CN106502871B - The alarm threshold dynamic configuration system and method for supervisory systems - Google Patents
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Abstract
The invention discloses the alarm threshold dynamic configuration systems and method of a kind of supervisory systems, including data acquisition module, weight coefficient computing module, bound constraints module and threshold value output module, data acquisition module is used to that threshold configuration information, estimated data cycle of activity and business Trend Prediction data to be obtained and stored from database；Weight coefficient computing module is used to carry out weight coefficient operation to each index；Bound constraints module is used to constrain the reduction for the data that hit the target according to the bound of each index；Threshold value output module is for exporting threshold information.The present invention can rapidly hit the target information configuration in batches automatically.
Description
Technical field
The present invention relates to IT supervisory systems technical fields, particularly relate to a kind of alarm threshold dynamic configuration system of supervisory systems
System and method.
Background technique
In recent years, with the gradually in-depth of Enterprise Informatization Technology, business is stepped up the dependence of IT system, simultaneously
Requirement of the enterprise to IT supervisory systems is also gradually upgrading.Wherein traditional supervisory systems is directed to the way of index alarm, at present all
It is the marker data information by acquiring monitored system, further according to the index threshold values set by hand, judge index data are super
The bound of threshold values out, if so, then carrying out alarm prompting.
In the case where and business trend stability less in IT application system, operation maintenance personnel can be quickly according to the experience of oneself
It is configured the work of index alarm threshold value, but with the development of enterprise, applied host machine, service application are stepped up, for finger
In the index storehouse of several levels multiplication, by manually again to the initialization definitions of index and corresponding alarm bound threshold values, reassign by
Expend huge workload；The diversification of simultaneous business activity, each business promotional cycle is interior to respond IT application system
It is required that rank is different, need according to the adjustment for carrying out higher frequency to index is required, so that operation maintenance personnel is according to corresponding alarm
Content makes related counter-measure in time.So the IT supervisory systems for a large number of services passes through the fixed announcement of manual configuration index again
The mode of alert threshold values has been no longer complies with technology trend.
Existing IT supervisory systems for the Basic practice that alarm is reminded is referred to using each IT element correlation is manually arranged
Target fix alarm threshold value information, after the indication information of each IT element is collected, system judge specific targets numerical value whether
Meet fixed alarm threshold value setting condition, such as meets, then alarm prompting is carried out to the IT element index.
Since the definition of threshold values being only fixed by way of manual operation, it is not bound with business trend, cycle events
After data, system load requirement, history alarm handling suggestion etc. carry out weight calculation, completes threshold values automation initialization, updates,
So there are the shortcomings that comprising as follows:
1 can not initialize all types of indexs, be updated in batches, be required to manual operation.
2 in corresponding cycle request, can not be automatically performed threshold values information update according to business weight；Especially frequent
In the case that degree requires, manual operation can not accomplish quick response.
Summary of the invention
The present invention proposes the alarm threshold dynamic configuration system and method for a kind of supervisory systems, solve in the prior art without
Method is automatically performed the defect of threshold information configuration.
The technical scheme of the present invention is realized as follows:
A kind of alarm threshold dynamic configuration system of supervisory systems, including data acquisition module, weight coefficient computing module,
Bound constraints module and threshold value output module, the data acquisition module are used to that threshold value configuration to be obtained and stored from database
Information, estimated data cycle of activity and business Trend Prediction data；The weight coefficient computing module is used to carry out each index
Weight coefficient operation；The bound constraints module is used to constrain the reduction for the data that hit the target according to the bound of each index；
The threshold value output module is for exporting threshold information.
Further, the weight coefficient computing module includes performance trend weight computing module and grade of service weight fortune
Module is calculated, the performance trend weight computing module is used for according to operation type index, storage class index and service application index
Historical trend data obtains performance trend weight threshold, and the grade of service weight computing module is used for according to estimating cycle of activity
Maximum value among performance trend weight threshold and grade of service weight threshold is set as by data acquisition service grade weight threshold
The weight coefficient of index.
Further, the bound constraints module includes upper limit metrics-thresholds computing module and lower limit threshold calculations
Module, the upper limit metrics-thresholds computing module are used to obtain upper limit metrics-thresholds, institute according to weight coefficient and upper limit binding occurrence
Lower limit threshold calculation module is stated for obtaining upper limit metrics-thresholds according to weight coefficient and lower limit binding occurrence.
