CN110211343B - Laboratory management method, system, computer device and storage medium - Google Patents
Laboratory management method, system, computer device and storage medium Download PDFInfo
- Publication number
- CN110211343B CN110211343B CN201910485421.0A CN201910485421A CN110211343B CN 110211343 B CN110211343 B CN 110211343B CN 201910485421 A CN201910485421 A CN 201910485421A CN 110211343 B CN110211343 B CN 110211343B
- Authority
- CN
- China
- Prior art keywords
- laboratory
- information
- parameter
- parameters
- instrument
- 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.)
- Active
Links
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
- G01D21/00—Measuring or testing not otherwise provided for
- G01D21/02—Measuring two or more variables by means not covered by a single other subclass
-
- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/18—Status alarms
- G08B21/182—Level alarms, e.g. alarms responsive to variables exceeding a threshold
Abstract
The present application relates to a laboratory management method, system, computer device and storage medium. The method comprises the following steps: acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items; acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters; judging whether parameters in the laboratory parameter information meet the parameter requirements or not; and if the parameters in the current parameter information of the laboratory do not meet the parameter requirements, generating corresponding alarm prompts and/or prohibiting the detection of the specimen. By adopting the method, the current parameter information of the laboratory can be monitored, when the parameter in the current parameter information of the laboratory is found to be abnormal, an alarm prompt is timely sent out and/or the sample is prohibited to be detected, the problem is found out in advance, the operation of the instrument is limited, and the risk is comprehensively controlled.
Description
Technical Field
The present application relates to the field of medical device technology, and in particular, to a laboratory management method, system, computer device, and storage medium.
Background
With the rapid development of medical equipment technology, the construction and development history of a laboratory management system has been decades, and the current parameter information system of the laboratory in the market is also a full and diverse variety. But face the rapid development of clinical medicine, the medical diagnosis also promotes the demand of clinical examination index constantly, and clinical index's complexity is higher and higher, and is also more and more important to the requirement of efficiency, the quality of inspection system, but present laboratory current parameter information system can only examine the testing result of sample, does not monitor the laboratory environment of testing process, instrument, appears unusually when laboratory environment, instrument, can't in time send out the police dispatch newspaper.
Disclosure of Invention
In view of the above, there is a need to provide a laboratory management method, system, computer device and storage medium capable of monitoring a laboratory environment and instruments.
A method of laboratory management, the method comprising:
acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
judging whether parameters in the laboratory parameter information meet the parameter requirements or not;
and if the parameters in the current parameter information of the laboratory do not meet the parameter requirements, generating corresponding alarm prompts and/or prohibiting the detection of the specimen.
In one embodiment, the determining whether the parameter in the laboratory current parameter information meets the parameter requirement includes:
and if the instrument parameter does not meet the parameter requirement, generating an adjusting instruction to adjust the instrument parameter.
In one embodiment, the environmental parameter includes at least one of dust data, electromagnetic interference data, radiation data, humidity data, power supply conditions, temperature data, noise data, and vibration level data.
In one embodiment, the instrument parameters include at least one of basic information, mobilization information, calibration log information, administrative maintenance information, commissioning maintenance log information, and equipment reporting data information.
In one embodiment, the method further comprises the following steps:
if the parameters in the current parameter information of the laboratory meet the parameter requirements, detecting the specimen to obtain a detection result;
judging whether the detection result is a crisis value or not;
and if the detection result is a crisis value, generating prompt information.
In one of the embodiments, the first and second electrodes are,
and generating a quality control chart according to the detection result and the current parameter information of the laboratory.
In one embodiment, the method further comprises:
sending the current parameter information of the laboratory to a terminal;
and receiving a remote control instruction, and controlling the running state of the instrument according to the remote control instruction.
A laboratory management system, the system comprising:
the sample module is used for acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
the information module is used for acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
the judging module is used for judging whether parameters in the current parameter information of the laboratory meet the parameter requirements or not according to the current parameter information of the laboratory;
and the alarm module is used for generating a corresponding alarm prompt and/or forbidding the detection of the specimen if the parameters in the current parameter information of the laboratory do not meet the parameter requirements.
