CN110288243A - A kind of statistical method and system of statistical staff's working efficiency - Google Patents
A kind of statistical method and system of statistical staff's working efficiency Download PDFInfo
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- 238000009313 farming Methods 0.000 claims abstract description 39
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Abstract
The present invention discloses the statistical method and system of a kind of statistical staff's working efficiency, and method is the following steps are included: establishing and storing several motion model in data server；When staff carries out farming work, positioning device determines if to be located at designated place according to the coordinate position of staff；Network communication module carries out timing to working hour；Pass through at least one displacement coordinate of the appointed part of displacement acquisition device collecting work personnel in the time interval；Working efficiency analytical equipment obtains actual motion track, and the achievement of statistics actual motion track identical with motion model number and quantization calculates the motion model index efficiency and achievement index efficiency of the staff；Administrative staff formulate Managed Solution by the motion model index efficiency and achievement index efficiency.The present invention can record a large amount of labour details, statistical method science, in real time, conveniently, does not influence staff's work, improves working efficiency.
Description
Technical field
The present invention relates to work efficiency statistical technique fields, more particularly, to a kind of system of statistical staff's working efficiency
Count method and system.
Background technique
When existing statistical staff's workload, the mode of working efficiency are the work by manually recorded staff
The information such as length, achievement, then the working efficiency by some simple statistical methods calculating staff.In existing statistics
In method, record is inconvenient, and record information is few, and record is also inaccurate, lacks to the detail records in industrial's labout process, and
And artificial statistics is easy to appear supervision loophole, the chance done wrong to serve one's friends or relatives to people.
Summary of the invention
The purpose of the present invention is to provide the statistical methods and system of a kind of statistical staff's working efficiency, can recorde
The labour details of extensive work personnel, statistical method science, in real time, conveniently do not influence the work of staff, improve work effect
Rate.
In order to achieve the above objectives, a kind of statistical method of statistical staff's working efficiency is provided, as shown in Figure 1, packet
Include following steps:
S1: establishing and stores the motion model of staff's appointed part in several farming work in data server；
S2: when staff carries out farming work, positioning device determines if to be located at according to the coordinate position of staff to be referred to
Place is determined, if so then execute step S3；
S3: network communication module obtains the time, and carries out timing to the working hour of staff；
S4: displacement acquisition device sets origin；Pass through the finger of displacement acquisition device collecting work personnel in the time interval
Determine at least one displacement coordinate at position；
S5: working efficiency analytical equipment is synthesized the displacement coordinate in working hour to obtain motion profile, is carried out to motion profile
Filtering obtains actual motion track；
S6: working efficiency analytical equipment counts actual motion track number identical with motion model；
S7: working efficiency analytical equipment statistical staff carries out the achievement of the quantization of farming work；
S8: working efficiency analytical equipment accounts for the ratio in working hour according to actual motion track and the identical number of motion model, calculates
The motion model index efficiency of the staff out；Working efficiency analytical equipment accounts for the ratio in working hour according to achievement, calculates
The achievement index efficiency of the staff out；
S9: administrative staff formulate Managed Solution by the motion model index efficiency and the achievement index efficiency.
Particularly, the motion model is when staff's progress standard or efficient farming work in the time interval
The motion profile of appointed part displacement coordinate synthesis.
Particularly, the position of appointed part of the method for origin as staff to be started to progress farming work is set
It is set as origin.
Particularly, the method for statistics actual motion track number identical with motion model is by actual motion track
The similarity for carrying out similarity measurement acquisition with motion model is higher than threshold value and is denoted as once.
Particularly, the method that the motion profile and motion model carry out similarity measurement is dynamic time consolidation algorithm.
Particularly, the method that the motion profile is filtered to obtain actual motion track is Kalman filtering algorithm.