Further, the data acquisition module is also used to acquire history alarm processing information.
Further, the database includes alarm threshold library, cycle of activity estimating library and business Trend Prediction library, described
Threshold information is written to the alarm threshold library by threshold value output module.
A kind of alarm threshold Dynamic Configuration of supervisory systems, specifically includes the following steps:
Step 1, data acquire: threshold configuration information, estimated data cycle of activity and business are obtained and stored from database
Trend Prediction data；
Step 2, weight coefficient operation: according to threshold configuration information, estimated data cycle of activity and business Trend Prediction number
According to, to index carry out weight coefficient operation, obtain weight threshold；
Step 3, bound constrains: being constrained to obtain bound metrics-thresholds according to the weight threshold of each index and bound；
Step 4, threshold value exports: threshold values information being output to alarm threshold value library again, replaces original threshold values information.
Further, further comprising the steps of:
Step 5, alert analysis: according to threshold information and performance information on load, whether judge index data are more than threshold value, if
It is, then alert and handles.
Further, in step 2, to index carry out weight coefficient operation formula=max (performance trend weight threshold,
Grade of service weight threshold).
Further, in step 3, upper limit metrics-thresholds=min (max (performance trend weight threshold, grade of service weight
Threshold value), upper limit constraint), lower limit threshold value=max (max (performance trend weight threshold, grade of service weight threshold), lower limit
Constraint).
The beneficial effects of the present invention are: by becoming to original threshold values configuration information, estimated data cycle of activity and business
Gesture estimated data is acquired, and is carried out weight coefficient operation, is finally constrained according to bound, and dynamic analysis threshold values is exported, and is solved
The defect of threshold information configuration in the prior art can not be automatically performed.
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 without any creative labor, may be used also for those of ordinary skill in the art
To obtain other drawings based on these drawings.
Fig. 1 is the functional block diagram of the alarm threshold dynamic configuration system of supervisory systems of the present invention；
Fig. 2 is the flow chart of the alarm threshold Dynamic Configuration of supervisory systems of the present invention；
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
Such as Fig. 1, the invention proposes a kind of alarm threshold dynamic configuration systems of supervisory systems, including data acquisition module
Block, weight coefficient computing module, bound constraints module and threshold value output module, data acquisition module from database for obtaining
Take and store threshold configuration information, estimated data cycle of activity and business Trend Prediction data；Weight coefficient computing module is used for
Weight coefficient operation is carried out to each index；Bound constraints module is used for the data that hit the target according to the constraint of the bound of each index
Reduction；Threshold value output module is for exporting threshold information.
Specifically, index refers to that the monitored all indexs of IT supervisory systems more specifically refer in patent application
Be that operation maintenance personnel is needed to need to carry out those of artificial setting alarm threshold index according to experience.
Data acquisition module is also used to acquire history alarm processing information and performance information on load.
The present invention passes through to original threshold values configuration information, estimated data cycle of activity, business Trend Prediction data, index
Energy information on load, alarming processing information are acquired, and carry out weight by system combination pointer type, business weight, numerical value trend
Coefficient operation, finally constrains according to bound, exports dynamic analysis threshold values.
Weight coefficient computing module includes performance trend weight computing module and grade of service weight computing module, and performance becomes
Gesture weight computing module is used to according to operation type index, store the obtaining property of historical trend data of class index and service application index
Energy trend weight threshold, grade of service weight computing module are used to obtain grade of service weight threshold according to estimated data cycle of activity
Maximum value among performance trend weight threshold and grade of service weight threshold, is set as the weight coefficient of index by value.
Bound constraints module includes upper limit metrics-thresholds computing module and lower limit threshold calculation module, upper limit index
Threshold calculation module is used to obtain upper limit metrics-thresholds, lower limit threshold calculation module according to weight coefficient and upper limit binding occurrence
For obtaining upper limit metrics-thresholds according to weight coefficient and lower limit binding occurrence.
Database includes estimating alarm threshold library, cycle of activity library and business Trend Prediction library, and threshold value output module is by threshold
Value information is written to alarm threshold library.
Specifically, in the present embodiment, the alarm threshold dynamic configuration system of supervisory systems in the process of running needed for
The formula mentioned in formula and the alarm threshold Dynamic Configuration of supervisory systems is identical.
