CN106682335A - Automation method for wireless resource data cleaning and checking - Google Patents

Automation method for wireless resource data cleaning and checking Download PDF

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Publication number
CN106682335A
CN106682335A CN201710001311.3A CN201710001311A CN106682335A CN 106682335 A CN106682335 A CN 106682335A CN 201710001311 A CN201710001311 A CN 201710001311A CN 106682335 A CN106682335 A CN 106682335A
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data
work order
cities
carried out
district
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曹金飞
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Shandong Inspur Business System Co Ltd
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Shandong Inspur Business System Co Ltd
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/10—Geometric CAD
    • G06F30/18—Network design, e.g. design based on topological or interconnect aspects of utility systems, piping, heating ventilation air conditioning [HVAC] or cabling

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  • Pure & Applied Mathematics (AREA)
  • Computer Hardware Design (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The invention provides an automation method for wireless resource data cleaning and checking and belongs to a wireless network optimization technology. The method comprises the steps that (1) multi-dimensional data is analyzed and cleaned, and data resources such as wireless network nodes, wireless hardware and station planning can be cleaned automatically; (2) a problem is positioned, wherein the problem is positioned to integrity, relevance and business logic accuracy, and the problem can be solved more easily; (3) closed-loop management is conducted, so continuous improvement of data quality can be ensured; and (4) visualized management is conducted, wherein assessment management of the wireless resource data quality can be achieved. Through cleaning of wireless network node data, wireless hardware data, performance data and station planning data are cleaned; the problem is positioned automatically, and a corresponding solution is given; the data quality can be improved rapidly and efficiency; and the field of wireless network optimization can be supported more effectively.