The working efficiency of staff can carry out comprehensive consideration from motion model index efficiency and achievement index efficiency
It obtains, is conducive to administrative staff and the working condition of staff is judged, administrative staff can formulate following Managed Solution:
If the motion model index efficiency of the staff is much higher than mean motion model index efficiency, and achievement index is imitated
Rate is much higher than average operation performance indicators efficiency, illustrates that the staff is conscientious and makes great efforts to execute according to standard or efficient method
Farming work, then can determine that work efficiency is high by the staff, award praise；If the motion model index of the staff is imitated
Rate is much higher than mean motion model index efficiency, and achievement index efficiency is far below average operation performance indicators efficiency, then
Although illustrating that the staff performs farming work according to standard or efficient method, since dynamics not enough needs repetition more
It is secondary to complete farming work, then it can determine that staff's working efficiency is general, give and remind；If the fortune of the staff
Movable model index efficiency is far below mean motion model index efficiency, and achievement index efficiency is much higher than average operation achievement
Index efficiency illustrates that the staff may find other efficient methods, then can determine that work efficiency is high by the staff, give
Praise is given, and whether the motion profile that administrative staff need the primary part observation staff to carry out farming has sustainability and reality
With property, if then its motion profile is established as new motion model；If the motion model index efficiency of the staff
Far below mean motion model index efficiency, and achievement index efficiency is far below average operation performance indicators efficiency, explanation
The staff had not only found the correct method for implementing farming work, but also without completing target, then can determine that the work
Person works' efficiency need to give training and learning；If motion model index efficiency and achievement index efficiency are average level,
Administrative staff only need to spot-check, and save working efficiency.
A kind of system of statistical staff's working efficiency, comprising:
Data server, for establishing and storing the motion model of staff's appointed part in several farming work；
Acquire equipment, setting are as follows: for obtaining the coordinate position of staff；Based on carrying out by the working hour to staff
When；For setting origin and in the time interval at least one displacement coordinate of the appointed part of collecting work personnel；With
In sending coordinate position, time interval, at least one displacement coordinate to working efficiency analysis module；
Working efficiency analytical equipment, setting are as follows: determine if to be located at specified ground for the coordinate position according to staff
Point；For being synthesized the displacement coordinate in working hour to obtain motion profile, motion profile is filtered to obtain actual motion
Track；For counting actual motion track number identical with motion model；Farming work is carried out for statistical staff
The achievement of quantization；For accounting for the ratio in working hour according to actual motion track and the identical number of motion model, this is calculated
The motion model index efficiency of staff；For accounting for the ratio in working hour according to achievement, the work of the staff is calculated
Make performance indicators efficiency.
Particularly, the acquisition equipment includes positioning device, displacement acquisition device, controller and network communication module；Institute
It states positioning device, displacement acquisition device and network communication module and is separately connected controller.
Particularly, the working efficiency analysis module is intelligent apparatus.
Particularly, the acquisition equipment is wearable device；The appointed part is hand.
Beneficial effects of the present invention:
1. statistical method of the invention can record extensive work personnel's by the displacement coordinate that acquisition equipment records appointed part
Labour details, in real time, conveniently, record information is more and accurate for statistics, carries out work discs conducive to administrative staff, can be laggard for day
The analysis of row working efficiency provides the calculation basis of science.
2. statistical method of the invention is set as origin by the designated position for starting to carry out farming work for staff, then
Displacement coordinate when staff carries out farming work in acquisition time interval, is filtered behind resultant motion track and just obtains reality
Border motion profile is particularly filtered using Kalman filtering algorithm, the actual motion track that this method obtains, and is calculated
Rationally, noise and interference can be removed, more true actual motion track is obtained.
3. statistical method of the invention carries out similarity measurement by actual motion track and motion model, and counts similar
The number that degree is higher than the actual motion track of threshold value is the number for completing the work of this kind of farming.Particularly, using dynamic time
Consolidation algorithm carries out similarity measurement calculating, can find the highest motion model of similarity by this method, system can
Judge that the staff is carrying out which type of farming work, finds the track for really carrying out effective farming work, and lead to
It crosses and calculates the summation of the shift length of the actual motion track and calculate effective workload, it is precisely scientific.
4. statistical method of the invention calculates reality by carrying out similarity measurement to actual motion track and motion model
Border motion profile and the identical number of motion model account for the ratio in working hour, can obtain motion model index efficiency；And according to work
The ratio that working hour is accounted for as achievement calculates the achievement index efficiency of the staff.Administrative staff can be from calculating
It finds the problem, can targetedly spot-check in this way, and to individual in motion model index efficiency and achievement index efficiency
Staff investigates, praises, training, providing solution, improves working efficiency.As time goes by, administrative staff
The working efficiency to work from the same staff in different time same item, the work of worker is observed by longitudinal comparison
Whether efficiency is improved.
5. the acquisition equipment of system of the invention is wearable device, for example bracelet, staff can be worn in wrist, energy
Hand displacement coordinate enough is recorded by certain time interval, statistics in real time, conveniently, does not influence the work of staff.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
Some embodiments of invention for those of ordinary skill in the art without creative efforts, can be with
It obtains other drawings based on these drawings.
Fig. 1 is flow chart of the method for the present invention；
Fig. 2 is the system structure diagram of the embodiment of the present invention；
Fig. 3 is the schematic diagram of the acquisition equipment of the embodiment of the present invention；
Fig. 4 is the method flow diagram of the embodiment of the present invention.
Specific embodiment
The preferred embodiment of the present invention is described in detail with reference to the accompanying drawing, so that advantages and features of the invention energy
It is easier to be readily appreciated by one skilled in the art, so as to make a clearer definition of the protection scope of the present invention.
As shown in Fig. 2, being a kind of system of statistical staff's working efficiency of the present embodiment, using C/S framework.
C/S framework is a kind of typical two-tier system, and whole process is Client/Server, i.e. client-server end-rack
Structure, client include one or more programs run on the computer of user, and there are two types of server ends, one is data
Library server end, client pass through the data of database connected reference server end；Another kind is Socket service device end, service
The program at device end passes through the interprogram communication of Socket and client.
In C/S framework, the part as client needs to bear very big pressure, because of display logic and issued transaction
It is included in wherein, perdurable data is reached by the interaction (realization of usually SQL or storing process) with database,
Meet the needs of actual items with this.
The server end of the present embodiment is data server and working efficiency analytical equipment.The movement of several farming work
Model is stored in data server as data source, and maps to the database in data server end, provides inquiry and inspection
Rope.Database also stores the coordinate position range of the job site of staff.
Working efficiency analytical equipment can be independent intelligent apparatus, such as microcomputer, can also be combined into data server
One.Working efficiency analytical equipment can either collect the hand displacement coordinate of client and be converted to motion profile, can also look into
Ask the motion model in retrieval data server；Both had and motion profile is filtered to obtain practical fortune according to the algorithm of filtering
The ability of dynamic rail mark also has the computing capability for solving similarity between actual motion track and motion model.Working efficiency point
The achievement that desorption device statistical staff carries out the quantization of farming work can be administrative staff's craft typing, can also be other
Equipment is imported by interface.Working efficiency analytical equipment can be according to actual motion track number Zhan work identical with motion model
When ratio, calculate the motion model index efficiency of the staff；The ratio in working hour can also be accounted for according to achievement, counted
Calculate the achievement index efficiency of the staff.
The client of the present embodiment is acquisition equipment.Acquiring equipment can be wearable device, for example bracelet, staff can
It is worn in wrist.As shown in figure 3, acquisition equipment includes positioning device, displacement acquisition device, controller and network communication module.
Displacement acquisition device is the three dimension acceleration sensor chip that model is MMA7331L.Controller model MSP430F1232, if
There is timer.It positioning device and network communication module and is integrated, using the communications module of model Air800 and its connected
SIM card, Air800 communications module provide GPRS communication function and GNSS positioning function for acquisition equipment, and 4G communication is supported in cooperation
SIM card can realize 4G network communicating function, and acquisition equipment is allowed to pass through network and network connection data server.Acquisition is set
It is standby to record hand displacement coordinate by certain time interval；Can connection internet, current time, Neng Gouji can be obtained
When；The coordinate position of work at present personnel can be obtained.
As shown in figure 4, being a kind of statistical method of statistical staff's working efficiency of the present embodiment, comprising the following steps:
S01. it is established in data server and stores the motion model of several farming work.
Above-mentioned motion model is specifying part when staff's progress standard or efficient farming work in the time interval
The motion profile of Bit Shift coordinate synthesis.
The realization step of server end in C/S frame are as follows:
Step 1: the database of data server selects 64 2008 versions of Sql server, and establishes odbc data source, is used for
The standard API to exchange visits with database is provided working efficiency analytical equipment.
Step 2: building Object-Relation Database in database, establish and store the movement of several farming work
Model.
Step 3: building geographic range table in database, set or automatically generate the coordinate position range of job site.
Step 4: achievement table is built in database.
Step 5: waiting SQL query.
Above-mentioned ODBC (Open Database Connectivity, Open Database Connection) is Microsoft's open service
A component part in relation to database in structure (WOSA, Windows Open Services Architecture), it builds
One group of specification has been found, and has provided one group of standard API(application programming interface to database access).These API are utilized
SQL completes its most of task.ODBC itself also provides the support to sql like language, and user can directly send SQL statement
To ODBC.
S02. when staff carries out farming work, staff puts on acquisition equipment, and acquisition equipment determines staff
Whether designated place is located at, if so then execute step S03.
The realization step at the client and server end in C/S frame are as follows:
Step 1: staff is worn over equipment is acquired in wrist.
Step 2: when staff needs to carry out farming work, being sent the coordinate position of staff by acquisition equipment
Give working efficiency analytical equipment.Working efficiency analytical equipment inquires geographic range table by SQL statement, if coordinate position is in geography
In the range of range table, then working efficiency analytical equipment sends the information of " starting to calculate working efficiency " to acquisition equipment；If working as
Preceding time, current geographic position not at work between in the range of table and geographic range table, then working efficiency analytical equipment is to adopting
Collection equipment sends the information of " not starting to calculate working efficiency ".
S03. acquisition equipment carries out timing, and the hand displacement coordinate of collecting work personnel to the working hour of staff.
The realization step of client in C/S frame are as follows:
Step 1: if acquisition equipment receives the information of " starting to calculate working efficiency ", acquisition equipment starts to count working hour.
Step 2: the hand position for starting to carry out farming work is set as origin by acquisition equipment.
Step 3: hand displacement coordinate of acquisition equipment when collecting work personnel carried out farming work in 0.5 second, concurrently
Give working efficiency analytical equipment.
S04: working efficiency analytical equipment calculates the motion model index efficiency of the staff.
The realization step of server end in C/S frame are as follows:
Step 1: working efficiency analytical equipment is synthesized the displacement coordinate in working hour to obtain motion profile, and to motion profile
By calling the method comprising Kalman filtering algorithm to be filtered to obtain practical hand deformation trace.
Step 2: working efficiency analytical equipment inquires the motion model of number server and to practical hand deformation trace and fortune
Movable model carries out similarity measurement, by calling the method comprising dynamic time consolidation algorithm to calculate the two similarity, and finds out
Similarity is higher than the practical hand deformation trace of threshold value, and as actual motion track is identical as motion model, counts actual motion
Track number identical with motion model；
Step 3: working efficiency analytical equipment calculates motion model index efficiency, i.e. motion model index efficiency=actual motion rail
Mark number identical with motion model/working hour * 100%.
Above-mentioned Kalman filtering (Kalman filtering) algorithm be it is a kind of utilize linear system state equation, pass through and be
Data are observed in input and output of uniting, and the algorithm of optimal estimation is carried out to system mode.Due to including making an uproar in system in observation data
The influence of sound and interference, so optimal estimation is also considered as filtering.The characteristics of Kalman filtering algorithm is online character
Noisy input and observation signal are handled on the basis of state space expression, seek system mode or actual signal.This
Kind theory is stated in time-domain, on the basis of the state-space representation of linear system, from output and input observation number
According to the optimal estimation for seeking system mode.
Above-mentioned dynamic time consolidation algorithm (Dynamic Time Warping, DTW), it is similar between track to be that one kind applies to
The general algorithm of property metric calculation, its thought based on Dynamic Programming are found out the best match between tracing point, can effectively be solved
Certainly local time shifts problem and track Length discrepancy problem, earliest application field be speech recognition, after be introduced in time sequence
Column analysis.
S05: record achievement calculates the staff to data server, and by working efficiency analytical equipment
Achievement index efficiency.
The realization step of server end in C/S frame are as follows:
Step 1: the achievement of each staff is entered into the achievement table in data server by administrative staff.
Step 2: working efficiency analytical equipment by SQL statement inquire achievement table find the work of the staff at
Fruit.
Step 3: working efficiency analytical equipment calculate achievement index efficiency, i.e., achievement index efficiency=work at
Fruit/working hour * 100%.
S06: administrative staff pass through the motion model index efficiency and achievement of working efficiency analytical equipment staff
Index efficiency formulates Managed Solution, such as:
If the motion model index efficiency of the staff is much higher than mean motion model index efficiency, and achievement index is imitated
Rate is much higher than average operation performance indicators efficiency, illustrates that the staff is conscientious and makes great efforts to execute according to standard or efficient method
Farming work, then can determine that work efficiency is high by the staff, award praise；If the motion model index of the staff is imitated
Rate is much higher than mean motion model index efficiency, and achievement index efficiency is far below average operation performance indicators efficiency, then
Although illustrating that the staff performs farming work according to standard or efficient method, since dynamics not enough needs repetition more
It is secondary to complete farming work, then it can determine that staff's working efficiency is general, give and remind；If the fortune of the staff
Movable model index efficiency is far below mean motion model index efficiency, and achievement index efficiency is much higher than average operation achievement
Index efficiency illustrates that the staff may find other efficient methods, then can determine that work efficiency is high by the staff, give
Praise is given, and whether the motion profile that administrative staff need the primary part observation staff to carry out farming has sustainability and reality
With property, if then its motion profile is established as new motion model；If the motion model index efficiency of the staff
Far below mean motion model index efficiency, and achievement index efficiency is far below average operation performance indicators efficiency, explanation
The staff had not only found the correct method for implementing farming work, but also without completing target, then can determine that the work
Person works' efficiency need to give training and learning；If motion model index efficiency and achievement index efficiency are average level,
Administrative staff only need to spot-check, and save working efficiency.
Although the embodiments of the invention are described in conjunction with the attached drawings, but patent owner can be in appended claims
Within the scope of make various deformations or amendments, as long as it does not exceed the scope of protection described in the claims to the invention, all should
Within protection scope of the present invention.
Claims (9)
1. a kind of statistical method of statistical staff's working efficiency, which comprises the following steps:
S1: establishing and stores the motion model of staff's appointed part in several farming work in data server；
S2: when staff carries out farming work, positioning device determines if to be located at according to the coordinate position of staff to be referred to
Place is determined, if so then execute step S3；
S3: network communication module obtains the time, and carries out timing to the working hour of staff；
S4: displacement acquisition device sets origin；Pass through the finger of displacement acquisition device collecting work personnel in the time interval
Determine at least one displacement coordinate at position；
S5: working efficiency analytical equipment is synthesized the displacement coordinate in working hour to obtain motion profile, is carried out to motion profile
Filtering obtains actual motion track；
S6: working efficiency analytical equipment counts actual motion track number identical with motion model；
S7: working efficiency analytical equipment statistical staff carries out the achievement of the quantization of farming work；
S8: working efficiency analytical equipment accounts for the ratio in working hour according to actual motion track and the identical number of motion model, calculates
The motion model index efficiency of the staff out；Working efficiency analytical equipment accounts for the ratio in working hour according to achievement, calculates
The achievement index efficiency of the staff out；
S9: administrative staff formulate Managed Solution by the motion model index efficiency and the achievement index efficiency.
2. a kind of statistical method of statistical staff's working efficiency according to claim 1, it is characterised in that: the fortune
Movable model is that appointed part displacement coordinate when staff carries out standard or the work of efficient farming in the time interval synthesizes
Motion profile.
3. a kind of statistical method of statistical staff's working efficiency according to claim 1, it is characterised in that: setting is former
Point sits the position that calibration method is the appointed part that staff is started to progress farming work and is set as origin.
4. a kind of statistical method of statistical staff's working efficiency according to claim 1, it is characterised in that: the system
The method for counting actual motion track number identical with motion model is that actual motion track and motion model are carried out similitude
The similarity that measurement obtains is higher than threshold value and is denoted as once.
5. a kind of statistical method of statistical staff's working efficiency according to claim 1, it is characterised in that: the fortune
The method that dynamic rail mark and motion model carry out similarity measurement is dynamic time consolidation algorithm.
6. a kind of statistical method of statistical staff's working efficiency according to claim 1, it is characterised in that: the fortune
The method that dynamic rail mark is filtered to obtain actual motion track is Kalman filtering algorithm.
7. a kind of system of statistical staff's working efficiency characterized by comprising
Data server, for establishing and storing the motion model of staff's appointed part in several farming work；
Acquire equipment, setting are as follows: for obtaining the coordinate position of staff；Based on carrying out by the working hour to staff
When；For setting origin and in the time interval at least one displacement coordinate of the appointed part of collecting work personnel；With
In sending coordinate position, time interval, at least one displacement coordinate to working efficiency analysis module；
Working efficiency analytical equipment, setting are as follows: determine if to be located at specified ground for the coordinate position according to staff
Point；For being synthesized the displacement coordinate in working hour to obtain motion profile, motion profile is filtered to obtain actual motion
Track；For counting actual motion track number identical with motion model；Farming work is carried out for statistical staff
The achievement of quantization；For accounting for the ratio in working hour according to actual motion track and the identical number of motion model, this is calculated
The motion model index efficiency of staff；For accounting for the ratio in working hour according to achievement, the work of the staff is calculated
Make performance indicators efficiency；The acquisition equipment includes positioning device, displacement acquisition device, controller and network communication module；Institute
It states positioning device, displacement acquisition device and network communication module and is separately connected controller.
8. a kind of system of statistical staff's working efficiency according to claim 7, it is characterised in that: the work effect
Rate analysis module is intelligent apparatus.
9. a kind of system of statistical staff's working efficiency according to claim 7, it is characterised in that: the acquisition is set
Standby is wearable device；The appointed part is hand.
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| CN112001573B (en) * | 2020-10-27 | 2021-04-30 | 联通(浙江)产业互联网有限公司 | Production line management method, device, system and storage medium |
| CN112766638A (en) * | 2020-12-28 | 2021-05-07 | 惠州学院 | Method and system for analyzing working efficiency of pipeline operators based on video images |
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| CN109886479A (en) * | 2019-02-01 | 2019-06-14 | 南通四建集团有限公司 | A kind of hanging device construction time positioning and monitoring method based on Beidou GNSS and BIM |
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| CN112766638A (en) * | 2020-12-28 | 2021-05-07 | 惠州学院 | Method and system for analyzing working efficiency of pipeline operators based on video images |
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