CN113821402A - Chip use warning method and system based on chip running state - Google Patents

Chip use warning method and system based on chip running state Download PDF

Info

Publication number
CN113821402A
CN113821402A CN202111005134.9A CN202111005134A CN113821402A CN 113821402 A CN113821402 A CN 113821402A CN 202111005134 A CN202111005134 A CN 202111005134A CN 113821402 A CN113821402 A CN 113821402A
Authority
CN
China
Prior art keywords
chip
target
running state
data
information
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Withdrawn
Application number
CN202111005134.9A
Other languages
Chinese (zh)
Inventor
方金花
潘子健
李�杰
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Individual
Original Assignee
Individual
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Individual filed Critical Individual
Priority to CN202111005134.9A priority Critical patent/CN113821402A/en
Publication of CN113821402A publication Critical patent/CN113821402A/en
Withdrawn legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/3055Monitoring arrangements for monitoring the status of the computing system or of the computing system component, e.g. monitoring if the computing system is on, off, available, not available
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/32Monitoring with visual or acoustical indication of the functioning of the machine
    • G06F11/324Display of status information
    • G06F11/327Alarm or error message display

Abstract

The invention provides a chip use warning method and system based on a chip running state, and relates to the technical field of data processing. In the invention, screening processing is carried out on the basis of the received running state data of a plurality of chips to obtain corresponding running state data of a plurality of target chips, wherein each piece of chip running state data represents the running state of a target monitoring chip at the moment when the target data acquisition equipment acquires the running state data of the chip; performing feature extraction processing on the running state data of the plurality of target chips to obtain running state feature information corresponding to the running state data of the plurality of target chips; and determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, and executing a pre-configured chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is abnormal. Based on the steps, the problem that the use warning effect of the chip in the prior art is poor can be solved.