A computer device comprising a memory and a processor, the memory storing a computer program, the processor implementing the following steps when executing the computer program:
the sample module is used for acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
the information module is used for acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
the judging module is used for judging whether parameters in the current parameter information of the laboratory meet the parameter requirements or not according to the current parameter information of the laboratory;
and the alarm module is used for generating a corresponding alarm prompt and/or forbidding the detection of the specimen if the parameters in the current parameter information of the laboratory do not meet the parameter requirements.
A computer-readable storage medium, on which a computer program is stored which, when executed by a processor, carries out the steps of:
the sample module is used for acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
the information module is used for acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
the judging module is used for judging whether parameters in the current parameter information of the laboratory meet the parameter requirements or not according to the current parameter information of the laboratory;
and the alarm module is used for generating a corresponding alarm prompt and/or forbidding the detection of the specimen if the parameters in the current parameter information of the laboratory do not meet the parameter requirements.
According to the laboratory management method, the laboratory management system, the computer equipment and the storage medium, the current parameter information of the laboratory is monitored, when the parameter in the current parameter information of the laboratory is found to be abnormal, an alarm prompt is timely sent out and/or a sample is forbidden to be detected, problems are found out in advance, the operation of an instrument is limited, and risks are comprehensively controlled.
Drawings
FIG. 1 is a schematic flow chart of a laboratory management method in one embodiment;
FIG. 2 is a block diagram of a laboratory management system in one embodiment;
FIG. 3 is a diagram illustrating an internal structure of a computer device according to an embodiment.
Detailed Description
In order to make the objects, technical solutions and advantages of the present application more apparent, the present application is described in further detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are merely illustrative of the present application and are not intended to limit the present application.
In one embodiment, as shown in fig. 2, there is provided a laboratory management method applied in a computer device, comprising the steps of:
102, obtaining specimen information of a specimen, wherein the specimen information comprises detection items and parameter requirements corresponding to the detection items.
And 104, acquiring current parameter information of the laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters.
Wherein the environmental parameter includes at least one of a dust parameter, an electromagnetic interference parameter, a radiation parameter, a humidity parameter, a power supply condition, a temperature parameter, a noise parameter, and a vibration level parameter. The instrument parameters comprise at least one of basic information, transfer information, calibration record information, management and maintenance information, debugging and maintenance record information and equipment report parameter information.
And step 106, judging whether the parameters in the current parameter information of the laboratory meet the parameter requirements.
The steps are followed by: if the parameters in the current parameter information of the laboratory meet the parameter requirements, detecting the specimen to obtain a detection result; judging whether the detection result is a crisis value or not; and if the detection result is a crisis value, generating prompt information.
Wherein, the crisis value (Panic value) refers to that a certain item or a certain type of detection result is too high or too low. When the detection result appears, the patient is possibly in a life-threatening marginal state, and if timely and effective treatment can be given, the life of the patient can be saved; otherwise, adverse consequences may also occur.
Specifically, if the detection result is a crisis value, prompt information is generated to enable an inspector to judge and process the detection result of the crisis value, so that timely confirmation and processing of the crisis value are ensured.
And 108, if the parameters in the current parameter information of the laboratory do not meet the parameter requirements, generating corresponding alarm prompts and/or prohibiting the detection of the specimen.
Specifically, the parameter requirements include a first parameter requirement and a second parameter requirement, and when the parameters in the current parameter information of the laboratory do not meet the first parameter requirement, a corresponding alarm prompt is generated or the specimen is prohibited from being detected; and when the parameters in the current parameter information of the laboratory do not meet the second parameter requirement, generating a corresponding alarm prompt and prohibiting the specimen from being detected. In one embodiment, the alarm prompt has different variations in frequency and intensity according to parameter requirements that are not met by the laboratory's current parameter information; the first parameter requirement is not met, and the frequency and the intensity of the alarm prompt are weak; the first parameter requirement is not satisfied, and the frequency and the intensity of the alarm prompt are strong.
