prior art, the import-export commodity entire clearance time is long, examines
It tests quarantine inefficiency, staff's great work intensity, be easy unqualified quotient during error, operation cost be high and import-export commodity
The lower defect of recall rate of product provides a kind of examination mode of with no paper import-export commodity, can effectively reduce in region
The operation cost of enterprise and its service object shorten logistics time and clearance duration, improve customs clearance efficiency and improve inlet and outlet
The integral type mobile work platform based on inspection and quarantine big data of the recall rate of non-conformity article in commodity.
The present invention is to solve above-mentioned technical problem by following technical proposals：
The present invention provides a kind of integral type mobile work platforms based on inspection and quarantine big data, including host, display are eventually
End, keyboard, Quick Response Code harvester, printer and babinet；
The display terminal, the keyboard, the Quick Response Code harvester, the printer respectively with the main-machine communication
Connection；
The printer includes printer body and paper delivery end；The host, the printer body are set to the case
In vivo, the paper delivery end extends to the outside of the babinet from the side of the babinet；
The babinet along the integral type mobile work platform short transverse have top and bottom end, the display terminal and
The keyboard is set to the top, and the Quick Response Code harvester is fixed on the surface of the babinet；
The bottom of the integral type mobile work platform is equipped with sliding equipment；
The Quick Response Code harvester is for being scanned into the label to be checked of outlet object and/or document to be checked；
The printer is used to print sampling label and/or sampling document after checking the inlet and outlet object；
Further include the risk analysis forecasting system based on inspection and quarantine big data in the host, the risk analysis prediction
The label to be checked for the inlet and outlet object that system is used to be scanned according to the Quick Response Code harvester and/or to be checked
Document predicts the underproof recall rate of the inlet and outlet object, and the risk analysis forecasting system is additionally operable to big in the recall rate
The examination mode of the inlet and outlet object is determined when a predetermined threshold value.
In the present solution, integral type mobile work platform be integrated with Quick Response Code harvester, printer, host, display terminal and
Display terminal and keyboard are placed in keyboard, the top of babinet as table top, and by the integral type mobile work platform, examination personnel can be with
The label to be checked of outlet object and/or document to be checked directly are scanned by Quick Response Code harvester, wherein to be checked
The label tested is the one-dimension code and one-dimension code image of general international standard, is converted into text information, is input in host,
Display terminal shows that the relevant information of the inlet and outlet object and verification, verification directly preserve relative recording by rear, and by beating
Print machine prints coherent sampling label and/or sampling document, which can be as the voucher checked for inlet and outlet object
The owner uses.
The bottom of integral type mobile work platform is equipped with sliding equipment in this programme, is moved when facilitating examination.
Operation has the risk analysis forecasting system based on inspection and quarantine big data in host in this programme, when Quick Response Code acquires
Device scanning is to inlet and outlet object wait the label checked and/or after the document checked, the risk analysis forecasting system energy
It is enough underproof according to the label and/or document the to be checked corresponding information prediction inlet and outlet object to be checked scanned
Recall rate determines that the examination mode of the inlet and outlet object, the examination mode include when recall rate is more than a predetermined threshold value again
Spot-check ratio etc..
The integral type mobile work platform that this programme provides is used for examination personnel when one line of port executes examination work, is made
Related examination personnel are obtained without carrying a large amount of papery document, need to be to inlet and outlet object scan by Quick Response Code harvester only
Relevant information can be found, institute's documentary is checked by integral type mobile work platform, after cross-check information is errorless, push to talk is closed, very greatly
Degree shortens clearance duration, improves the working efficiency of inspection and quarantine, reduces the working strength of staff, in addition leads to
Cross risk analysis forecasting system can scanning to inlet and outlet object wait the label checked and/or after the document checked it is timely
The examination mode for determining inlet and outlet object, effectively increases the recall rate of non-conformity article in import-export commodity.
Preferably, the risk analysis forecasting system, which includes model, generates system and Model forecast system；
It includes the first acquisition module, characteristic extracting module and training module that the model, which generates system,；
For obtaining history inspection and quarantine data, every history inspection and quarantine data include first acquisition module
Description of Goods, the country of origin, the place of production, packaging type, laying material, cargo size, processing producer, description of materials, container quantity,
Whether specifications of container warrant for goods information, means of transport information, associated person information, moves back fortune mark, enterprise's inspection declaration number, mechanism
Code, inspection declaration classification, starts shipment national information, exporting country's information, destination, port information, the methods of conducting trade, hair at cargo total value
Goods people information, consignee's information, enterprise nature, inspection declaration person's information, inspection declaration unit information, cargo purposes information, old and useless article mark
At least one of knowledge, quantity of goods, goods weight, inspection declaration odd numbers field；Every history inspection and quarantine data further include
Series of lot and testing result；
The characteristic extracting module is used to carry out feature extraction and root to all fields in the history inspection and quarantine data
It is labeled according to the testing result to obtain corresponding historical series；Every historical series include the spy after feature extraction
It seeks peace the label after mark, the label after the mark is for identifying whether qualification；
The training module is used to that model training will to be carried out in the historical review sequence inputting to machine learning algorithm, with
Generate the model for predicting the inlet and outlet underproof recall rate of object；
The Model forecast system includes the second acquisition module, data processing module and prediction module；
The inlet and outlet object that second acquisition module is used to be scanned according to the Quick Response Code harvester it is to be checked
The label and/or document to be checked tested obtain the inspection and quarantine data corresponding to the inlet and outlet object；
The data processing module is used to carry out feature to the inspection and quarantine data corresponding to the inlet and outlet object
To obtain corresponding sequence to be identified, the sequence to be identified includes the feature after feature extraction for extraction；
The prediction module is used for the model prediction institute using the prediction inlet and outlet underproof recall rate of object
State the inlet and outlet underproof recall rate of object.
In the present solution, being trained using machine learning algorithm using history inspection and quarantine data, generate for predicting
The model for stating the inlet and outlet underproof recall rate of object, using the model to the inlet and outlet that are scanned by Quick Response Code harvester
The inspection and quarantine data corresponding to the label to be checked of object and/or document to be checked are predicted, can be obtained
The underproof recall rate of inlet and outlet object can provide the examination personnel at scene about the inlet and outlet object according to the recall rate
Corresponding examination mode.
Preferably, the machine learning algorithm include J48 (a kind of decision Tree algorithms), ZeroR (a kind of grader),
A kind of at least one of AdaBoostM1 (iterative algorithm for classification)；The characteristic extracting module uses Ranker (one
Kind of searching algorithm), GreedyStepwise (a kind of searching algorithm), in BestFirst (best-first search) algorithm at least
One progress feature extraction.
In the present solution, choosing highest three algorithms of accuracy rate makes rule, described in the scanning of Quick Response Code harvester
Import and export object wait the label checked and/or after the corresponding data of the document checked enter system, call these three algorithms
It predicts the unqualified situation of the inlet and outlet object, is if three kinds of algorithms predict the inspection and quarantine result that this imports and exports object
It is unqualified, then system can provide needs carries out comprehensive inspection and quarantine to the inlet and outlet object.
Preferably, when the series of lot is cosmetics or cosmetics classification, every history inspection and quarantine data
Further include the date of manufacture, product batch number, shelf life of products and open inspection the date, the machine learning algorithm include logistic return
Return, any one in support vector machines, naive Bayesian, decision tree, random forest and gradient elevator, the training module
It is additionally operable to debugging core index, the core index includes recall rate and precision.
In the present solution, since cosmetics or the other data set of toiletries are that height is nonequilibrium, merely pass through selection
Different decision-making value adjusts this index of accuracy of model without too big meaning, by balance recall rate and precision this
Two core index can ensure that sufficiently high recall rate namely disqualified goods are substantially all while found, and improve as possible
Precision namely should not waste of resource go to look into qualified cargo, one looks into a standard.
Preferably, when the series of lot is cosmetics or cosmetics classification, every history inspection and quarantine data
Further include out examining number of days of the date away from New Year's Day；The machine learning algorithm includes xGBoost (eXtreme Gradient
Boosting, a kind of decision Tree algorithms) or LightGBM (the distributed gradient lift frame based on decision Tree algorithms).
In the present solution, by the way that the significant field examined number of days of the date away from New Year's Day and be used as history inspection and quarantine data will be opened,
The recall rate of disqualified goods is obviously improved when capable of solving the problems, such as the end of the year.Using xGBoost or
LightGBM, compared to traditional GBDT (gradient promotes decision tree) algorithm, used better model complexity control means and
Parallel method, can more rapid and better training pattern.
Preferably, the integral type mobile work platform further includes individual soldier's law-enforcing recorder, individual soldier's law-enforcing recorder is used
In the live video and/or audio data of record examination and it is uploaded to far-end server.
In the present solution, integral type mobile work platform is integrated with individual soldier's law-enforcing recorder, individual soldier's law-enforcing recorder is supported
Digital photographing, video recording, record, be locally stored, infrared night vision, 3G/4G (3rd generation mobile communication technology/forth generation mobile communication
Technology) wireless transmission, GPS (global positioning system) and the Big Dipper positioning, center centralized management etc. functions, have IP67 (protection pacify
Full rank), waterproof and dustproof, shatter-resistant (2.5 meters are fallen) ability, all-weather field operation.Individual soldier's law-enforcing recorder can will be looked into
It tests live view and sound and floor manager hall is sent to by interlinked command platform, while all audio, video datas will be stored in
On far end system server, checked when conveniently tracing in the future.
Preferably, the integral type mobile work platform further includes a front camera, the front camera and the master
Machine communicates to connect.
In the present solution, integral type mobile work platform is integrated with front camera, boom boxes microphone can coordinate
Net meeting system realizes whole HD video meeting, can be used as Remote that one line of port is assisted to carry out at situation
Reason instructs work.
Preferably, the host further include several USB (universal serial bus) interfaces and/or it is several carry USB charge ports
National standard socket.
In the present solution, integral type mobile work platform is integrated with multiple interfaces, USB interface is for the external various USB in examination scene
Equipment, the national standard socket with USB charge ports are that other external equipments power supply at examination scene uses.
Preferably, the integral type mobile work platform further includes wireless two-dimensional code scanning device, the wireless Quick Response Code is swept
Imaging apparatus is wirelessly connected with the host.
In the present solution, integral type mobile work platform is integrated with wireless two-dimensional code scanning device, a kind of 2.4G (nothings can be passed through
Line technology) Radio Transmission Technology, realize data error free transmission in 15 meters.Wireless two-dimensional code scanning device can will be international
The Quick Response Code and image in 2 D code of standard are converted to text information, are input in host, and can add and " be returned automatically after input
Vehicle " can carry wirelessly in places, examination personnel such as the unapproachable examination place such as container cabinets of integral type mobile work platform
Two-dimensional code scanning device enters, and the main bar code content scanned in cargo outer packing is convenient for information exchange.
Preferably, the integral type mobile work platform further includes battery unit, the battery unit includes accumulator and inverse
Become device, the inverter is used to the voltage that the accumulator exports being converted to a predeterminated voltage, and work is moved for the integral type
Make platform use.
In the present solution, battery unit meets the demand of integral type mobile work platform not charged work for a long time.
Preferably, the battery unit further includes a bistable relay, controller and card reader, the bistable state relay
Device is set between the accumulator and the inverter, and the trigger terminal of the bistable relay is electrically connected with the controller
It connects, the controller is electrically connected with the card reader, and the card reader is used to read the card information of external card and by the card
Information is sent to the controller, and the controller is used to determine whether the external card is mandate according to the card information
Card, if being then used to control the bistable relay closure or openness so that the accumulator and the inversion by swiping the card
Access is formed between device, is opened if otherwise controlling the bistable relay so that the accumulator is interrupted with the inverter
Road.
In the present solution, bistable relay has folding bi-stable function, used as an electronic switch.It considers
Electrical safety adds control authority function of swiping the card, and different permissions, which is arranged, by card realizes that the safety of electricity consumption controls.
Preferably, the integral type mobile work platform further includes wireless network module, the wireless network module is for connecing
It receives the remote opening signal and remote power-off signal that tele-control system is sent and is sent to the controller, the controller is also
For controlled after receiving the remote opening signal bistable relay be closed so that the accumulator with it is described
Access is formed between inverter, the controller is additionally operable to control the bistable state relay after receiving the remote power-off signal
Device is opened so that breaking between the accumulator and the inverter.
Preferably, the integral type mobile work platform further includes a pedestal and the column that is fixed on the pedestal, it is described
Babinet and the display terminal are both secured on the column, and the battery unit is set in the pedestal, the skate machine
Structure is set to the bottom of the pedestal.
In the present solution, babinet rear side and display terminal rear side and column is affixed, the setting of column, which facilitates, checks people
Member pushes the movement of integral type mobile work platform by column, while can improve the stability of entire integral type mobile work platform.
Preferably, the integral type mobile work platform further includes temperature and humidity sensor and leakage inductive rope, the humiture
Inductor and the leakage inductive rope are set in the babinet, the temperature and humidity sensor and the leakage inductive rope respectively with
The controller electrical connection；
For acquiring data of the Temperature and Humidity module and being sent to the controller, the controller is additionally operable to the temperature and humidity sensor
Judge whether the data of the Temperature and Humidity module is more than preset Threshold of Temperature And Humidity, is supervised if then sending the first alarm signal to distal environment
Control platform；
For the leakage inductive rope for acquiring water leakage and being sent to the controller, the controller is additionally operable to basis
The water leakage judges whether leak, if then sending the second alarm signal to distal environment monitor supervision platform.
In the present solution, temperature and humidity sensor is used to detect the temperature and humidity in the babinet, and generate temperature-humidity signal
It is transmitted to controller, the leakage inductive rope whether there is seepy question for detecting in the babinet, if then generating leak
Signal is simultaneously transmitted to controller.Controller sets a threshold value to humiture, once the temperature that temperature and humidity sensor sends over
Either humidity is more than that the setting range of this threshold value or leakage inductive rope sense that water leakage situation, controller will send a report
Alert signal gives distal environment monitor supervision platform, the platform can further by SMTP (Simple Mail Transfer protocol) agreements and
A kind of SMP (agreement) agreement sends the envelope mail that contains detailed alarm content to authorized administrator respectively and short message is given to management
On the mailbox and mobile phone of member, administrator can be handled at the first time after receiving the report for police service.Meanwhile a report can be set
Alert duration threshold value, if alarm certain time does not release, system will send a closing power supply to controller by force
Signal, the power supply of integral type mobile work platform is automatically closed.Temperature and humidity sensor described in this programme and the leakage inductive
Rope is all made of 485 standard transmission interfaces.The controller is used for the automatic alarm when receiving water leakage, to realize leak
Defencive function can be with automatic alarm if rainy day or since the temperature difference causes condensed water, and then ensures integral type mobile working
The safety of the working environment of platform.
Preferably, the printer is stylus printer.
In the present solution, stylus printer can print more simultaneously for printing coherent sampling label and/or sampling document
Part, a to be used as the voucher of examination for importing and exporting the owner of object, other parts give over to spare etc..
Preferably, the babinet is inclined surface close to the side on the top, and far from the top in the inclined surface
One end and the short transverse of the integral type mobile work platform between angle be acute angle；The Quick Response Code harvester setting
In on the inclined surface.
In the present solution, babinet is designed close to the side on top for inclined surface, Quick Response Code harvester is arranged in the inclined surface
On, the conveniently scanning of label to be checked or document to be checked can effectively reduce invalid triggering probability.
Preferably, the integral type mobile work platform further includes handset bracket, the handset bracket is fixedly installed on described
The side of display terminal.
In the present solution, handset bracket facilitates access information for fixing mobile phone.
Preferably, the integral type mobile work platform further includes Rechargable desk lamp, the Rechargable desk lamp is fixedly installed on
The rear side of the display terminal.
In the present solution, Rechargable desk lamp can meet the office demand of various light environments.
Preferably, the battery unit includes the first accumulator and the second accumulator, first accumulator is for described
Host supplying power, second accumulator are powered for peripheral hardware.
In the present solution, designed using double storage battery power supplies, by host with peripheral hardware for electrically separated, specially using separation, but
It is that charging is combined into one.Wherein peripheral hardware includes Quick Response Code harvester, printer and working table lamp etc..
Preferably, the column includes height adjusting part, the height adjusting part for adjust the display terminal and/or
The height on the top.
In the present solution, column includes height adjusting part, display terminal and babinet are both secured on column, pass through adjusting post
The height change on the top that can drive display terminal and/or babinet of middle height adjusting part, to adapt to the examination of different heights
The use demand of personnel improves user experience.
Preferably, the sliding equipment includes two universal wheels and two directional wheels.
The integral type mobile work platform that this programme provides is moved easily, and it is changeable can to better adapt to inspection and quarantine place
Demand.
Preferably, the integral type mobile work platform further includes a power switch, the power switch is set to described inverse
Become the output end of device, the power switch exports the predeterminated voltage for being turned on and off the inverter.
The positive effect of the present invention is that：Integral type provided by the invention based on inspection and quarantine big data moves work
It is integrated with Quick Response Code harvester, printer, host, display terminal and keyboard as platform, bottom is equipped with sliding equipment, facilitates examination
Shi Yidong.The integral type mobile work platform is used for examination personnel when one line of port executes examination work so that correlation examination
Personnel only need to can find correlation by Quick Response Code harvester without carrying a large amount of papery document to inlet and outlet object scan
Information checks institute's documentary by integral type mobile work platform, and after cross-check information is errorless, push to talk is closed, and is significantly shortened
Clearance duration, improves the working efficiency of inspection and quarantine, the working strength of staff is reduced, additionally by risk analysis
Forecasting system can wait the label checked and/or after the document checked, determination be imported and exported in time in scanning to inlet and outlet object
The examination mode of object, effectively increases the recall rate of non-conformity article in import-export commodity.
Description of the drawings
Fig. 1 is a preferred embodiment of the present invention the main view of the integral type mobile work platform based on inspection and quarantine big data
Figure.
Fig. 2 is a preferred embodiment of the present invention the left view of the integral type mobile work platform based on inspection and quarantine big data
Figure.
Fig. 3 is a preferred embodiment of the present invention the backsight of the integral type mobile work platform based on inspection and quarantine big data
Figure.
Specific implementation mode
It is further illustrated the present invention below by the mode of embodiment, but does not therefore limit the present invention to the reality
It applies among a range.
As shown in Figure 1 to Figure 3, a kind of integral type mobile working based on inspection and quarantine big data provided in this embodiment
Platform, including display terminal 1, Quick Response Code harvester 2, babinet 3, individual soldier's law-enforcing recorder 4, a front camera 5, handset bracket
8, Rechargable desk lamp 9, power switch 12, a pedestal 6 and the column 7 being fixed on the pedestal 6, the integral type mobile work platform is also
Including host not shown in the figure, keyboard, printer, wireless two-dimensional code scanning device, battery unit, temperature and humidity sensor and leakage
Water induction rope.Wherein, handset bracket 8 is fixedly installed on the side of display terminal 1, and Rechargable desk lamp 9 is fixedly installed on display eventually
The rear side at end 1.In the present embodiment, display terminal 1, keyboard, Quick Response Code harvester 2, printer, front camera respectively with master
Machine communicates to connect.Wireless two-dimensional code scanning device is wirelessly connected with host.Host further includes several USB interfaces and several carries
The national standard socket of USB charge ports.These interfaces and socket are mainly used for the docking of related peripherals product, provide mobile phone and individual soldier holds
The data transmission of the equipment such as method recorder 4 and power supply.Wherein, individual soldier's law-enforcing recorder 4 supports digital photographing, video recording, recording, sheet
Ground storage, infrared night vision, 3G/4G wireless transmission, GPS and the Big Dipper positioning, center centralized management etc. functions, have IP67, waterproof,
Dust-proof, shatter-resistant (2.5 meters are fallen) ability, all-weather field operation can be used for whole record examination enforcing law, you can will check
Live view and sound are sent to floor manager hall by interlinked command platform, while all audio, video datas will be stored in far
On end system server, checked when conveniently tracing in the future.
Further include the risk analysis forecasting system based on inspection and quarantine big data in the present embodiment, in the host, it is described
The label to be checked for the inlet and outlet object that risk analysis forecasting system is used to be scanned according to the Quick Response Code harvester
And/or document to be checked predicts that the underproof recall rate of the inlet and outlet object, the risk analysis forecasting system are additionally operable to
The examination mode of the inlet and outlet object is determined when the recall rate is more than a predetermined threshold value.The risk analysis forecasting system
System and Model forecast system are generated including model.
Wherein, it includes the first acquisition module, characteristic extracting module and training module that the model, which generates system,；Described first
Acquisition module for obtaining history inspection and quarantine data, every history inspection and quarantine data include Description of Goods, the country of origin,
The place of production, packaging type, laying material, cargo size, processing producer, description of materials, container quantity, specifications of container, cargo
Whether certificate information means of transport information, associated person information, moves back fortune mark, enterprise's inspection declaration number, Institution Code, cargo total value, report
Inspection classification starts shipment national information, exporting country's information, destination, port information, the methods of conducting trade, consignor's information, consignee's letter
Breath, enterprise nature, inspection declaration person's information, inspection declaration unit information, cargo purposes information, old and useless article mark, quantity of goods, cargo weight
At least one of amount, inspection declaration odd numbers field；Every history inspection and quarantine data further include series of lot and testing result；
The characteristic extracting module is used to carry out feature extraction to all fields in the history inspection and quarantine data and according to the inspection
Result is surveyed to be labeled to obtain corresponding historical series；Every historical series include the feature and mark after feature extraction
Label afterwards, the label after the mark is for identifying whether qualification；The training module is used for the historical review sequence
It is input in machine learning algorithm and carries out model training, to generate for predicting the inlet and outlet underproof recall rate of object
Model.
Wherein, the Model forecast system includes the second acquisition module, data processing module and prediction module；Described second
The label to be checked for the inlet and outlet object that acquisition module is used to be scanned according to the Quick Response Code harvester and/or to be checked
The document tested obtains the inspection and quarantine data corresponding to the inlet and outlet object；The data processing module is used for described
Inspection and quarantine data progress feature extraction corresponding to inlet and outlet object is described to wait for obtain corresponding sequence to be identified
The sequence of identification includes the feature after feature extraction；The prediction module is used to not conform to using the prediction inlet and outlet object
The underproof recall rate of object is imported and exported described in the model prediction of the recall rate of lattice.
The risk analysis prediction system based on inspection and quarantine big data in integral type mobile work platform provided in this embodiment
The means such as big data analysis, machine learning, Risk Monitoring of uniting dynamically adjust different times, difference is come for certain class I goods
The selective examination ratio of source state, stresses the input of inspection and quarantine strength, targetedly improves the selective examination for the commodity for meeting certain features
Ratio effectively increases the recall rate of non-conformity article in import-export commodity.In the present embodiment, history inspection and quarantine data are based on
Two class data, one kind are enterprise's inspection declaration information, including entry and exit inspection declaration Basic Information Table, entry and exit cargo product information table, are gone out
Immigration Wooden package information table etc.；Another kind of is inspection and quarantine result table, including inspection and quarantine result conclusive table, cargo survey knot
Fruit table, Container Survey result table etc..Since the very complicated while different classes of import of goods amount of the type of import is deposited
In prodigious difference.So using weka (Waikato Environment for Knowledge Analysis, Waikato
Intellectual analysis environment) algorithm that carries in tool carries out feature extraction, three kinds of different evaluators are had chosen altogether：
CfsSubsetEval, InfoGainAttributeEval, GainRatioAttributeEval and Ranker,
GreedyStepwise, BestFirst algorithm.Specifically used InfoGainAttributeEval evaluators and Ranker search
The threshold values of Ranker is arranged to attribute ranking in method, filters out the low feature of ratio.Use CfsSubsetEval evaluators
With GreedyStepwise searching methods, and it is True that searchBackwards (backward search for) parameter, which is arranged,.
In the present embodiment, chooses highest three algorithms of accuracy rate and make rule, in the institute of Quick Response Code harvester scanning
State inlet and outlet object wait the label checked and/or after the corresponding data of the document checked enter system, call these three calculations
Method predicts the unqualified situation of the inlet and outlet object, if three kinds of algorithms predict that this imports and exports the inspection and quarantine result of object
To be unqualified, then system can provide needs carries out comprehensive inspection and quarantine to the inlet and outlet object.Specially in weka works
Preference pattern in tool, training after and test, check accuracy, according to prediction accuracy determine J48, ZeroR, AdaBoostM1 this
Three algorithm effects are best.
It is cosmetics or the other situation of toiletries, every history inspection for the series of lot in the present embodiment
Quarantine data are tested to further include the date of manufacture, product batch number, shelf life of products, open the inspection date and open inspection number of days of the date away from New Year's Day,
The machine learning algorithm includes that logistic regression, support vector machines, naive Bayesian, decision tree, random forest, gradient carry
The machine of liter, any one in xGBoost, LightGBM, the training module is additionally operable to debugging core index, the core index
Including recall rate and precision.Since cosmetics or the other data set of toiletries are that height is nonequilibrium, merely pass through choosing
This index of accuracy that different decision-making values adjusts model is taken to pass through balance recall rate and precision without too big meaning
The two core index can ensure that sufficiently high recall rate namely disqualified goods are substantially all while found, and carry as possible
High accurancy and precision namely should not waste of resource go to look into qualified cargo, one looks into a standard.
In the present embodiment, by the way that the important word examined number of days of the date away from New Year's Day and be used as history inspection and quarantine data will be opened
Section, the recall rate of disqualified goods is obviously improved when capable of solving the problems, such as the end of the year.Using xGBoost or
LightGBM, compared to traditional GBDT (gradient promotes decision tree) algorithm, used better model complexity control means and
Parallel method, can more rapid and better training pattern.
In the present embodiment, printer uses stylus printer, and using preceding paper feed and preceding paper delivery, which includes printer
Ontology and paper delivery end 11；Host, printer body are set in babinet 3, and paper delivery end 11 extends to babinet 3 from the side of babinet 3
Outside.Stylus printer is mainly used for being sampled label after the sample that inlet and outlet object is checked in acquisition and/or sampling is single
Card printing and sampling notification sheet are given to enterprises end and make account.
In the present embodiment, babinet 3 can customize, according to the principle of its function and ergonomics that relevant device is all fixed
Wherein.Babinet 3 has top 301 and bottom 303, display terminal 1 and keyboard along the short transverse of integral type mobile work platform
It is set to top 301.Babinet 3 is an inclined surface 302 close to the side on top 301, one far from top 301 in inclined surface 302
Angle between end and the short transverse of integral type mobile work platform is acute angle；Quick Response Code harvester 2 is fixedly installed on inclination
On face 302, Quick Response Code harvester 2 is for being scanned into the label to be checked of outlet object and/or document to be checked.This reality
It applies in example, fixed induction Quick Response Code harvester 2 is installed on 3 positive inclined surface 302 of babinet, is facilitating document barcode scanning
Invalid triggering probability can be effectively reduced simultaneously.Quick Response Code harvester 2 can be by the Quick Response Code of general international standard and Quick Response Code figure
As being converted to text information, it is input in host, and " carriage return " can be added automatically after input, facilitates examination personnel to document
Carry out continuous typing.When concrete application, Quick Response Code harvester 2 is mainly used for acquiring the bar code of related document or the item on article
Code, for example, logistics provider bar code, be convenient for information exchange.
Babinet 3 and display terminal 1 are both secured on column 7, and column 7 includes height adjusting part, which is used for
The height for adjusting display terminal 1 and top 301 improves user experience to adapt to the use demand of the examination personnel of different heights
Degree.Battery unit is set in pedestal 6.The bottom of integral type mobile work platform is equipped with sliding equipment 10, the sliding equipment 10 tool
Body is set to the bottom of pedestal 6, and movable device 10 uses two universal wheels and two directional wheels in the present embodiment, is moved easily,
It can better adapt to the changeable demand in inspection and quarantine place.
Battery unit includes accumulator and inverter, and inverter is used to the voltage that accumulator exports being converted to a default electricity
Pressure is used for integral type mobile work platform.Power switch 12 is set to the output end of inverter, and power switch is for opening or closing
It closes inverter and exports the predeterminated voltage.Integral type mobile work platform is examined from electricity consumption reasonability and safety in the present embodiment
Consider, designed using double storage battery power supplies, by host with peripheral hardware for electrically separated, two accumulators are respectively the first accumulator and second
Accumulator, first accumulator is used for host supplying power when specifically used, and the second accumulator is powered for other peripheral hardwares, other peripheral hardware packets
Include stylus printer, Rechargable desk lamp 9 etc..Wherein, host uses the first electric power storage of built-in 12.8V (volt) 18AH (ampere-hour)
Pond can ensure host and display terminal continuous work 8 hours or more, in addition the second electric power storage of external section 12.8V 24AH
Pond, it is contemplated that the versatility of peripheral hardware, by inverter by 12.8V DC inverters be 220V alternating currents.
In the present embodiment, due to safety concerns, the battery unit further includes a bistable relay, controller and Card Reader
Device, the bistable relay are set between the accumulator and the inverter, the triggering end of the bistable relay
Sub to be electrically connected with the controller, the controller is electrically connected with the card reader, and the card reader is for reading external card
Card information and the card information is sent to the controller, the controller is used to be determined according to the card information described outer
Whether portion's card is authorization card, if being then used for through the control bistable relay closure or openness of swiping the card so that described
Form access between accumulator and the inverter, if otherwise control the bistable relay open so that the accumulator with
It is breaking between the inverter.The integral type mobile work platform further includes wireless network module, and the wireless network module is used for
It receives the remote opening signal and remote power-off signal that tele-control system is sent and is sent to the controller, the controller
It is additionally operable to control the bistable relay after receiving the remote opening signal and is closed so that the accumulator and institute
State and form access between inverter, the controller be additionally operable to control after receiving the remote power-off signal bistable state after
Electric appliance is opened so that breaking between the accumulator and the inverter.It is described in detail below：Bistable relay has folding
Bi-stable function accesses between accumulator 12V output ends and inverter input terminal, bistable state as an electronic switch
The trigger terminal of relay is linked on the 12V light-current relay leading-out terminals of controller, when 12V light-current relays give bistable
After the trigger signal of one 5V switching value of state, bistable relay will change the folding condition of oneself, and be received next time
Before trigger signal, current state will not be changed.In practical operation, when operating personnel are switched in the form of swiping the card, swipe the card first
This information is compared with the authorization message in controller after reading card information for action, card reader, if this card is unauthorized
Card, controller refusal booting, the 12V relays of controller will not send out 5V on-off models.If the card that card reader is read is
Authorization card, controller will provide a code signal and give 12V light-current relays, which can send a 5V switching values letter
Number give bistable relay, after bistable relay receives on-off model, the state of oneself can be become NC from NO (normally opened)
(normally closed), at this time the output end of accumulator to inverter input terminal formed access, 12V electric currents can pass through bistable state after
Electric appliance enters inverter, and inverter is started to work, and is 220V alternating currents by 12V DC electricity inversion.It is double after brush authorization card again
Steady-state relay can be received again by an on-off model, can the state of oneself be become NO from NC at this time, circuit becomes open circuit
State, 12V electric currents are truncated, and inverter is stopped, and no longer export 220V alternating currents.Controller can support network remote control
Function processed, by the ports RJ45 of cable inserting controller, tele-control system can pass through Ethernet broadcast scan to network
In all controller.Authorized administrator can see the remote switch state of each controller, and can be in software circle
Switching on and shutting down work is carried out to remote equipment on face.The similar switching on and shutting down work of swiping the card of the switching on and shutting down work of software, only brushes scene
The verification of card becomes the authorization check of login user, when the user clicks remote opening or when power-off button, and system can verify
Whether user has control authority to a certain controller, if so, a booting or shutdown command will be sent out by software, and
By on network transmission to controller, the relay that controller gives 12V according to order sets out the fingers of 5V on-off models
It enables.
The main electrical equipment of integral type mobile work platform all concentrates in babinet 3, in the present embodiment, is put in babinet 3
A temperature and humidity sensor and a circle leakage inductive rope are set, temperature and humidity sensor and leakage inductive rope are electrically connected with controller respectively
It connects, for acquiring data of the Temperature and Humidity module and being sent to the controller, the controller is additionally operable to judge the temperature and humidity sensor
Whether the data of the Temperature and Humidity module is more than preset Threshold of Temperature And Humidity, if it is flat to distal environment monitoring then to send the first alarm signal
Platform；For acquiring water leakage and being sent to the controller, the controller is additionally operable to according to the leakage inductive rope
Water leakage judges whether leak, if then sending the second alarm signal to distal environment monitor supervision platform.Incuded by humiture
Device and leakage inductive rope acquisition data of the Temperature and Humidity module and water leakage, are sent out by the data that 485 standard transmission interfaces acquire the two
Controller is given, controller sets a threshold value to humiture, once temperature or humidity that temperature and humidity sensor sends over
Setting range or leakage inductive rope more than this threshold value sense that water leakage situation, controller will send the signal of an alarm
Remote rear end environmental monitoring platform, platform will send an envelope to authorized administrator respectively by smtp protocol and SMP agreements and contain in detail
The mail and short message of thin alarm content are given on the mailbox and mobile phone of administrator, and administrator is after receiving the report for police service, when can be with first
Between handled.Meanwhile if alarm certain time does not release, system will send a closing to controller by force
The power supply of integral type mobile work platform is automatically closed in the signal of power supply.
In the present embodiment, wireless two-dimensional code scanning device is wireless Quick Response Code (compatible one-dimension code) scanner, Ke Yitong
2.4G Radio Transmission Technologys are crossed, realize data error free transmission in 15 meters.Wireless two-dimensional code scanning device can will be international
The Quick Response Code and image in 2 D code of standard are converted to text information, are input in host, and can add and " be returned automatically after input
Vehicle " can carry wirelessly in places, examination personnel such as the unapproachable examination place such as container cabinets of integral type mobile work platform
Two-dimensional code scanning device enters, and the main bar code content scanned in cargo outer packing is convenient for information exchange.
In the present embodiment, front camera 5 uses the camera of high definition 1920*1080, boom boxes microphone that can pass
Defeated ontology image to interlinked command center, cooperation net meeting system can also be made with realizing whole HD video meeting
It assists one line of port to carry out situation processing for Remote and instructs work.
Integral type mobile work platform provided in this embodiment is suitable for examination work of the examination personnel in one line of port.It is related
For examination personnel without carrying a large amount of papery document, need to only arrive examination platform can find relevant information to cargo scanning, pass through
Platform checks institute's documentary, and after cross-check information is errorless, a strong clearance adapts to the different fields in scene with moving with sweeping with direct-read-after-write is looked into
Scape meets prolonged not charged work requirements, significantly shortens clearance duration, effectively improves inspection and quarantine immigration
Flow duration compresses, and optimizes inspection and quarantine workflow, improves inspection and quarantine working efficiency, significantly reduces region state-owned enterprise
Industry and its operation cost of service object.In addition, having recording monitor by whole process, more standardize, comes into the open, transparence,
Convenient for the retrospect and examination of follow-up related data.
Although specific embodiments of the present invention have been described above, it will be appreciated by those of skill in the art that this is only
For example, protection scope of the present invention is to be defined by the appended claims.Those skilled in the art without departing substantially from
Under the premise of the principle and substance of the present invention, many changes and modifications may be made, but these change and
Modification each falls within protection scope of the present invention.
Claims (15)
1. a kind of integral type mobile work platform based on inspection and quarantine big data, which is characterized in that including host, display terminal,
Keyboard, Quick Response Code harvester, printer and babinet；
The display terminal, the keyboard, the Quick Response Code harvester, the printer connect with the main-machine communication respectively
It connects；
The printer includes printer body and paper delivery end；The host, the printer body are set in the babinet,
The paper delivery end extends to the outside of the babinet from the side of the babinet；
The babinet has top and bottom end, the display terminal and described along the short transverse of the integral type mobile work platform
Keyboard is set to the top, and the Quick Response Code harvester is fixed on the surface of the babinet；
The bottom of the integral type mobile work platform is equipped with sliding equipment；
The Quick Response Code harvester is for being scanned into the label to be checked of outlet object and/or document to be checked；
The printer is used to print sampling label and/or sampling document after checking the inlet and outlet object；
Further include the risk analysis forecasting system based on inspection and quarantine big data, the risk analysis forecasting system in the host
The label to be checked and/or document to be checked of the inlet and outlet object for being scanned according to the Quick Response Code harvester
Predict that the underproof recall rate of the inlet and outlet object, the risk analysis forecasting system are additionally operable to be more than one in the recall rate
The examination mode of the inlet and outlet object is determined when predetermined threshold value.
2. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that the wind
Dangerous analysing and predicting system includes that model generates system and Model forecast system；
It includes the first acquisition module, characteristic extracting module and training module that the model, which generates system,；
For first acquisition module for obtaining history inspection and quarantine data, every history inspection and quarantine data include cargo
Title, the country of origin, the place of production, packaging type, laying material, cargo size, processing producer, description of materials, container quantity, packaging
Case specification, warrant for goods information, means of transport information, associated person information, whether move back fortune mark, enterprise's inspection declaration number, Institution Code,
Cargo total value, inspection declaration classification start shipment national information, exporting country's information, destination, port information, the methods of conducting trade, consignor's letter
Breath, consignee's information, enterprise nature, inspection declaration person's information, inspection declaration unit information, cargo purposes information, old and useless article mark, cargo
At least one of quantity, goods weight, inspection declaration odd numbers field；Every history inspection and quarantine data further include series of lot
And testing result；
The characteristic extracting module is used to carry out feature extraction to all fields in the history inspection and quarantine data and according to institute
Testing result is stated to be labeled to obtain corresponding historical series；Every historical series include feature after feature extraction and
Label after mark, the label after the mark is for identifying whether qualification；
The training module in the historical review sequence inputting to machine learning algorithm for will carry out model training, to generate
Model for predicting the inlet and outlet underproof recall rate of object；
The Model forecast system includes the second acquisition module, data processing module and prediction module；
The inlet and outlet object that second acquisition module is used to be scanned according to the Quick Response Code harvester it is to be checked
Label and/or document to be checked obtain the inspection and quarantine data corresponding to the inlet and outlet object；
The data processing module is used to carry out feature extraction to the inspection and quarantine data corresponding to the inlet and outlet object
To obtain corresponding sequence to be identified, the sequence to be identified includes the feature after feature extraction；
The prediction module be used for using it is described prediction it is described inlet and outlet the underproof recall rate of object model prediction described in into
The underproof recall rate of outlet object.
3. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 2, which is characterized in that the machine
Device learning algorithm includes at least one of J48, ZeroR, AdaBoostM1；The characteristic extracting module using Ranker,
At least one of GreedyStepwise, BestFirst algorithm carries out feature extraction.
4. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 2, which is characterized in that when described
When series of lot is cosmetics or cosmetics classification, every history inspection and quarantine data further include date of manufacture, production batch
Number, shelf life of products and open the inspection date, the machine learning algorithm includes logistic regression, support vector machines, simple pattra leaves
This, decision tree, any one in random forest and gradient elevator, the training module is additionally operable to debugging core index, institute
It includes recall rate and precision to state core index.
5. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 4, which is characterized in that when described
When series of lot is cosmetics or cosmetics classification, every history inspection and quarantine data further include out examining the date away from New Year's Day
Number of days；The machine learning algorithm includes xGBoost or LightGBM.
6. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that described one
Body formula mobile work platform further includes individual soldier's law-enforcing recorder, and individual soldier's law-enforcing recorder is used to record the video at examination scene
And/or audio data and it is uploaded to far-end server.
7. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that described one
Body formula mobile work platform further includes a front camera, and the front camera is connect with the main-machine communication.
8. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that the master
Machine further includes several USB interfaces and/or several national standard sockets with USB charge ports.
9. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that described one
Body formula mobile work platform further includes wireless two-dimensional code scanning device, and the wireless two-dimensional code scanning device wirelessly connects with the host
It connects.
10. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that described
Integral type mobile work platform further includes battery unit, and the battery unit includes accumulator and inverter, and the inverter is used for
The voltage that the accumulator exports is converted into a predeterminated voltage, is used for the integral type mobile work platform.
11. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 10, which is characterized in that described
Battery unit further includes a bistable relay, controller and card reader, and the bistable relay is set to the accumulator
Between the inverter, the trigger terminal of the bistable relay is electrically connected with the controller, the controller and institute
Card reader electrical connection is stated, the card reader is used to read the card information of external card and the card information is sent to the control
Device, the controller is used to determine whether the external card is authorization card according to the card information, if then controlling described double
Steady-state relay, which is closed so that between the accumulator and the inverter, forms access, if otherwise controlling the bistable state relay
Device is opened so that breaking between the accumulator and the inverter.
12. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 11, which is characterized in that described
Integral type mobile work platform further includes wireless network module, and the wireless network module is used to receive tele-control system transmission
Remote opening signal and remote power-off signal are simultaneously sent to the controller, the controller be additionally operable to receive it is described long-range
The bistable relay is controlled after starting-up signal be closed so that between the accumulator and the inverter form access, it is described
Controller is additionally operable to control the bistable relay unlatching after receiving the remote power-off signal so that the electric power storage
It is breaking between pond and the inverter.
13. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 10, which is characterized in that described
Integral type mobile work platform further includes a pedestal and the column that is fixed on the pedestal, and the babinet and the display terminal are equal
It is fixed on the column, the battery unit is set in the pedestal, and the sliding equipment is set to the bottom of the pedestal
Portion.
14. the integral type mobile work platform based on inspection and quarantine big data as claimed in claim 11, which is characterized in that described
Integral type mobile work platform further includes temperature and humidity sensor and leakage inductive rope, the temperature and humidity sensor and the leakage inductive
Rope is set in the babinet, and the temperature and humidity sensor and the leakage inductive rope are electrically connected with the controller respectively；
For acquiring data of the Temperature and Humidity module and being sent to the controller, the controller is additionally operable to judge the temperature and humidity sensor
Whether the data of the Temperature and Humidity module is more than preset Threshold of Temperature And Humidity, if it is flat to distal environment monitoring then to send the first alarm signal
Platform；
For acquiring water leakage and being sent to the controller, the controller is additionally operable to according to the leakage inductive rope
Water leakage judges whether leak, if then sending the second alarm signal to distal environment monitor supervision platform.
15. the integral type mobile work platform based on inspection and quarantine big data as described in claim 1, which is characterized in that described
Babinet is inclined surface close to the side on the top, and one end in the inclined surface far from the top is moved with the integral type
Angle between the short transverse of workbench is acute angle；The Quick Response Code harvester is set on the inclined surface.
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| CN110063268A (en) * | 2019-05-29 | 2019-07-30 | 广州影子科技有限公司 | Monitoring method, monitoring device, monitoring system and computer readable storage medium |
| CN110251079A (en) * | 2019-05-23 | 2019-09-20 | 江苏中科西北星信息科技有限公司 | A kind of sufferer pain detection method and system for mobile device |
| CN110569904A (en) * | 2019-09-10 | 2019-12-13 | 福建榕基软件股份有限公司 | method for constructing machine learning model and computer-readable storage medium |
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