Description

Chip use warning method and system based on chip running state
Technical Field
The invention relates to the technical field of data processing, in particular to a chip use warning method and system based on a chip running state.
Background
The chip is used as an important component of electronic equipment, and has many advantages such as small volume as an integrated circuit, so that the chip has a very large application scene. Therefore, the state data for monitoring the running state of the chip can also have more application scenes and higher application value. In view of this, in the prior art, the operation state of the chip is generally monitored, and then the monitored state data is processed and analyzed. For example, whether or not to alert the use of the chip or the like may be determined based on the result of the analysis processing.
The inventor researches and discovers that in the prior art, whether the chip is used excessively for a long time or whether the rest time after the chip is used excessively for a long time meets the requirement is generally analyzed, and whether the operation such as warning is carried out on the use of the chip is determined based on the analysis result, namely the single running state of the chip is analyzed, so that the reliability of the analysis result is poor, and the effect of warning the use of the chip is difficult to ensure.
Disclosure of Invention
In view of the above, the present invention provides a chip use warning method and system based on a chip running state to solve the problem of poor use warning effect of the chip in the prior art.
In order to achieve the above purpose, the embodiment of the invention adopts the following technical scheme:
a chip use warning method based on a chip running state comprises the following steps:
the method comprises the steps that a plurality of pieces of chip running state data which are acquired and sent by a target monitoring chip are screened on the basis of received target data acquisition equipment to obtain a plurality of corresponding pieces of target chip running state data, wherein each piece of chip running state data represents the running state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip running state data;
performing feature extraction processing on the running state data of the plurality of target chips to obtain running state feature information corresponding to the running state data of the plurality of target chips;
and determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, and executing a preset chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is abnormal.
In some preferred embodiments, in the chip use warning method based on the chip operating state, the step of performing feature extraction processing on the plurality of pieces of target chip operating state data to obtain operating state feature information corresponding to the plurality of pieces of target chip operating state data includes:
respectively determining the acquisition time of each piece of target chip operation state data to obtain the acquisition time information of each piece of target chip operation state data, and sequencing the plurality of pieces of target chip operation state data based on the time precedence relationship formed by the corresponding acquisition time information to obtain a data sequencing set corresponding to the plurality of pieces of target chip operation state data;
based on whether the running states of two adjacent running state data representations of the target chip are the same or not, the data sorting set is divided to obtain a plurality of corresponding data sorting subsets, wherein if the running states of the two adjacent running state data representations of the target chip are the same, the two adjacent running state data of the target chip belong to the same data sorting subset, and if the running states of the two adjacent running state data representations of the target chip are different, the two adjacent running state data of the target chip belong to different data sorting subsets;
for each data sorting subset, determining running state identification information corresponding to the data sorting subset based on the running state of each target chip running state data representation included in the data sorting subset, and determining a state continuous representation value corresponding to the running state identification information based on the quantity of the target chip running state data included in the data sorting subset;
and determining running state characteristic information corresponding to the running state data of the target chips based on each piece of running state identification information and the state continuous characterization value corresponding to each piece of running state identification information.
In some preferred embodiments, in the chip use warning method based on the chip operating state, the step of determining the operating state feature information corresponding to the target chip operating state data based on each piece of the operating state identification information and the state continuous characteristic value corresponding to each piece of the operating state identification information includes:
determining the precedence relationship among the running state identification information based on the precedence relationship of the target chip running state data in the data sorting set, wherein the data sorting subset corresponding to each piece of running state identification information comprises the target chip running state data;
and determining running state characteristic information corresponding to the running state data of the target chips based on the precedence relationship between the running state identification information and the state continuous characteristic value corresponding to each running state identification information.
In some preferred embodiments, in the chip use warning method based on the chip operating state, the step of determining the operating state feature information corresponding to the plurality of pieces of target chip operating state data based on the precedence relationship between the pieces of operating state identification information and the state continuous characteristic value corresponding to each piece of operating state identification information includes:
determining each piece of running state identification information in an even-numbered sorting sequence number in corresponding sorting as target running state identification information based on the precedence relationship among the running state identification information, and regarding each piece of target running state identification information, taking the target running state identification information and the previous piece of running state identification information as an information combination;
for each information combination, calculating a difference value between the state continuous characteristic value corresponding to the target operation state identification information included in the information combination and the state continuous characteristic value corresponding to the included operation state identification information to obtain a characteristic difference value corresponding to the information combination;
and determining the running state characteristic information corresponding to the running state data of the target chips based on the characterization difference corresponding to each information combination.
In some preferred embodiments, in the chip use warning method based on the chip operating state, the step of determining the operating state feature information corresponding to the plurality of pieces of target chip operating state data based on the characterization difference value corresponding to each information combination includes:
determining the precedence relationship among the information combinations based on the precedence relationship among the running state identification information corresponding to the information combinations, and determining the weight coefficient corresponding to each information combination based on the precedence relationship among the information combinations, wherein the weight coefficient corresponding to the previous information combination is larger than the weight coefficient corresponding to the next information combination;
and performing weighted summation calculation on the characterization difference corresponding to each information combination based on the corresponding weight coefficient to obtain the running state characteristic information corresponding to the running state data of the plurality of target chips.
In some preferred embodiments, in the above method for warning chip usage based on chip operating status, the step of determining whether the operating status of the target monitoring chip is abnormal based on the operating status feature information, and when the operating status of the target monitoring chip is abnormal, executing a preconfigured chip usage warning operation on the target monitoring chip includes:
determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, generating corresponding abnormal notification information when the running state of the target monitoring chip is abnormal, and sending the abnormal notification information to running equipment of the target monitoring chip;
the running equipment is used for displaying the abnormal notification information to a corresponding equipment user so as to warn the equipment user of using the target monitoring chip.
In some preferred embodiments, in the above method for warning chip usage based on a chip operating state, the step of determining whether an operating state of the target monitoring chip is abnormal based on the operating state feature information, and when the operating state of the target monitoring chip is abnormal, executing a preconfigured chip usage warning operation on the target monitoring chip further includes:
after the abnormal notification information is sent to the running equipment of the target monitoring chip, determining whether the corresponding equipment user stops using the target monitoring chip or not, and determining whether the running state of the target monitoring chip is abnormal or not based on the obtained historical running state characteristic information at the last time when the corresponding equipment user does not stop using the target monitoring chip;
when the operating state of the target monitoring chip is determined to be abnormal based on the obtained historical operating state characteristic information at the last time, generating corresponding operating power consumption reduction notification information, and sending the operating power consumption reduction notification information to the operating equipment;
wherein the operating device is configured to control the operating power consumption of the target monitoring chip based on the operating power consumption reduction notification information.
The embodiment of the invention also provides a chip use warning system based on the running state of the chip, which comprises the following components:
the state data screening module is used for screening and processing a plurality of pieces of chip operation state data acquired and sent by a target monitoring chip based on received target data acquisition equipment to obtain a plurality of corresponding pieces of target chip operation state data, wherein each piece of chip operation state data represents the operation state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip operation state data;
the state feature extraction module is used for performing feature extraction processing on the running state data of the plurality of target chips to obtain running state feature information corresponding to the running state data of the plurality of target chips;
and the warning operation execution module is used for determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, and executing a pre-configured chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is abnormal.
In some preferred embodiments, in the above chip use warning system based on the chip operation state, the state feature extraction module is configured to:
respectively determining the acquisition time of each piece of target chip operation state data to obtain the acquisition time information of each piece of target chip operation state data, and sequencing the plurality of pieces of target chip operation state data based on the time precedence relationship formed by the corresponding acquisition time information to obtain a data sequencing set corresponding to the plurality of pieces of target chip operation state data;
based on whether the running states of two adjacent running state data representations of the target chip are the same or not, the data sorting set is divided to obtain a plurality of corresponding data sorting subsets, wherein if the running states of the two adjacent running state data representations of the target chip are the same, the two adjacent running state data of the target chip belong to the same data sorting subset, and if the running states of the two adjacent running state data representations of the target chip are different, the two adjacent running state data of the target chip belong to different data sorting subsets;
for each data sorting subset, determining running state identification information corresponding to the data sorting subset based on the running state of each target chip running state data representation included in the data sorting subset, and determining a state continuous representation value corresponding to the running state identification information based on the quantity of the target chip running state data included in the data sorting subset;
and determining running state characteristic information corresponding to the running state data of the target chips based on each piece of running state identification information and the state continuous characterization value corresponding to each piece of running state identification information.
In some preferred embodiments, in the above chip use warning system based on the chip operation state, the warning operation executing module is configured to:
determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, generating corresponding abnormal notification information when the running state of the target monitoring chip is abnormal, and sending the abnormal notification information to running equipment of the target monitoring chip;
the running equipment is used for displaying the abnormal notification information to a corresponding equipment user so as to warn the equipment user of using the target monitoring chip.
According to the chip use warning method and system based on the chip operation state provided by the embodiment of the invention, after the received multiple pieces of chip operation state data are screened to obtain multiple pieces of target chip operation state data, the multiple pieces of target chip operation state data can be subjected to feature extraction processing to obtain corresponding operation state feature information, so that whether the operation state of the target monitoring chip is abnormal or not can be determined based on the operation state feature information, the accuracy of determining whether the operation state is abnormal or not can be improved, the basis for executing the chip use warning operation on the target monitoring chip when the operation state of the target monitoring chip is determined to be abnormal is more reliable, the reliability of the chip use warning operation is ensured, and the problem that the chip use warning effect is poor in the prior art is solved.
In order to make the aforementioned and other objects, features and advantages of the present invention comprehensible, preferred embodiments accompanied with figures are described in detail below.
Drawings
Fig. 1 is a schematic application diagram of a status monitoring server according to an embodiment of the present invention.
Fig. 2 is a schematic diagram of a chip use warning method based on a chip operation state according to an embodiment of the present invention.
Fig. 3 is a schematic diagram of a chip use warning system based on a chip operation state corresponding to the chip use warning method based on a chip operation state shown in fig. 2 according to an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. The components of embodiments of the present invention generally described and illustrated in the figures herein may be arranged and designed in a wide variety of different configurations.
Thus, the following detailed description of the embodiments of the present invention, presented in the figures, is not intended to limit the scope of the invention, as claimed, but is merely representative of selected embodiments of the invention. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
As shown in fig. 1, an embodiment of the present invention provides a status monitoring server. Wherein the condition monitoring server may include a memory and a processor.
In detail, the memory and the processor are electrically connected directly or indirectly to realize data transmission or interaction. For example, they may be electrically connected to each other via one or more communication buses or signal lines. The memory can have stored therein at least one software functional module (computer program) that can be present in the form of software or firmware. The processor may be configured to execute the executable computer program stored in the memory, so as to implement the chip use warning method based on the chip operation state provided by the embodiment of the present invention.
Alternatively, the Memory may be, but is not limited to, a Random Access Memory (RAM), a Read Only Memory (ROM), a Programmable Read-Only Memory (PROM), an Erasable Read-Only Memory (EPROM), an electrically Erasable Read-Only Memory (EEPROM), and the like. The Processor may be a general-purpose Processor, including a Central Processing Unit (CPU), a Network Processor (NP), a System on Chip (SoC), and the like; but may also be a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other programmable logic device, discrete gate or transistor logic device, discrete hardware components.
With reference to fig. 2, an embodiment of the present invention further provides a chip use warning method based on a chip running state, which is applicable to the state monitoring server. The method steps defined by the flow related to the chip use warning method based on the chip running state can be realized by the state monitoring server. The specific process shown in FIG. 2 will be described in detail below.
And step S10, based on the received target data acquisition equipment, acquiring the target monitoring chip and screening the plurality of pieces of chip running state data transmitted by the target monitoring chip to obtain a plurality of corresponding target chip running state data.
In the embodiment of the present invention, the state monitoring server may first perform screening processing on the multiple pieces of chip operation state data acquired and sent by the target monitoring chip based on the received target data acquisition device, so as to obtain the corresponding multiple pieces of target chip operation state data. And each piece of chip operation state data represents the operation state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip operation state data.
Step S30, performing feature extraction processing on the multiple pieces of target chip operation state data to obtain operation state feature information corresponding to the multiple pieces of target chip operation state data.
In the embodiment of the present invention, the state monitoring server may perform feature extraction processing on the plurality of pieces of target chip operation state data to obtain operation state feature information corresponding to the plurality of pieces of target chip operation state data.
Step S50, determining whether the operating state of the target monitoring chip is abnormal based on the operating state feature information, and executing a preconfigured chip use warning operation on the target monitoring chip when the operating state of the target monitoring chip is abnormal.
In the embodiment of the present invention, the state monitoring server may determine whether the operation state of the target monitoring chip is abnormal based on the operation state feature information, and execute a preconfigured chip use warning operation on the target monitoring chip when the operation state of the target monitoring chip is abnormal.
Based on the steps, after the received running state data of the plurality of chips is screened to obtain the running state data of the plurality of target chips, the running state data of the plurality of target chips can be firstly subjected to feature extraction processing to obtain corresponding running state feature information, so that whether the running state of the target monitoring chip is abnormal or not can be determined based on the running state feature information, the accuracy of determining whether the running state is abnormal or not can be improved, the basis of performing the chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is determined to be abnormal is more reliable, the reliability of using warning operation on the performing chip is guaranteed, and the problem that the use warning effect on the chip is poor in the prior art is solved.
Alternatively, as a possible implementation manner, step S10 may include step S110, step S130, and step S150 described later.
Step S110, receiving a plurality of chip operation state data acquired and sent by the target data acquisition device to the target monitoring chip.
In the embodiment of the present invention, the state monitoring server may first receive the plurality of chip operation state data acquired and sent by the target data acquisition device to the target monitoring chip. And each piece of chip operation state data represents the operation state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip operation state data.
Step S120, performing a screening process on the plurality of chip operation state data based on a first screening rule configured in advance to obtain a plurality of first operation state screening data, and determining a size relationship between a data amount of the plurality of first operation state screening data and a data amount threshold configured in advance.