The steps further include: and if the instrument parameter does not meet the parameter requirement, generating an adjusting instruction to adjust the instrument parameter.
Specifically, the instrument is adjusted through an adjusting instruction, so that the instrument parameter meets the parameter requirement.
The method further comprises the following steps: sending the current parameter information of the laboratory to a terminal; and receiving a remote control instruction, and controlling the running state of the instrument according to the remote control instruction.
Specifically, the current laboratory parameter information is sent to a terminal, and the running state of the instrument is controlled according to a remote control instruction received and sent by the terminal. In one embodiment, the current parameter information of the laboratory is pushed to the mobile terminal, a corresponding responsible person is reported or reminded to process, the current parameter information of the laboratory is actively checked remotely through the mobile terminal, and a corresponding remote control instruction is sent.
The method further comprises the following steps: and generating a quality control chart according to the detection result and the current parameter information of the laboratory.
Specifically, the detection result and the current parameter information of the laboratory are used for generating a quality control chart by adopting a statistical quality control algorithm such as an L-J chart, a Westgard and the like, and quality control statistics is carried out on the sample type error rate, the sample container error rate, the sample collection error rate, the blood culture pollution rate, the anticoagulation sample agglutination rate, the number of transfer times before inspection, the indoor quality control item development rate, the indoor quality control item variation coefficient reject ratio, the indoor quality evaluation item participation rate, the indoor quality evaluation item reject ratio and the like in the detection result in a comprehensive manner. In one embodiment, patient data, instrument electrical and optical signal data, indoor assessment data, indoor inter-quality control room comparison data, detection system performance confirmation and the like are comprehensively subjected to quality control in a six-sigma quality control management mode.
According to the laboratory management method, the current parameter information of the laboratory is monitored, when the parameter in the current parameter information of the laboratory is found to be abnormal, an alarm prompt is timely sent out and/or a specimen is forbidden to be detected, problems are found in advance, the operation of an instrument is limited, and risks are comprehensively controlled.
It should be understood that, although the steps in the flowchart of fig. 1 are shown in order as indicated by the arrows, the steps are not necessarily performed in order as indicated by the arrows. The steps are not performed in the exact order shown and described, and may be performed in other orders, unless explicitly stated otherwise. Moreover, at least a portion of the steps in fig. 1 may include multiple sub-steps or multiple stages that are not necessarily performed at the same time, but may be performed at different times, and the order of performance of the sub-steps or stages is not necessarily sequential, but may be performed in turn or alternately with other steps or at least a portion of the sub-steps or stages of other steps.
In one embodiment, as shown in fig. 2, there is provided a laboratory management system comprising: a specimen module 210, an information module 220, a determination module 230, and an alert module 240, wherein:
the specimen module 210 is configured to obtain specimen information of a specimen, where the specimen information includes a detection item and a parameter requirement corresponding to the detection item;
the information module 220 is configured to obtain current laboratory parameter information, where the current laboratory parameter information includes environmental parameters and instrument parameters;
the judging module 230 is configured to judge, by using the current laboratory parameter information, whether a parameter in the current laboratory parameter information meets the parameter requirement;
and an alarm module 240, configured to generate a corresponding alarm prompt and/or prohibit the specimen from being detected if the parameter in the current parameter information of the laboratory does not meet the parameter requirement.
For specific definitions of the laboratory management system, reference may be made to the above definitions of the laboratory management method, which are not described in detail here. The various modules in the laboratory management system described above may be implemented in whole or in part by software, hardware, and combinations thereof. The modules can be embedded in a hardware form or independent from a processor in the computer device, and can also be stored in a memory in the computer device in a software form, so that the processor can call and execute operations corresponding to the modules.
In one embodiment, a computer device is provided, which may be a server, the internal structure of which may be as shown in fig. 3. The computer device includes a processor, a memory, a network interface, and a database connected by a system bus. Wherein the processor of the computer device is configured to provide computing and control capabilities. The memory of the computer device comprises a nonvolatile storage medium and an internal memory. The non-volatile storage medium stores an operating system, a computer program, and a database. The internal memory provides an environment for the operation of an operating system and computer programs in the non-volatile storage medium. The database of the computer device is used for storing parameter information data of a laboratory. The network interface of the computer device is used for communicating with an external terminal through a network connection. The computer program is executed by a processor to implement a laboratory management method.