As shown in Fig. 2, the invention also provides a kind of alarm threshold Dynamic Configuration of supervisory systems, specifically include with
Lower step:
Step 1, data acquire: threshold configuration information, estimated data cycle of activity and business are obtained and stored from database
Trend Prediction data；
Specifically, can also acquire and store history alarm processing information and performance information on load.
Step 2, weight coefficient operation: according to threshold configuration information, estimated data cycle of activity and business Trend Prediction number
According to, to index carry out weight coefficient operation, obtain weight threshold；
In step 2, formula=max (performance trend weight threshold, the grade of service power of weight coefficient operation are carried out to index
Weight threshold value).
(1) performance trend weight threshold values: according to arithmetic type index (size of such as CPU, using number, I/O amount, memory
Size uses number), storage class index (size of such as hard disk or storage array uses number, I/O amount), service application index
The historical trend data of (such as page response time, the page return to error code probability) index, will be divided into multiple periods every day,
Threshold values dynamic is carried out by the period to adjust.
If b is set as the index amount of whole day period today, and xa2 is the upper limit index threshold values of whole day period yesterday, xb2
It is the lower limit threshold values of whole day period yesterday, the subsequent place of administrator setting after z is last index alarm and is processed
It manages weight (1~10 point), the index bound threshold values calculation formula of that today is as follows:
Upper limit threshold values xa1=max (1, (a*b+ (1-a) * xa2) * (1+z/100))；
Lower limit threshold values xb1=max (0, xb2+xa1-xa2)；
Wherein a represents the specific gravity in the sampling period, if sampled data is nearly 5 days, because b is the data of today, a=
1/5；It is not worth simultaneously as xa2, is then assigned a value of 0, if xb2 is not worth, is also assigned a value of 0.
(2) grade of service weight threshold values: according to business activity period class data, history is calculated with industry in cycle of activity
The index threshold values and corresponding business growth trend coefficient for associated each index of being engaged in carry out the dynamic of threshold values to associated each index
Adjustment.
If business discreet value is A1 in last cycle of activity, associated operation index, storage index, business were answered at that time for it
Index threshold values is respectively XA1, XB1, XC1, then this each business cycle of activity discreet value is A2, then in cycle of activity this week
Operation index, the calculation formula of the index threshold values of storage index, service application of the business association (refer to as follows suitable for bound
Mark):
XA2=(A2/A1-1) * XA1
XB2=(A2/A1-1) * XB1
XC2=(A2/A1-1) * XC1
Wherein if business discreet value void value, (A2/A1-1) are calculated instead of 0 in last cycle of activity.
Step 3, bound constrains: being constrained to obtain bound metrics-thresholds according to the weight threshold of each index and bound；
In step 3, upper limit metrics-thresholds=min (max (performance trend weight threshold, grade of service weight threshold), the upper limit
Constraint), lower limit threshold value=max (max (performance trend weight threshold, grade of service weight threshold), lower limit constraint).
Step 4, threshold value exports: threshold values information being output to alarm threshold value library again, replaces original threshold values information.
Specifically, the invention also includes following steps:
Step 5, alert analysis: according to threshold information and performance information on load, whether judge index data are more than threshold value, if
It is, then alert and handles.
Alarm threshold value dynamic configuration engine technique of the invention can help IT operation maintenance personnel to carry out threshold values index quickly just
Beginningization is simultaneously quickly updated according to business weight, thus obtain meeting the corresponding alarm threshold value content of business trend, without
Omission needs the warning information turned down or expends a large amount of workload and check to need the warning information being turned up to be accused originally originally
Alert investigation, so as to save out other work that the more time carries out IT O&M.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all in essence of the invention
Within mind and principle, any modification, equivalent replacement, improvement and so on be should all be included in the protection scope of the present invention.
Claims (6)
1. a kind of alarm threshold dynamic configuration system of supervisory systems, it is characterised in that: including data acquisition module, weight coefficient
Computing module, bound constraints module and threshold value output module, the data acquisition module is for obtaining and depositing from database
Store up threshold configuration information, estimated data cycle of activity and business Trend Prediction data；The weight coefficient computing module for pair
Each index carries out weight coefficient operation；The bound constraints module is used for the number that hits the target according to the constraint of the bound of each index
According to reduction；The threshold value output module is for exporting threshold information；
The data acquisition module obtains craft/original configuration value；
Formula=max (performance trend weight threshold, grade of service weight threshold) of weight coefficient operation is carried out to index；
(1) performance trend weight threshold: including the size of CPU, using number, I/O amount according to arithmetic type index, memory it is big
It is small, use number；Storage class index includes the size of hard disk or storage array, using number, I/O amount；Service application index includes
Page response time, the page return to the historical trend data of error code probability, will be divided into multiple periods every day, carry out by the period
Threshold value dynamic adjusts；
B is set as the index amount of whole day period today, and xa2 is the upper limit metrics-thresholds of whole day period yesterday, and xb2 is that yesterday is complete
The lower limit threshold value of its period, the subsequent processing weight 1~10 of administrator setting after z is last index alarm and is processed
Point, the index bound threshold calculations formula of that today is as follows:
Upper limit threshold xa1=max (1, (a*b+ (1-a) * xa2) * (1+z/100))；
Lower threshold xb1=max (0, xb2+xa1-xa2)；
Wherein a represents the specific gravity in the sampling period, and sampled data is nearly 5 days, because b is the data of today, a=1/5；Together
When such as xa2 be not worth, then be assigned a value of 0, if xb2 be not worth, be also assigned a value of 0；
(2) it grade of service weight threshold: according to business activity period class data, calculates history and is closed with business in cycle of activity
The metrics-thresholds and corresponding business growth trend coefficient of each index of connection carry out the dynamic tune of threshold value to associated each index
It is whole；
In last cycle of activity business discreet value be A1, it at that time associated operation index, storage index, the index of service application
Threshold value is respectively XA1, XB1, XC1, then this each business cycle of activity discreet value is A2, then the business is closed in cycle of activity this week
Operation index, the calculation formula of the metrics-thresholds of storage index, service application of connection are suitable for bound index as follows:
XA2=(A2/A1-1) * XA1
XB2=(A2/A1-1) * XB1
XC2=(A2/A1-1) * XC1
Wherein if business discreet value void value, (A2/A1-1) are calculated instead of 0 in last cycle of activity.
2. the alarm threshold dynamic configuration system of supervisory systems according to claim 1, it is characterised in that: the bound
Constraints module includes upper limit metrics-thresholds computing module and lower limit threshold calculation module, and the upper limit metrics-thresholds calculate mould
Block is used to obtain upper limit metrics-thresholds according to weight coefficient and upper limit binding occurrence, and the lower limit threshold calculation module is used for root
Upper limit metrics-thresholds are obtained according to weight coefficient and lower limit binding occurrence；
Bound constraint: it is constrained to obtain bound metrics-thresholds according to the weight threshold of each index and bound；
Upper limit metrics-thresholds=min (max (performance trend weight threshold, grade of service weight threshold), upper limit constraint), lower limit refers to
Mark threshold value=max (max (performance trend weight threshold, grade of service weight threshold), lower limit constraint).
3. the alarm threshold dynamic configuration system of supervisory systems according to claim 1, it is characterised in that: the data are adopted
Collection module is also used to acquire history alarm processing information.
4. the alarm threshold dynamic configuration system of supervisory systems according to claim 1, it is characterised in that: the database
Including estimating alarm threshold library, cycle of activity library and business Trend Prediction library, threshold information is written the threshold value output module
To the alarm threshold library.
5. a kind of alarm threshold Dynamic Configuration of supervisory systems, it is characterised in that: specifically includes the following steps:
Step 1, data acquire: threshold configuration information, estimated data cycle of activity and business trend are obtained and stored from database
Estimated data；Data acquisition module obtains craft/original configuration value；
Step 2, weight coefficient operation: right according to threshold configuration information, estimated data cycle of activity and business Trend Prediction data
Index carries out weight coefficient operation, obtains weight threshold；
In step 2, formula=max (performance trend weight threshold, the grade of service weight threshold of weight coefficient operation are carried out to index
Value)；
(1) performance trend weight threshold: including the size of CPU, using number, I/O amount according to arithmetic type index, memory it is big
It is small, use number；Storage class index includes the size of hard disk or storage array, using number, I/O amount；Service application index includes
Page response time, the page return to the historical trend data of error code probability, will be divided into multiple periods every day, carry out by the period
Threshold value dynamic adjusts；
B is set as the index amount of whole day period today, and xa2 is the upper limit metrics-thresholds of whole day period yesterday, and xb2 is that yesterday is complete
The lower limit threshold value of its period, the subsequent processing weight 1~10 of administrator setting after z is last index alarm and is processed
Point, the index bound threshold calculations formula of that today is as follows:
Upper limit threshold xa1=max (1, (a*b+ (1-a) * xa2) * (1+z/100))；
Lower threshold xb1=max (0, xb2+xa1-xa2)；
Wherein a represents the specific gravity in the sampling period, if sampled data is nearly 5 days, because b is the data of today, a=1/5；
It is not worth simultaneously as xa2, is then assigned a value of 0, if xb2 is not worth, is also assigned a value of 0；
(2) it grade of service weight threshold: according to business activity period class data, calculates history and is closed with business in cycle of activity
The metrics-thresholds and corresponding business growth trend coefficient of each index of connection carry out the dynamic tune of threshold value to associated each index
It is whole；
In last cycle of activity business discreet value be A1, it at that time associated operation index, storage index, the index of service application
Threshold value is respectively XA1, XB1, XC1, then this each business cycle of activity discreet value is A2, then the business is closed in cycle of activity this week
Operation index, the calculation formula of the metrics-thresholds of storage index, service application of connection are suitable for bound index as follows:
XA2=(A2/A1-1) * XA1
XB2=(A2/A1-1) * XB1
XC2=(A2/A1-1) * XC1
Wherein if business discreet value void value, (A2/A1-1) are calculated instead of 0 in last cycle of activity；
Step 3, bound constrains: being constrained to obtain bound metrics-thresholds according to the weight threshold of each index and bound；
In step 3, (max (performance trend weight threshold, grade of service weight threshold), the upper limit is about for upper limit metrics-thresholds=min
Beam), lower limit threshold value=max (max (performance trend weight threshold, grade of service weight threshold), lower limit constraint)；
Step 4, threshold value exports: threshold information being output to alarm threshold library again, replaces original threshold information.
6. the alarm threshold Dynamic Configuration of supervisory systems according to claim 5, it is characterised in that: further include following
Step:
Step 5, alert analysis: according to threshold information and performance information on load, whether judge index data are more than threshold value, if so,
It then alerts and handles.
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| CN107026771B (en) * | 2017-04-20 | 2019-12-27 | 北京京东尚科信息技术有限公司 | Threshold value self-adaption method and device, electronic equipment and readable medium |
| CN108491310B (en) * | 2018-03-26 | 2019-03-29 | 北京九章云极科技有限公司 | A kind of log monitoring method and system |
| CN108846669B (en) * | 2018-05-29 | 2022-05-10 | 中国建设银行股份有限公司 | Security monitoring method, system, device and storage medium for transaction |
| CN109254895A (en) * | 2018-08-21 | 2019-01-22 | 山东超越数控电子股份有限公司 | A kind of high-performance server accident analysis prediction technique based on BMC |
| CN109308243B (en) * | 2018-09-12 | 2022-11-18 | 杭州朗和科技有限公司 | Data processing method, data processing device, computer equipment and medium |
| CN109194661B (en) * | 2018-09-13 | 2021-10-26 | 网易（杭州）网络有限公司 | Network attack alarm threshold configuration method, medium, device and computing equipment |
| CN109766247B (en) * | 2018-12-19 | 2022-09-13 | 平安科技（深圳）有限公司 | Alarm setting method and system based on system data monitoring |
| CN112067048A (en) * | 2020-08-31 | 2020-12-11 | 广州珠江黄埔大桥建设有限公司 | ETC portal equipment real-time running state monitoring method based on Internet of things |
| CN112882954B (en) * | 2021-03-25 | 2024-01-30 | 浪潮云信息技术股份公司 | Distributed database operation and maintenance dynamic threshold alarming method and device |
| CN115701890B (en) * | 2022-12-14 | 2023-06-02 | 深圳富联富桂精密工业有限公司 | Method for adjusting alarm rule and related equipment |
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| CN102740247A (en) * | 2011-04-15 | 2012-10-17 | 中国移动通信集团山东有限公司 | Method and device for generating warning message |
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