In the embodiment of the present invention, the status monitoring server may perform a screening process on the plurality of pieces of chip operation status data based on a first screening rule configured in advance to obtain a plurality of pieces of first operation status screening data, and determine a size relationship between a data amount of the plurality of pieces of first operation status screening data and a data amount threshold configured in advance. If it is determined that the data amount of the first operation state screening data is greater than or equal to the data amount threshold, step S130 may be executed. If it is determined that the data amount of the plurality of pieces of first operation state screening data is smaller than the data amount threshold, the plurality of pieces of first operation state screening data may be used as a plurality of pieces of target chip operation state data.
Step S130, performing a screening process on the plurality of pieces of first operation state screening data based on a second screening rule configured in advance, to obtain a plurality of corresponding pieces of target chip operation state data.
In the embodiment of the present invention, the status monitoring server may perform a screening process on the plurality of pieces of first operation status screening data based on a second screening rule configured in advance, so as to obtain a plurality of pieces of corresponding target chip operation status data.
Based on the steps, the received running state data of the plurality of chips can be screened based on the first screening rule to obtain the screening data of the plurality of first running states, and when the data volume of the screening data of the plurality of first running states is larger than or equal to the data volume threshold value, the screening data of the plurality of first running states are screened again based on the second screening rule to obtain the running state data of the plurality of corresponding target chips.
Optionally, as a possible implementation manner, the step S110 may include the following steps:
firstly, determining whether the running state of a target monitoring chip (wherein the target monitoring chip may be a chip carried by the target data acquisition device, and the target data acquisition device may be a terminal device of a user) needs to be monitored, and generating corresponding state monitoring notification information when determining that the running state of the target monitoring chip needs to be monitored (for example, when the target monitoring chip is started for the first time, or when user configuration can be monitored after the target monitoring chip is started);
secondly, sending the state monitoring notification information to target data acquisition equipment corresponding to the target monitoring chip, wherein the target data acquisition equipment is used for acquiring the running state of the target monitoring chip after receiving the state monitoring notification information and sending a plurality of pieces of acquired chip running state data to a state monitoring server, and the chip running state data screening method is applied to the state monitoring server;
and then, acquiring the running state data of the plurality of chips sent by the target data acquisition equipment based on the state monitoring notification information.
Optionally, as a possible implementation manner, the step of determining whether to monitor the operating state of the target monitoring chip, and generating corresponding state monitoring notification information when determining that the operating state of the target monitoring chip needs to be monitored may include the following steps:
firstly, determining whether the running state of a target monitoring chip needs to be monitored;
secondly, if the running state of the target monitoring chip is determined to be monitored, monitoring frequency information for monitoring is determined, and corresponding state monitoring notification information is generated based on the monitoring frequency information, wherein the target data acquisition equipment is used for acquiring the running state of the target monitoring chip based on the monitoring frequency information.
Optionally, as a possible implementation manner, the step of determining monitoring frequency information to be monitored if it is determined that the operating state of the target monitoring chip needs to be monitored, and generating corresponding state monitoring notification information based on the monitoring frequency information may include the following steps:
firstly, if the operating state of the target monitoring chip is determined to be required to be monitored, acquiring a plurality of other chip operating state data which are acquired and sent by other historical data acquisition equipment to other monitoring chips respectively, determining the minimum duration of other chips which are continuously in operation and the minimum duration of other chips which are continuously not in operation based on the plurality of other chip operating state data, and respectively acquiring corresponding first minimum duration and second minimum duration;
secondly, determining the smaller value of the first minimum duration and the second minimum duration to obtain a corresponding first duration, and determining the larger value of the first minimum duration and the second minimum duration to obtain a corresponding second duration;
then, calculating a difference between the second duration and the first duration to obtain a corresponding duration difference, and determining an adjustment coefficient having a positive correlation with the duration difference based on the duration difference (a specific ratio between the duration difference and the adjustment coefficient is configured according to an actual application scenario, and is not specifically limited herein), where the adjustment coefficient is greater than 0 and less than or equal to 1;
then, calculating a product between the first duration and the adjustment coefficient to obtain a corresponding data acquisition interval duration, and determining monitoring frequency information for monitoring the target monitoring chip by the target data acquisition equipment based on the data acquisition interval duration, wherein the monitoring frequency information is used for representing that the target data acquisition equipment performs data acquisition on the operation state of the target monitoring chip once every data acquisition interval duration so as to enable an acquisition time interval between every two adjacent chip operation state data in the plurality of pieces of acquired chip operation state data to be the data acquisition interval duration;
further, corresponding state monitoring notification information is generated based on the monitoring frequency information.
Optionally, as a possible implementation manner, the step S130 may include the following steps:
firstly, sorting the plurality of pieces of chip operation state data based on the acquisition time corresponding to each piece of chip operation state data to obtain a corresponding sorting result;
secondly, sampling the plurality of pieces of chip running state data according to the predetermined sampling interval number based on the sequencing result to obtain a plurality of pieces of first running state screening data;
then, the magnitude relation between the data quantity of the plurality of pieces of first operation state screening data and a preset data quantity threshold value is determined.
Optionally, as a possible implementation manner, the step of sampling the multiple pieces of chip operation state data according to a predetermined number of sampling intervals based on the sorting result to obtain multiple pieces of first operation state screening data may include the following steps:
firstly, acquiring a plurality of pieces of other chip operation state data acquired and sent by other historical data acquisition equipment to other monitoring chips respectively, determining the minimum duration of other chips in operation and the minimum duration of other chips in non-operation continuously based on the plurality of pieces of other chip operation state data, and acquiring a first minimum duration and a second minimum duration correspondingly respectively;
secondly, determining the smaller value of the first minimum duration and the second minimum duration to obtain a corresponding first duration, and determining the larger value of the first minimum duration and the second minimum duration to obtain a corresponding second duration;
then, calculating a difference between the second duration and the first duration to obtain a corresponding duration difference, and determining a correction coefficient having a negative correlation with the duration difference based on the duration difference (a specific ratio between the duration difference and the correction coefficient is configured according to an actual application scenario, and is not specifically limited herein), where the correction coefficient is greater than 1;
then, calculating the product of the second duration and the correction coefficient to obtain a corresponding data sampling interval duration, and determining the number of sampling intervals based on the sampling interval duration and monitoring frequency information for performing data acquisition on the running state data of the plurality of chips, wherein if the monitoring frequency information is used for representing data acquisition every interval duration, the number of the sampling intervals can be determined based on the ratio of the sampling interval duration to the duration;
further, sampling processing is carried out on the plurality of pieces of chip running state data according to the number of the sampling intervals based on the sorting result, and a plurality of pieces of first running state screening data are obtained.
Optionally, as a possible implementation manner, the step S150 may include the following steps:
first, if it is determined that the data amount of the plurality of pieces of first operation state screening data is greater than or equal to the data amount threshold, determining data relevancy information between the first operation state screening data in the plurality of pieces of first operation state screening data (for example, the data relevancy information may be determined by combining information of at least two dimensions, such as whether the content of the representations is the same or not, and a relevancy between corresponding acquisition times, for example, if the content of the representations is the same, directly configuring the data relevancy information as 1, which may be maximum data relevancy information, and if the content of the representations is different, the relevancy between corresponding acquisition times may be used as the data relevancy information, wherein the relevancy between the acquisition times may be determined based on a correspondence between a difference between the acquisition times and a plurality of difference levels configured in advance, if the difference is larger, the smaller the corresponding degree of association, and the minimum value may be greater than 0);
and secondly, screening the plurality of pieces of first running state screening data based on the data correlation information to obtain a plurality of corresponding pieces of target chip running state data.
Optionally, as a possible implementation manner, if it is determined that the data amount of the plurality of pieces of first operation state screening data is greater than or equal to the data amount threshold, the step of determining the data correlation degree information between the pieces of first operation state screening data in the plurality of pieces of first operation state screening data may include the following steps:
if the data volume of the plurality of pieces of first operation state screening data is determined to be greater than or equal to the data volume threshold, calculating the correlation between every two adjacent pieces of first operation state screening data in the plurality of pieces of first operation state screening data, and obtaining data correlation information between every two adjacent pieces of first operation state screening data.
Optionally, as a possible implementation manner, the step of performing screening processing on the plurality of pieces of first operation state screening data based on the data relevancy information to obtain a plurality of corresponding pieces of target chip operation state data may include the following steps:
firstly, sequentially taking each piece of first operation state screening data in the plurality of pieces of first operation state screening data as target first operation state screening data based on the precedence relationship of corresponding acquisition time, for example, firstly taking one piece of first operation state screening data with the earliest acquisition time as the target first operation state screening data;
secondly, determining a piece of first operation state screening data with the corresponding acquisition time being as a first end point by taking the current target first operation state screening data as a starting point and the target number as a length, and judging whether target data screening processing is performed or not when each piece of first operation state screening data between the starting point and the first end point (excluding the starting point and including the first end point) is taken as the target first operation state screening data;
then, if target data screening processing is performed when each piece of first operation state screening data between the starting point and the first end point is used as target first operation state screening data, determining that the target data screening processing is not performed on the current target first operation state screening data;
then, if target data screening processing is not performed when at least one piece of first operation state screening data between the starting point and the first end point is used as target first operation state screening data, determining one piece of first operation state screening data with a corresponding acquisition time as a second end point by taking the current target first operation state screening data as a starting point and taking the target number as a length, and determining whether data correlation information between every two adjacent pieces of first operation state screening data between the starting point and the second end point (including the starting point and the first end point) is greater than or equal to preset data correlation threshold information;
further, if it is determined that the data relevancy information between every two adjacent first operation state screening data between the starting point and the second end point is greater than or equal to the preconfigured data relevancy threshold information, performing target data screening processing on every two adjacent first operation state screening data between the starting point and the second end point to screen out part of the first operation state screening data (at least one piece of the first operation state screening data is reserved, or half of the first operation state screening data is screened out, etc.);
and further, if it is determined that the data relevancy information between at least one group of two adjacent first operation state screening data between the starting point and the second end point is smaller than the preset data relevancy threshold information, performing no target data screening processing on every two adjacent first operation state screening data between the starting point and the second end point.
Optionally, as a possible implementation manner, the step of performing screening processing on the plurality of pieces of first operation state screening data based on the data relevancy information to obtain a plurality of corresponding pieces of target chip operation state data may also include the following steps:
firstly, sequencing the plurality of pieces of first operation state screening data in sequence based on the precedence relationship of corresponding acquisition time to obtain screening data sequences corresponding to the plurality of pieces of first operation state screening data, and segmenting the screening data sequences based on a preset sequence segmentation rule to obtain a plurality of screening data subsequences with lengths being preset target sequence lengths, wherein the target sequence lengths are used for representing the number of the first operation state screening data included in each screening data subsequence;
then, every two adjacent screening data subsequences in the plurality of screening data subsequences are determined as a screening data subsequence pair, and for each screening data subsequence pair, whether the characteristic content of the first operation state screening data at a corresponding sequence position in the two screening data subsequences included in the screening data subsequence pair is the same or not is determined, so that when the characteristic content of the first operation state screening data at the corresponding sequence position is the same, a first characteristic value is determined, and when the characteristic content of the first operation state screening data at the corresponding sequence position is different, a second characteristic value is determined;
secondly, for each screening data subsequence pair, based on the first characteristic value and/or the second characteristic value (determined according to whether the characteristic contents are the same or not) corresponding to the screening data subsequence pair, sequentially constructing a characteristic value subsequence corresponding to the screening data subsequence pair;
then, for each of the token value subsequences, determining a first token value of each consecutive segment (2 or 3, etc. are consecutive) and a second token value of each consecutive segment in the token value subsequence, and performing a screening process on the first token value and/or the second token value of the token value subsequence according to the first token value of each consecutive segment and the second token value of each consecutive segment to obtain a token value screening subsequence corresponding to the token value subsequence, wherein the token value screening subsequence includes the first token value of each consecutive segment and the second token value of each consecutive segment (excluding discontinuity);
further, determining the subsequence length of each characteristic value screening subsequence, and determining screening proportion information of two screening data subsequences corresponding to each characteristic value screening subsequence according to the size relationship of the corresponding subsequence length, wherein the screening proportion information and the corresponding subsequence length have a positive correlation;
further, for each of the screened data subsequences, if the screening proportion information corresponding to the screened data subsequences is one, the screening proportion information is used as the target screening proportion information corresponding to the screened data subsequences, and if the screening proportion information corresponding to the screened data subsequences is two, the two screening proportion information are fused (for example, multiplied) to obtain corresponding target screening proportion information;
finally, for each screened data subsequence, based on data correlation information among the screened data of the first operating state in the screened data subsequence, the screened data of the first operating state to be screened out is determined (that is, the data correlation information among the screened data subsequences is greater than or equal to a set threshold), and based on target screening proportion information corresponding to the screened data subsequence, the screened data of the first operating state to be screened out is screened out.
Optionally, as a possible implementation manner, the step S30 may include the following steps:
firstly, respectively determining the acquisition time of each piece of target chip operation state data to obtain the acquisition time information of each piece of target chip operation state data, and sequencing the plurality of pieces of target chip operation state data based on the time precedence relationship formed by the corresponding acquisition time information to obtain a data sequencing set corresponding to the plurality of pieces of target chip operation state data;
secondly, based on whether the running states of two adjacent running state data representations of the target chip are the same or not, the data sorting set is divided to obtain a plurality of corresponding data sorting subsets, wherein if the running states of the two adjacent running state data representations of the target chip are the same, the two adjacent running state data of the target chip belong to the same data sorting subset, and if the running states of the two adjacent running state data representations of the target chip are different, the two adjacent running state data of the target chip belong to different data sorting subsets;
then, for each data sorting subset, determining running state identification information corresponding to the data sorting subset based on a running state (running or not running) represented by running state data of each target chip included in the data sorting subset, and determining a state continuous representation value corresponding to the running state identification information based on the number of the running state data of the target chip included in the data sorting subset;
and then, determining running state characteristic information corresponding to the running state data of the target chips based on each piece of running state identification information and the state continuous characterization value corresponding to each piece of running state identification information.
Optionally, as a possible implementation manner, the step of determining the operating state feature information corresponding to the operating state data of the multiple target chips based on each piece of the operating state identification information and the state continuous characteristic value corresponding to each piece of the operating state identification information may include the following steps:
firstly, determining the precedence relationship among the running state identification information based on the precedence relationship of the running state data of the target chip in the data sorting set, wherein the data sorting subset corresponding to each piece of running state identification information comprises the data sorting subset;
and secondly, determining running state characteristic information corresponding to the running state data of the target chips based on the precedence relationship between the running state identification information and the state continuous characteristic value corresponding to each running state identification information.
Optionally, as a possible implementation manner, the step of determining the operating state feature information corresponding to the operating state data of the target chips based on the precedence relationship between the operating state identification information and the state persistence characterization value corresponding to each piece of the operating state identification information may include the following steps:
firstly, determining each piece of running state identification information (namely, all pieces of running state identification information are not running, wherein each piece of running state identification information with an odd-numbered sorting sequence number is not running) corresponding to each sorting in an even-numbered sorting sequence number as target running state identification information based on the precedence relationship among all pieces of running state identification information, and regarding each piece of target running state identification information, combining the target running state identification information and the previous piece of running state identification information as one piece of information;
secondly, for each information combination, calculating a difference (the former minus the latter, and the difference may be a negative value) between the state continuous characteristic value corresponding to the target operation state identification information included in the information combination and the state continuous characteristic value corresponding to the included operation state identification information, to obtain a characteristic difference corresponding to the information combination;
then, based on the characterization difference corresponding to each information combination, determining the running state feature information corresponding to the running state data of the plurality of target chips.
Optionally, as a possible implementation manner, the step of determining the operating state feature information corresponding to the operating state data of the multiple target chips based on the characterization difference corresponding to each information combination may include the following steps:
firstly, determining the precedence relationship among the information combinations based on the precedence relationship among the running state identification information corresponding to the information combinations, and determining the weight coefficient corresponding to each information combination based on the precedence relationship among the information combinations, wherein the weight coefficient corresponding to the previous information combination is larger than the weight coefficient corresponding to the next information combination;
secondly, performing weighted summation calculation on the characterization difference corresponding to each information combination based on the corresponding weight coefficient to obtain the running state characteristic information corresponding to the running state data of the plurality of target chips.
Optionally, as a possible implementation manner, the step S50 may include the following steps:
first, determining whether the operating state of the target monitoring chip is abnormal based on the operating state feature information, and when the operating state of the target monitoring chip is abnormal (as in the above example, the smaller the weighted sum value as the operating state feature information is, the more likely there is an abnormality), configuring a threshold value for comparison so as to determine that the operating state of the target monitoring chip is abnormal when the weighted sum value is smaller than the threshold value, generating corresponding abnormality notification information, and sending the abnormality notification information to the operating device of the target monitoring chip;
the running equipment is used for displaying the abnormal notification information to a corresponding equipment user so as to warn the equipment user of using the target monitoring chip.
Optionally, as a possible implementation manner, the step S50 may further include the following steps:
firstly, after the abnormality notification information is sent to the running equipment of the target monitoring chip, determining whether the corresponding equipment user stops using the target monitoring chip, and determining whether the running state of the target monitoring chip is abnormal based on the obtained historical running state characteristic information at the last time when the corresponding equipment user does not stop using the target monitoring chip;
secondly, when the operating state of the target monitoring chip is determined to be abnormal based on the obtained historical operating state characteristic information at the last time, generating corresponding operating power consumption reduction notification information, and sending the operating power consumption reduction notification information to the operating equipment;
the operating device is configured to control the operating power consumption of the target monitoring chip based on the operating power consumption reduction notification information (e.g., reduce the frequency of an oscillation signal provided to the target monitoring chip, and the operating device may be the target data acquisition device).
With reference to fig. 3, an embodiment of the present invention further provides a chip use warning system based on a chip running state, which is applicable to the state monitoring server. The chip use warning system based on the chip running state is used as a software functional module, and may include:
the state data screening module is used for screening and processing a plurality of pieces of chip operation state data acquired and sent by a target monitoring chip based on received target data acquisition equipment to obtain a plurality of corresponding pieces of target chip operation state data, wherein each piece of chip operation state data represents the operation state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip operation state data;
the state feature extraction module is used for performing feature extraction processing on the running state data of the plurality of target chips to obtain running state feature information corresponding to the running state data of the plurality of target chips;
and the warning operation execution module is used for determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, and executing a pre-configured chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is abnormal.
Optionally, as a possible implementation manner, the state feature extraction module may be configured to:
respectively determining the acquisition time of each piece of target chip operation state data to obtain the acquisition time information of each piece of target chip operation state data, and sequencing the plurality of pieces of target chip operation state data based on the time precedence relationship formed by the corresponding acquisition time information to obtain a data sequencing set corresponding to the plurality of pieces of target chip operation state data; based on whether the running states of two adjacent running state data representations of the target chip are the same or not, the data sorting set is divided to obtain a plurality of corresponding data sorting subsets, wherein if the running states of the two adjacent running state data representations of the target chip are the same, the two adjacent running state data of the target chip belong to the same data sorting subset, and if the running states of the two adjacent running state data representations of the target chip are different, the two adjacent running state data of the target chip belong to different data sorting subsets; for each data sorting subset, determining running state identification information corresponding to the data sorting subset based on the running state of each target chip running state data representation included in the data sorting subset, and determining a state continuous representation value corresponding to the running state identification information based on the quantity of the target chip running state data included in the data sorting subset; and determining running state characteristic information corresponding to the running state data of the target chips based on each piece of running state identification information and the state continuous characterization value corresponding to each piece of running state identification information.
Optionally, as a possible implementation manner, the warning operation executing module may be configured to:
determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, generating corresponding abnormal notification information when the running state of the target monitoring chip is abnormal, and sending the abnormal notification information to running equipment of the target monitoring chip; the running equipment is used for displaying the abnormal notification information to a corresponding equipment user so as to warn the equipment user of using the target monitoring chip.
In summary, according to the chip use warning method and system based on the chip operation state provided by the present invention, after the received multiple pieces of chip operation state data are screened to obtain multiple pieces of target chip operation state data, the multiple pieces of target chip operation state data may be subjected to feature extraction processing to obtain corresponding operation state feature information, so that whether the operation state of the target monitoring chip is abnormal or not may be determined based on the operation state feature information, and thus, the accuracy of determining whether the operation state is abnormal or not may be improved, and the basis for performing the chip use warning operation on the target monitoring chip when it is determined that the operation state of the target monitoring chip is abnormal is more reliable, thereby ensuring the reliability of performing the chip use warning operation, and further improving the problem of poor use warning effect on the chip in the prior art.
The above description is only a preferred embodiment of the present invention and is not intended to limit the present invention, and various modifications and changes may be made by those skilled in the art. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.

Claims (10)

1. A chip use warning method based on a chip running state is characterized by comprising the following steps:
the method comprises the steps that a plurality of pieces of chip running state data which are acquired and sent by a target monitoring chip are screened on the basis of received target data acquisition equipment to obtain a plurality of corresponding pieces of target chip running state data, wherein each piece of chip running state data represents the running state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip running state data;
performing feature extraction processing on the running state data of the plurality of target chips to obtain running state feature information corresponding to the running state data of the plurality of target chips;
and determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, and executing a preset chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is abnormal.
2. The chip use warning method based on the chip running state according to claim 1, wherein the step of performing the feature extraction processing on the running state data of the plurality of target chips to obtain the running state feature information corresponding to the running state data of the plurality of target chips comprises:
respectively determining the acquisition time of each piece of target chip operation state data to obtain the acquisition time information of each piece of target chip operation state data, and sequencing the plurality of pieces of target chip operation state data based on the time precedence relationship formed by the corresponding acquisition time information to obtain a data sequencing set corresponding to the plurality of pieces of target chip operation state data;
based on whether the running states of two adjacent running state data representations of the target chip are the same or not, the data sorting set is divided to obtain a plurality of corresponding data sorting subsets, wherein if the running states of the two adjacent running state data representations of the target chip are the same, the two adjacent running state data of the target chip belong to the same data sorting subset, and if the running states of the two adjacent running state data representations of the target chip are different, the two adjacent running state data of the target chip belong to different data sorting subsets;
for each data sorting subset, determining running state identification information corresponding to the data sorting subset based on the running state of each target chip running state data representation included in the data sorting subset, and determining a state continuous representation value corresponding to the running state identification information based on the quantity of the target chip running state data included in the data sorting subset;
and determining running state characteristic information corresponding to the running state data of the target chips based on each piece of running state identification information and the state continuous characterization value corresponding to each piece of running state identification information.
3. The chip use warning method based on the chip operation state according to claim 2, wherein the step of determining the operation state feature information corresponding to the plurality of pieces of target chip operation state data based on each piece of the operation state identification information and the state continuous characterization value corresponding to each piece of the operation state identification information includes:
determining the precedence relationship among the running state identification information based on the precedence relationship of the target chip running state data in the data sorting set, wherein the data sorting subset corresponding to each piece of running state identification information comprises the target chip running state data;
and determining running state characteristic information corresponding to the running state data of the target chips based on the precedence relationship between the running state identification information and the state continuous characteristic value corresponding to each running state identification information.
4. The chip use warning method based on the chip operation state according to claim 3, wherein the step of determining the operation state feature information corresponding to the plurality of pieces of target chip operation state data based on the precedence relationship between the operation state identification information and the state continuous characterization value corresponding to each piece of the operation state identification information includes:
determining each piece of running state identification information in an even-numbered sorting sequence number in corresponding sorting as target running state identification information based on the precedence relationship among the running state identification information, and regarding each piece of target running state identification information, taking the target running state identification information and the previous piece of running state identification information as an information combination;
for each information combination, calculating a difference value between the state continuous characteristic value corresponding to the target operation state identification information included in the information combination and the state continuous characteristic value corresponding to the included operation state identification information to obtain a characteristic difference value corresponding to the information combination;
and determining the running state characteristic information corresponding to the running state data of the target chips based on the characterization difference corresponding to each information combination.
5. The chip use warning method based on the chip operation state according to claim 4, wherein the step of determining the operation state feature information corresponding to the plurality of pieces of target chip operation state data based on the characterization difference corresponding to each of the information combinations comprises:
determining the precedence relationship among the information combinations based on the precedence relationship among the running state identification information corresponding to the information combinations, and determining the weight coefficient corresponding to each information combination based on the precedence relationship among the information combinations, wherein the weight coefficient corresponding to the previous information combination is larger than the weight coefficient corresponding to the next information combination;
and performing weighted summation calculation on the characterization difference corresponding to each information combination based on the corresponding weight coefficient to obtain the running state characteristic information corresponding to the running state data of the plurality of target chips.
6. The chip use warning method based on the chip operation state according to any one of claims 1 to 5, wherein the step of determining whether the operation state of the target monitoring chip is abnormal based on the operation state feature information, and when the operation state of the target monitoring chip is abnormal, executing a pre-configured chip use warning operation on the target monitoring chip comprises:
determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, generating corresponding abnormal notification information when the running state of the target monitoring chip is abnormal, and sending the abnormal notification information to running equipment of the target monitoring chip;
the running equipment is used for displaying the abnormal notification information to a corresponding equipment user so as to warn the equipment user of using the target monitoring chip.
7. The chip usage alerting method according to claim 6, wherein the step of determining whether the operation state of the target monitor chip is abnormal based on the operation state feature information, and performing a pre-configured chip usage alerting operation on the target monitor chip when the operation state of the target monitor chip is abnormal, further comprises:
after the abnormal notification information is sent to the running equipment of the target monitoring chip, determining whether the corresponding equipment user stops using the target monitoring chip or not, and determining whether the running state of the target monitoring chip is abnormal or not based on the obtained historical running state characteristic information at the last time when the corresponding equipment user does not stop using the target monitoring chip;
when the operating state of the target monitoring chip is determined to be abnormal based on the obtained historical operating state characteristic information at the last time, generating corresponding operating power consumption reduction notification information, and sending the operating power consumption reduction notification information to the operating equipment;
wherein the operating device is configured to control the operating power consumption of the target monitoring chip based on the operating power consumption reduction notification information.
8. A chip use warning system based on a chip running state is characterized by comprising:
the state data screening module is used for screening and processing a plurality of pieces of chip operation state data acquired and sent by a target monitoring chip based on received target data acquisition equipment to obtain a plurality of corresponding pieces of target chip operation state data, wherein each piece of chip operation state data represents the operation state of the target monitoring chip at the moment when the target data acquisition equipment acquires the chip operation state data;
the state feature extraction module is used for performing feature extraction processing on the running state data of the plurality of target chips to obtain running state feature information corresponding to the running state data of the plurality of target chips;
and the warning operation execution module is used for determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, and executing a pre-configured chip use warning operation on the target monitoring chip when the running state of the target monitoring chip is abnormal.
9. The chip use warning system based on the chip operation state as claimed in claim 8, wherein the state feature extraction module is configured to:
respectively determining the acquisition time of each piece of target chip operation state data to obtain the acquisition time information of each piece of target chip operation state data, and sequencing the plurality of pieces of target chip operation state data based on the time precedence relationship formed by the corresponding acquisition time information to obtain a data sequencing set corresponding to the plurality of pieces of target chip operation state data;
based on whether the running states of two adjacent running state data representations of the target chip are the same or not, the data sorting set is divided to obtain a plurality of corresponding data sorting subsets, wherein if the running states of the two adjacent running state data representations of the target chip are the same, the two adjacent running state data of the target chip belong to the same data sorting subset, and if the running states of the two adjacent running state data representations of the target chip are different, the two adjacent running state data of the target chip belong to different data sorting subsets;
for each data sorting subset, determining running state identification information corresponding to the data sorting subset based on the running state of each target chip running state data representation included in the data sorting subset, and determining a state continuous representation value corresponding to the running state identification information based on the quantity of the target chip running state data included in the data sorting subset;
and determining running state characteristic information corresponding to the running state data of the target chips based on each piece of running state identification information and the state continuous characterization value corresponding to each piece of running state identification information.
10. The chip use warning system based on the chip operation state according to claim 8 or 9, wherein the warning operation executing module is configured to:
determining whether the running state of the target monitoring chip is abnormal or not based on the running state characteristic information, generating corresponding abnormal notification information when the running state of the target monitoring chip is abnormal, and sending the abnormal notification information to running equipment of the target monitoring chip;
the running equipment is used for displaying the abnormal notification information to a corresponding equipment user so as to warn the equipment user of using the target monitoring chip.
CN202111005134.9A 2021-08-30 2021-08-30 Chip use warning method and system based on chip running state Withdrawn CN113821402A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202111005134.9A CN113821402A (en) 2021-08-30 2021-08-30 Chip use warning method and system based on chip running state

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202111005134.9A CN113821402A (en) 2021-08-30 2021-08-30 Chip use warning method and system based on chip running state

Publications (1)

Publication Number Publication Date
CN113821402A true CN113821402A (en) 2021-12-21

Family

ID=78913816

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202111005134.9A Withdrawn CN113821402A (en) 2021-08-30 2021-08-30 Chip use warning method and system based on chip running state

Country Status (1)

Country Link
CN (1) CN113821402A (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115814686A (en) * 2023-02-14 2023-03-21 博纯材料股份有限公司 State monitoring method and system for laser gas mixing production system

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115814686A (en) * 2023-02-14 2023-03-21 博纯材料股份有限公司 State monitoring method and system for laser gas mixing production system

Similar Documents

Publication Publication Date Title
CN106708694B (en) Method and device for positioning burr abnormal point and computing equipment
CN113176978A (en) Monitoring method, system and device based on log file and readable storage medium
CN114155459A (en) Smart city monitoring method and system based on data analysis
CN113656255A (en) Operation abnormity judgment method based on chip operation data
CN113821402A (en) Chip use warning method and system based on chip running state
CN114140712A (en) Automatic image recognition and distribution system and method
CN114697618A (en) Building control method and system based on mobile terminal
CN112416712A (en) Monitoring method and device based on industrial cloud edge service data acquisition
CN114726571A (en) Network security early warning management platform and method
CN113672782A (en) Internet of things equipment importance matching method based on data query
CN113569965A (en) User behavior analysis method and system based on Internet of things
CN113435359A (en) Image recognition method
CN113835951A (en) Chip operation state data screening method
CN113672443A (en) User behavior analysis method and system based on chip detection
CN114928467A (en) Network security operation and maintenance association analysis method and system
CN113835983A (en) User behavior guiding method and system based on chip running state
CN108921229A (en) Data reconstruction method and device
CN115019219A (en) Intelligent construction progress management method and system for intelligent construction site
CN113486342A (en) Information security processing method and system based on user behavior analysis
CN114827538B (en) Construction progress monitoring method and system for intelligent building site
CN114928468A (en) Network security sensing method and system
CN112148621A (en) Test method and device and electronic equipment
CN113640031A (en) Method for detecting state of production equipment of electronic element
CN113672444A (en) Chip detection data acquisition method
CN114827538A (en) Construction progress monitoring method and system for intelligent construction site

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WW01 Invention patent application withdrawn after publication

Application publication date: 20211221

WW01 Invention patent application withdrawn after publication