Those skilled in the art will appreciate that the architecture shown in fig. 3 is merely a block diagram of some of the structures associated with the disclosed aspects and is not intended to limit the computing devices to which the disclosed aspects apply, as particular computing devices may include more or less components than those shown, or may combine certain components, or have a different arrangement of components.
In one embodiment, a computer device is provided, comprising a memory and a processor, the memory having a computer program stored therein, the processor implementing the following steps when executing the computer program:
acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
judging whether parameters in the current laboratory parameter information meet the parameter requirements or not by using the current laboratory parameter information;
and if the parameters in the current parameter information of the laboratory do not meet the parameter requirements, generating corresponding alarm prompts and/or prohibiting the detection of the specimen.
In one embodiment, the processor, when executing the computer program, further performs the steps of:
and if the instrument parameter does not meet the parameter requirement, generating an adjusting instruction to adjust the instrument parameter.
In one embodiment, the processor, when executing the computer program, further performs the steps of:
if the parameters in the current parameter information of the laboratory meet the parameter requirements, detecting the specimen to obtain a detection result;
judging whether the detection result is a crisis value or not;
and if the detection result is a crisis value, generating prompt information.
In one embodiment, the processor, when executing the computer program, further performs the steps of:
and generating a quality control chart according to the detection result and the current parameter information of the laboratory.
In one embodiment, the processor, when executing the computer program, further performs the steps of:
sending the current parameter information of the laboratory to a terminal;
and receiving a remote control instruction, and controlling the running state of the instrument according to the remote control instruction.
In one embodiment, a computer-readable storage medium is provided, having a computer program stored thereon, which when executed by a processor, performs the steps of:
acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
judging whether parameters in the current laboratory parameter information meet the parameter requirements or not by using the current laboratory parameter information;
and if the parameters in the current parameter information of the laboratory do not meet the parameter requirements, generating corresponding alarm prompts and/or prohibiting the detection of the specimen.
In one embodiment, the computer program when executed by the processor further performs the steps of:
and if the instrument parameter does not meet the parameter requirement, generating an adjusting instruction to adjust the instrument parameter.
In one embodiment, the computer program when executed by the processor further performs the steps of:
if the parameters in the current parameter information of the laboratory meet the parameter requirements, detecting the specimen to obtain a detection result;
judging whether the detection result is a crisis value or not;
and if the detection result is a crisis value, generating prompt information.
In one embodiment, the computer program when executed by the processor further performs the steps of:
and generating a quality control chart according to the detection result and the current parameter information of the laboratory.
In one embodiment, the computer program when executed by the processor further performs the steps of:
sending the current parameter information of the laboratory to a terminal;
and receiving a remote control instruction, and controlling the running state of the instrument according to the remote control instruction.
In one embodiment, the computer program when executed by the processor further performs the steps of:
it will be understood by those skilled in the art that all or part of the processes of the methods of the embodiments described above can be implemented by hardware instructions of a computer program, which can be stored in a non-volatile computer-readable storage medium, and when executed, can include the processes of the embodiments of the methods described above. Any reference to memory, storage, database, or other medium used in the embodiments provided herein may include non-volatile and/or volatile memory, among others. Non-volatile memory can include read-only memory (ROM), Programmable ROM (PROM), Electrically Programmable ROM (EPROM), Electrically Erasable Programmable ROM (EEPROM), or flash memory. Volatile memory can include Random Access Memory (RAM) or external cache memory. By way of illustration and not limitation, RAM is available in a variety of forms such as Static RAM (SRAM), Dynamic RAM (DRAM), Synchronous DRAM (SDRAM), Double Data Rate SDRAM (DDRSDRAM), Enhanced SDRAM (ESDRAM), Synchronous Link DRAM (SLDRAM), Rambus Direct RAM (RDRAM), direct bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM).