Description

It is a kind of to realize the automatic mode that radio resource data is cleaned and checked
Technical field
The present invention relates to radio network optimization technology, more particularly to a kind of automatization for realizing radio resource data cleaning and checking Method.
Background technology
Wireless network resources data need to support the network optimization, concentrate fault management, concentrate the application scenarios such as performance, wherein The data such as BTS, NODEB, E-NODEB, cell, antenna, steel tower be network optimization etc. produce scene important reference, resource The accuracy of data is also just particularly important.But mechanical angle/the angle of declination due to antenna, steel tower height, hardware resource, sky Between resource etc. be mute resource, antenna, the verification of steel tower resource scene need to carry out climbing tower, and collection in worksite verification difficulty is larger, causes Data update and the frequency of maintenance is relatively low in system, cause data in current system also to there are problems with live concordance. Difficult point main at present is as follows：
（1）Without the means for carrying out data cleansing automatically
There is no system means to clean radio resource data automatically at present, cause that the quality of data is uneven, the quality of data The problems such as not high, quality of data Slow lifting.
（2）Problem cannot be automatically positioned
The familiarity with optimization personnel to network is mainly depended in traditional artificial verification, by the way of artificial done site by site is verified, Not only the low accuracy of efficiency it cannot be guaranteed that, also there are problems that positioning is inaccurate, under-enumeration.Though verify quality of data effect not through many wheels Substantially.
（3）Tradition is verified and cannot carry out closed loop management
Traditional verification means cannot carry out closed loop management, and to verifying effect effective and accurate evaluation can not be carried out.Each movement point public affairs Department's enthusiasm is not high.This method can realize quality closed loop management, form normalization data mechanism of control.
The content of the invention
In order to solve above technical problem, the present invention propose it is a kind of realize radio resource data clean and check it is automatic Change method.
The purpose of the present invention is
1. on the basis of this method to radio resource data by being analyzed, cleaning, it is automatically positioned problem and provides solution Certainly reference scheme；Constantly strengthen the accuracy of orientation problem according to feedback simultaneously；
2. this method provides quality of data closed loop management function, carries out work order to the automatic data cleaned and distributes, by Resolving probiems Specified director is focused on, the efficiency that effective Upgrade Problem is solved avoids problem from repeating the probability for occurring, Resolving probiems week significantly Phase lifted more than 50% more in the past, and data accuracy is lifted to more than 95%.
The technical scheme is that
It is a kind of to realize the automatic mode that radio resource data is cleaned and checked,
Comprise the steps：
1）, data acquisition and cleaning：Collection wireless network node basic information data；Radio hardware basic information data, website Layout data, performance data, configuration data；Data cleansing is carried out using configurable data cleansing rule；
Wherein whether integrity refers to related data non-NULL, unique etc. is verified；Relatedness is referred to other data correlation relations It is whether accurate；Service logic refers to whether the data meet business reality.
2）, orientation problem and secondary cleaning：By being cleaned positioning problems to integrity, pass to radio resource data Connection property, the broad aspect of service logic accuracy three；And secondary exclusion is carried out to related datas such as engineering, logouts；Simultaneously based on collection Group's specification, business reality, to steel tower, Downtilt/mechanical angle, LTE network parameters optimization automated analysiss are carried out；
3）, work order distribute and realize quality of data closed loop management, the problem to finding carries out work order and distributes to carry out Resolving probiems, realizes The sustainability management of the quality of data；
Trouble ticket dispatch link
Trouble ticket dispatch flow process is accepted using districts and cities' point man, district processes people and implements, and white list link is carried out by provincial company Examination ＆ verification, then verifies whether work order passes through by system check mode, then confirms that work order is filed by districts and cities' point man；
Work order is checked
Work order details can be checked, problem data has been divided different Shipping Options Pages to classify and shown, there is provided solution to problem；
Work order is distributed, implemented
The click of people's implementation section being processed in distribute leaflets information-district and distributing object choice, the corresponding process people of search carries out turning to send；Area County processes people can be according to work order contents processing problem, and the list data derived in work order is processed；If cannot solve in a short time Problem certainly, can apply for that white list circulates to provincial company and be confirmed；
System check
Whether all system can verify the practicable process of the data of current work order；Its verification mode is divided into two classes：One class is based on school Test rule to be verified；Two is that steel tower related data is needed to carry out the antenna attitude instrument inspection of the scene of a crime, is then verified such as modified logical Cross.
4）, result present.
Basic data verifies result
The method is supported by all types of data check object informations of condition query, and list is presented.
Input：Districts and cities or district, accuracy is selected to be inquired about；
Output：Districts and cities, cell Chinese name, verification object information, and derivation operation can be carried out；
Visualized management
Represent prefectures and cities, district performance and effect in real time；
Specific analysis
Based on radio resource data wash result, it is analyzed by high moral map rendering intent, excavates configuration error reason.
The invention has the beneficial effects as follows
Multidimensional data mining, accurately finds the data quality problems such as network node
Based on big data cloud computing, set up multidimensional data and verify model, quickly excavate wireless network node, performance data etc. and ask Topic, effectively improves work efficiency；
Precisely implement, problem is automatically positioned and is proposed issue-resolution, solve problem is convenient, fast；Verify recruitment evaluation And analysis, promote radio resource data accuracy.Data are analyzed before and after verifying for Radio Resource, assess achievement；
Quality of data closed loop management, sets up tracking and analysis mechanisms, it is ensured that Resolving probiems.
Description of the drawings
Fig. 1 is workflow schematic diagram.
Specific embodiment
Below more detailed elaboration is carried out to present disclosure：
The invention mainly comprises herein below：
1. data acquisition and cleaning：Collection wireless network node basic information data（Including RNC data, BTS data, BSC numbers According to, E_UTRANCELL data etc.；Radio hardware basic information data（Including antenna data, steel tower data, BBU data, RRU numbers According to）, Bus stop planning Data Data（Room point layout data, high ferro layout data, macro station layout data）, performance data（GSM/TD/ The one-to-one switch data of LTE, MRO data (optional)）, configuration data（GSM/TD/LTE neighbor cell configuration relation datas）.
Data cleansing is carried out using configurable data cleansing rule.
2. orientation problem and secondary cleaning：By being cleaned positioning problems to integrity, pass to radio resource data Connection property, the broad aspect of service logic accuracy three；And secondary exclusion is carried out to related datas such as engineering, logouts, data is improved clear Wash quality；Group's specification, business reality are based on simultaneously, and steel tower, Downtilt/mechanical angle, LTE network parameters optimization etc. are entered Row automated analysiss.
Wherein whether integrity refers to related data non-NULL, unique etc. is verified；Relatedness is referred to other data associations Whether relation is accurate；Service logic refers to whether the data meet business reality.
3. work order is distributed and realizes quality of data closed loop management, and the problem to finding carries out work order and distribute to carry out Resolving probiems, Realize the sustainability management of the quality of data.
（1）Trouble ticket dispatch link
Trouble ticket dispatch flow process is accepted using districts and cities' point man, district processes people and implements, and white list link is carried out by provincial company Examination ＆ verification, then verifies whether work order passes through by system check mode, then confirms that work order is filed by districts and cities' point man.
（2）Work order is checked
Work order details can be checked, problem data has been divided different Shipping Options Pages to classify and shown；Solution to problem is provided.
（3）Work order is distributed, implemented
The click of people's implementation section being processed in distribute leaflets information-district and distributing object choice, the corresponding process people of search carries out turning to send（Can Fuzzy matching）；District processes people and can be processed according to work order contents processing problem, the list data that can be derived in work order. If in a short time insurmountable problem, can apply for that white list circulates to provincial company and be confirmed.
（4）System check
Whether all system can verify the practicable process of the data of current work order.Its verification mode is divided into two classes：One class is based on school Test rule to be verified；Two is that steel tower related data is needed to carry out the antenna attitude instrument inspection of the scene of a crime, is then verified such as modified logical Cross.
4. result is presented：
（1）Basic data verifies result
The method is supported by all types of data check object informations of condition query, and list is presented.
Input：Select districts and cities（Or district）, accuracy（Integrity, relatedness, the class of service logic accuracy three）Looked into Ask；
Output：The information such as districts and cities, cell Chinese name, verification result, and derivation operation can be carried out.Presentation mode：Form
（2）Visualized management
Visualized management can in real time represent prefectures and cities, district performance and effect, effectively lift the positive of quality of data verification Property and initiative.
（3）Specific analysis
Based on radio resource data wash result, lasting, deep specific analysis is carried out.For example to cover type（Rural area, county City, urban district）Carry out specific analysis and excavate error configurations problem.
By high moral map rendering intent, it has been found that certain city has cell portion cover type to fill in apparent error, these MPS process type should extend this as rural area, but extend this as urban district or county town in systems.
According to analysis, the configuration error reason that we excavate：
A. overlay area attribute updates not in time：Uncombined city development and carried out by supplementary meanss such as high moral maps Upgrade in time covering attribute；
B. cover type is filled in lack of standardization and judged not according to cell name keyword：There is cell portion substantially in rural area But it is urban district to fill in cover type, fills in comparison random；There is cell portion title containing village, organize very doubtful rural cover type Still urban district or county town cover type are extended this as；
C. it is not associated with periphery adjacent area to be verified：Part main plot adjacent area cover type all extends this as urban district（Or rural area）, it is main MPS process type still extends this as county town or rural area（Or county town or urban district）, adjacent area cover type relational checking need to be carried out；
D. special screne needs further to be verified：Such as holiday resort, part holiday resort really belongs to rural cover type, but It is that part holiday resort belongs to urban district or county town, needs are further verified.

Claims (4)

  1. It is 1. a kind of to realize the automatic mode that radio resource data is cleaned and checked, it is characterised in that
    Comprise the steps：
    1）, data acquisition and cleaning：Collection wireless network node basic information data；Radio hardware basic information data, website Layout data, performance data, configuration data；Data cleansing is carried out using configurable data cleansing rule；
    2）, orientation problem and secondary cleaning：By being cleaned positioning problems to integrity, association to radio resource data Property, the broad aspect of service logic accuracy three；And secondary exclusion is carried out to engineering, logout related data；Advised based on group simultaneously Model, business reality, to steel tower, Downtilt/mechanical angle, LTE network parameters optimization automated analysiss are carried out；
    3）, work order distribute and realize quality of data closed loop management, the problem to finding carries out work order and distributes to carry out Resolving probiems, realizes The sustainability management of the quality of data；
    4）, result present.
  2. 2. method according to claim 1, it is characterised in that
    Wherein whether integrity refers to related data non-NULL, unique etc. is verified；Relatedness is referred to other data correlation relations It is whether accurate；Service logic refers to whether the data meet business reality.
  3. 3. method according to claim 1, it is characterised in that
    Step 3 includes
    （1）Trouble ticket dispatch link
    Trouble ticket dispatch flow process is accepted using districts and cities' point man, district processes people and implements, and white list link is carried out by provincial company Examination ＆ verification, then verifies whether work order passes through by system check mode, then confirms that work order is filed by districts and cities' point man；
    （2）Work order is checked
    Work order details can be checked, problem data has been divided different Shipping Options Pages to classify and shown, there is provided solution to problem；
    （3）Work order is distributed, implemented
    The click of people's implementation section being processed in distribute leaflets information-district and distributing object choice, the corresponding process people of search carries out turning to send；Area County processes people can be according to work order contents processing problem, and the list data derived in work order is processed；If cannot solve in a short time Problem certainly, can apply for that white list circulates to provincial company and be confirmed；
    （4）System check
    Whether all system can verify the practicable process of the data of current work order；Its verification mode is divided into two classes：One class is based on school Test rule to be verified；Two is that steel tower related data is needed to carry out the antenna attitude instrument inspection of the scene of a crime, is then verified such as modified logical Cross.
  4. 4. method according to claim 1, it is characterised in that
    As a result presenting includes：
    （1）Basic data verifies result
    The method is supported by all types of data check object informations of condition query, and list is presented；
    Input：Districts and cities or district, accuracy is selected to be inquired about；
    Output：Districts and cities, cell Chinese name, verification object information, and derivation operation can be carried out；
    （2）Visualized management
    Represent prefectures and cities, district performance and effect in real time；
    （3）Specific analysis
    Based on radio resource data wash result, it is analyzed by high moral map rendering intent, excavates configuration error reason.
CN201710001311.3A 2017-01-03 2017-01-03 Automation method for wireless resource data cleaning and checking Pending CN106682335A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115438183B (en) * 2022-08-31 2023-07-04 广州宝立科技有限公司 Business website monitoring system based on natural language processing

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CN105787203A (en) * 2016-03-23 2016-07-20 浪潮通信信息系统有限公司 Method for predicting whether longitude and latitude information of community is abnormal
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* Cited by examiner, † Cited by third party
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