The technical features of the above embodiments can be arbitrarily combined, and for the sake of brevity, all possible combinations of the technical features in the above embodiments are not described, but should be considered as the scope of the present specification as long as there is no contradiction between the combinations of the technical features.
The above-mentioned embodiments only express several embodiments of the present application, and the description thereof is more specific and detailed, but not construed as limiting the scope of the invention. It should be noted that, for a person skilled in the art, several variations and modifications can be made without departing from the concept of the present application, which falls within the scope of protection of the present application. Therefore, the protection scope of the present patent shall be subject to the appended claims.
Claims (9)
1. A laboratory management method, characterized in that the method comprises:
acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
judging whether the environmental parameters and the instrument parameters in the laboratory parameter information meet the parameter requirements or not; and
if the environmental parameters and the instrument parameters in the current parameter information of the laboratory do not meet the parameter requirements, the detection of the specimen is forbidden;
wherein, in the event that the instrument parameter does not meet the parameter requirement, the method further comprises: generating an adjustment instruction to adjust the instrument parameter.
2. The method of claim 1, wherein the environmental parameter comprises at least one of dust data, electromagnetic interference data, radiation data, humidity data, power supply conditions, temperature data, noise data, and vibration level data.
3. The method of claim 1, wherein the instrument parameters include at least one of basic information, mobilization information, calibration log information, administrative maintenance information, commissioning maintenance log information, and equipment reporting data information.
4. The method of claim 1, further comprising the step of:
if the parameters in the current parameter information of the laboratory meet the parameter requirements, detecting the specimen to obtain a detection result;
judging whether the detection result is a crisis value or not;
and if the detection result is a crisis value, generating prompt information.
5. The method of claim 4,
and generating a quality control chart according to the detection result and the current parameter information of the laboratory.
6. The method of claim 1, further comprising:
sending the current parameter information of the laboratory to a terminal;
and receiving a remote control instruction, and controlling the running state of the instrument according to the remote control instruction.
7. A laboratory management system, characterized in that the system comprises:
the sample module is used for acquiring sample information of a sample, wherein the sample information comprises detection items and parameter requirements corresponding to the detection items;
the information module is used for acquiring current parameter information of a laboratory, wherein the current parameter information of the laboratory comprises environmental parameters and instrument parameters;
the judgment module is used for judging whether the environmental parameters and the instrument parameters in the current parameter information of the laboratory meet the parameter requirements or not; and
the alarm module is used for forbidding the detection of the specimen if the environmental parameters and the instrument parameters in the current parameter information of the laboratory do not meet the parameter requirements; and generating an adjusting instruction to adjust the instrument parameter under the condition that the instrument parameter does not meet the parameter requirement.
8. A computer device comprising a memory and a processor, the memory storing a computer program, wherein the processor implements the steps of the method of any one of claims 1 to 6 when executing the computer program.
9. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the steps of the method of any one of claims 1 to 6.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910485421.0A CN110211343B (en) | 2019-06-05 | 2019-06-05 | Laboratory management method, system, computer device and storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910485421.0A CN110211343B (en) | 2019-06-05 | 2019-06-05 | Laboratory management method, system, computer device and storage medium |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN110211343A CN110211343A (en) | 2019-09-06 |
| CN110211343B true CN110211343B (en) | 2021-04-02 |
Family
ID=67791029
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910485421.0A Active CN110211343B (en) | 2019-06-05 | 2019-06-05 | Laboratory management method, system, computer device and storage medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN110211343B (en) |
Families Citing this family (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111522269A (en) * | 2020-04-21 | 2020-08-11 | 腾讯科技（深圳）有限公司 | Experiment monitoring method and related device |
| CN112954058A (en) * | 2021-02-18 | 2021-06-11 | 常州市橙实医学检验实验室有限公司 | Control system and control method for mobile detection laboratory |
| CN114754813A (en) * | 2022-04-11 | 2022-07-15 | 津海威视技术(天津)有限公司 | Safety monitoring method, device, system and storage medium |
Family Cites Families (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2003260375A (en) * | 2002-03-12 | 2003-09-16 | Shimazu Rika Kikai Kk | Laboratory table with multi-display function |
| CN205228507U (en) * | 2015-07-30 | 2016-05-11 | 天津世未科技有限公司 | Indoor environment monitoring system |
| KR101730332B1 (en) * | 2015-08-24 | 2017-04-27 | 조성기 | Smart lab management system based on internet of things |
| KR101800361B1 (en) * | 2016-03-08 | 2017-11-22 | 한상육 | Hot line simulator for power distributor |
| CN206281152U (en) * | 2016-11-07 | 2017-06-27 | 苏州塞维索斯自动化设备有限公司 | A kind of factory's central air conditioner system electrical control cabinet |
| WO2018225776A1 (en) * | 2017-06-09 | 2018-12-13 | アライドテレシスホールディングス株式会社 | Monitoring system and detecting device |
| CN107179103A (en) * | 2017-07-10 | 2017-09-19 | 北京众清科技有限公司 | A kind of Indoor Environment Detection method and device |
| CN107704986A (en) * | 2017-08-11 | 2018-02-16 | 内蒙古蒙牛乳业（集团）股份有限公司 | The management method and system of Good Laboratory control |
| CN109426206A (en) * | 2017-08-22 | 2019-03-05 | 洛阳华清天木生物科技有限公司 | A kind of laboratory environment management system, device and method |
| CN108900803B (en) * | 2018-07-06 | 2021-01-12 | 鉴甄检测技术（上海）有限公司 | Monitoring method and system for submitted samples |
| CN109032088A (en) * | 2018-07-19 | 2018-12-18 | 深圳信息职业技术学院 | A kind of Laboratory safety management system |
-
2019
- 2019-06-05 CN CN201910485421.0A patent/CN110211343B/en active Active
Also Published As
| Publication number | Publication date |
|---|---|
| CN110211343A (en) | 2019-09-06 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN110211343B (en) | Laboratory management method, system, computer device and storage medium | |
| CN110262939B (en) | Algorithm model operation monitoring method, device, computer equipment and storage medium | |
| US20090024356A1 (en) | Determination of root cause(s) of symptoms using stochastic gradient descent | |
| CN101999101A (en) | Method for determining the operating forecast for a system | |
| CN113760670A (en) | Cable joint abnormity early warning method and device, electronic equipment and storage medium | |
| CA3013822C (en) | Detection of temperature sensor failure in turbine systems | |
| CN114341835A (en) | Gas monitoring system | |
| CN116863664A (en) | Real-time monitoring method and system for gas equipment | |
| CN115342937B (en) | Temperature anomaly detection method and device | |
| CN111257672A (en) | Line loss point inspection method and device, computer equipment and storage medium | |
| CN115222278A (en) | Intelligent inspection method and system for robot | |
| CN110045699A (en) | Data center's power manages system and method | |
| KR101405627B1 (en) | System and method for condition monitoring of nuclear power plant equipment for preventing shadow effect | |
| CN115659826A (en) | Server failure rate detection method and device, electronic equipment and storage medium | |
| CN115097070A (en) | Intelligent integrated management system and method for laboratory | |
| CN111141981B (en) | Line loss point inspection method and device, computer equipment and storage medium | |
| CN115147236A (en) | Processing method, processing device and electronic equipment | |
| CN113869373A (en) | Equipment abnormality detection method and device, computer equipment and storage medium | |
| CN110083470B (en) | Disk analysis method, apparatus and computer readable storage medium | |
| CN110865939A (en) | Application program quality monitoring method and device, computer equipment and storage medium | |
| CN110703083A (en) | Switch module switch life monitoring and recording method and system | |
| CN116186792B (en) | Real-time monitoring method and device for data security of water supply system | |
| CN115862834B (en) | Medical equipment operator energy consumption evaluation method and system and electronic equipment | |
| CN116798204B (en) | Security method, security device, security equipment and storage medium | |
| CN117405177B (en) | Cable tunnel harmful gas leakage early warning method, system, equipment and medium |
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 | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |