CN107603877A - It is a kind of to prepare environment for stem cell there is the high-precision temperature control system of temperature prediction - Google Patents

It is a kind of to prepare environment for stem cell there is the high-precision temperature control system of temperature prediction Download PDF

Info

Publication number
CN107603877A
CN107603877A CN201710708126.8A CN201710708126A CN107603877A CN 107603877 A CN107603877 A CN 107603877A CN 201710708126 A CN201710708126 A CN 201710708126A CN 107603877 A CN107603877 A CN 107603877A
Authority
CN
China
Prior art keywords
temperature
environment
stem cell
precision
control system
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.)
Granted
Application number
CN201710708126.8A
Other languages
Chinese (zh)
Other versions
CN107603877B (en
Inventor
赵翔
熊华强
胡小东
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.)
Chongqing Sidemu Biological Technology Co Ltd
Original Assignee
Chongqing Sidemu Biological Technology Co Ltd
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 Chongqing Sidemu Biological Technology Co Ltd filed Critical Chongqing Sidemu Biological Technology Co Ltd
Priority to CN201710708126.8A priority Critical patent/CN107603877B/en
Publication of CN107603877A publication Critical patent/CN107603877A/en
Application granted granted Critical
Publication of CN107603877B publication Critical patent/CN107603877B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Abstract

It is a kind of to prepare environment for stem cell there is the high-precision temperature control system of temperature prediction, the invention provides a kind of temperature predicting method, including obtain in real time and storage environment temperature information and acquisition time, prediction stem cell prepare variation of ambient temperature trend;Additionally provide a kind of high-precision temperature adjusting method, including obtain stem cell prepare variation of ambient temperature trend, finely tune environment temperature in advance, detection obtains stem cell and prepares variation of ambient temperature trend and finely tuning environment temperature in advance until variation tendency is less than given threshold value;Present invention also offers preparing environment for stem cell there is the high-precision temperature control system of temperature prediction, it is made up of temperature sensor, memory, central controller, thermoregulator.

Description

It is a kind of to prepare environment for stem cell there is the high-precision temperature control system of temperature prediction
Technical field
The present invention relates to temperature control system, and in particular to a kind of high-precision temperature control system that environment is prepared for stem cell.
Background technology
Prepared by stem cell is a precision, careful work, and its stem cell prepares environment to environment cleanliness, humidity, temperature Relatively it is strict with Deng having, existing general temperature control system is adjusted by temperature error, lacks the look-ahead to environment so that Temperature adjustment vibration is larger, and precision and stability is relatively low, is unfavorable for the preparation of stem cell.It is to solve the above problems, of the invention Devise and a kind of prepare environment for stem cell there is the high-precision temperature control system of temperature prediction.
The content of the invention
Present invention aims at provide a kind of high precision temperature control for being used for stem cell and preparing environment and possessing temperature prediction function System.
The present invention is achieved through the following technical solutions:
A kind of temperature predicting method, comprises the following steps:Acquisition stem cell preparation ambient temperature information, storage are dry thin in real time Born of the same parents prepare environment temperature and acquisition time stamp information, prediction stem cell prepare variation of ambient temperature trend.
The stem cell of acquisition prepares ambient temperature information c and timestamp information t, and [t, c] form is stored with data, According to target, temperature changing trend (following 10s) is accurately estimated, choose the historical data within 20s, consider to get over from current time Closely, it is bigger to predicted temperature variation tendency precision improvement, conversely, more remote historical temperature record is estimated the transient change of temperature Help it is smaller, it is beneficial to the general morphologictrend of temperature.So following the principle more intensive from the nearlyer sampled point of current time, press Historical data is chosen according to equation below:
In above formula, i represents to choose historical data point number, tiTo choose i-th of data time information, t0For current time. It can be obtained according to above formula, the historical data point one of selection shares 32 points (including current time).For choosing 32 pairs of dataMatched using 31 rank multinomials, expression formula is as follows:
In formula, ajFor polynomial parameters.
The multinomial completed using matching is predicted to temperature, stabbed according to input time (certain moment after current time stamp, Within 10s), export prediction resultCurrent time rate of changeWhenWhen, temperature drop is in rising trend;WhenWhen, temperature will be on a declining curve.
A kind of high-precision temperature adjusting method, it comprises the following steps:Acquisition stem cell preparation variation of ambient temperature trend, Environment temperature is finely tuned in advance, detection obtains stem cell and prepares variation of ambient temperature trend until variation tendency is less than given thresholding Value.
Stem cell is obtained using temperature predicting method and prepares environment temperature real-time change trendAnd predicted temperatureIt is false It is scheduled on moment t0+ Δ t target temperature isThen error is:
As Δ > 0, predicted temperature is higher than target temperature, and system needs to cool;
As Δ < 0, predicted temperature is less than target temperature, and system needs to heat up.
Consider error delta and variation tendencyFollowing situation is divided to be finely adjusted environment temperature:
Situation one:If Δ=0, to environment without any processing, environment temperature is detected in real time and predicts environment Temperature and variation tendency;
Situation two:If Δ > 0 andCooling processing then is carried out to environment, in real time environment temperature detect and pre- Survey environment temperature and variation tendency;
Situation three:If Δ > 0 andTo environment without any processing, in real time environment temperature detect and pre- Survey environment temperature and variation tendency;
Situation four:If Δ < 0 andHeating treatment is carried out to environment, environment temperature is detected and predicted in real time Environment temperature and variation tendency;
Situation five:If Δ < 0 andTo environment without any processing, in real time environment temperature detect and pre- Survey environment temperature and variation tendency;
It is finely adjusted according to new environmental forecasting temperature, error and variation tendency to environment, to Δ=0 and variation tendency Less than threshold value.
Prepare environment present invention also offers a kind of for stem cell there is the high-precision temperature control system of temperature prediction, wrap Include:
Temperature sensor, environment temperature and timestamp information are prepared for monitoring stem cell in real time.
Memory, for storage temperature Sensor monitoring historical temperature information and correspondent time information.
Central controller, using memory stores data, sent out according to temperature predicting method and high-precision temperature adjusting method Go out temperature adjustment instructions.
Thermoregulator, the temperature adjustment instructions that central controller is sent are received, environment temperature is finely adjusted.
Compared with being currently used for stem cell and preparing the temperature control system of environment, the present invention has the advantages that:
The present invention use long-time historical data, and follow the time it is nearer change more phase approximately principle selection forecast sample to compared with Temperature is predicted in the nearly time, can obtain very high temperature prediction precision;
The present invention is finely adjusted and controlled to temperature in advance according to prediction result and variation tendency so that temperature keeps and adjusted Shake smaller during section, there is more preferable stability and precision compared to traditional temperature error regulating system.
Brief description of the drawings
The present invention is further described with reference to the accompanying drawings and examples:
Fig. 1 prepares environment for the present invention for stem cell has the high-precision temperature control system structure chart of temperature prediction.
Fig. 2 is that high-precision temperature of the present invention adjusts strategic process figure.
Embodiment
The present invention is specifically described below by embodiment, it is necessary to it is pointed out here that be that following examples are only used It is further described in the present invention, it is impossible to be interpreted as limiting the scope of the invention, person skilled in art can So that some nonessential modifications and adaptations are made to the present invention according to the invention described above content.
As shown in Figure 1 a kind of prepares environment for stem cell has the high-precision temperature control system of temperature prediction, dry thin Born of the same parents prepare multiple collection points in environment and set temperature sensor, and according to cycle 1ms, 0.01 degree of precision enters trip temperature prison to environment Survey, monitoring temperature and timestamp information are transmitted to memory;
Memory receives monitoring temperature and the timestamp information that all temperature sensors are sent, and to identical time stamp information Monitoring temperature carry out average merging, form is stored according to data;
Central controller is using 1s as the cycle, according to temperature predicting method, according to the time bigger principle of nearlyer correlation, by depositing Reservoir reads 32 pairs of historical datas within 20s, carries out matching predicted temperature change curve using 31 rank multinomials, predicts future Temperature within 10sAnd Current Temperatures rate of changeCombined high precision temperature control method, calculate temperature and miss DifferenceAnd send temperature adjustment instructions according to high-precision temperature as shown in Figure 2 regulation strategy;
Multiple temperature adjustment points set thermoregulator in stem cell prepares environment, uniformly receive central controller temperature Regulating command is spent, and environment temperature is finely adjusted according to temperature adjustment instructions.

Claims (7)

  1. A kind of 1. temperature predicting method, it is characterised in that:
    Stem cell is obtained in real time and prepares ambient temperature information, storage stem cell preparation environment temperature and acquisition time stamp information, in advance Survey stem cell and prepare variation of ambient temperature trend;
    It is described to obtain stem cell preparation ambient temperature information in real time, obtain stem cell environment temperature information using multiple collection points and ask Mean Method prepares ambient temperature information as stem cell is obtained, and temperature accuracy is 0.01 degree;
    The storage stem cell prepares environment temperature and acquisition time stamp information, temperature acquisition and storage cycle 1ms, using data [t, c] form is stored;
    The prediction stem cell prepares variation of ambient temperature trend, uses rule
    32 pairs of historical datas are as forecast sample within selection 20s, and use 31 rank multinomialsForecast sample is entered Row fitting, obtains temperature variation curve, you can temperature after prediction time ΔtAnd Current Temperatures Rate of change
    The Current Temperatures rate of changeWhenWhen, temperature drop is in rising trend;WhenWhen, temperature will become in decline Gesture.
  2. A kind of 2. high-precision temperature adjusting method based on temperature predicting method as claimed in claim 1, it is characterised in that:
    Stem cell is obtained to prepare variation of ambient temperature trend, finely tune environment temperature in advance, detect again and obtain stem cell and prepare environment Temperature changing trend is simultaneously finely tuned;
    It is by described temperature predicting method that the acquisition stem cell, which prepares variation of ambient temperature trend, obtains Current Temperatures change RateAnd predicted temperature
    It is described to finely tune environment temperature, calculation error in advanceTemperature is entered using high-precision temperature regulation strategy Row regulation;
    The high-precision temperature adjusts strategy:
    Situation one:If Δ=0, to environment without any processing, environment temperature is detected in real time and predicts environment temperature And variation tendency;
    Situation two:If Δ > 0 andCooling processing then is carried out to environment, to environment temperature detect simultaneously prediction loop in real time Border temperature and variation tendency;
    Situation three:If Δ > 0 andTo environment without any processing, to environment temperature detect simultaneously prediction loop in real time Border temperature and variation tendency;
    Situation four:If Δ < 0 andHeating treatment is carried out to environment, environment temperature is detected in real time and predicts environment Temperature and variation tendency;
    Situation five:If Δ < 0 andTo environment without any processing, to environment temperature detect simultaneously prediction loop in real time Border temperature and variation tendency.
  3. A kind of 3. high-precision temperature control system based on high-precision temperature adjusting method as claimed in claim 2, it is characterised in that:
    Described high-precision temperature control system is made up of temperature sensor, memory, central controller, thermoregulator;
    The temperature sensor, environment temperature and timestamp information are prepared for monitoring stem cell in real time;
    The memory, for storage temperature Sensor monitoring historical temperature information and correspondent time to be believed in the form of by data Breath;
    The central controller, memory stores data is read, sent out according to temperature predicting method and high-precision temperature adjusting method Go out temperature adjustment instructions, containing being heated up to temperature or the operational order that cools;
    The thermoregulator, the temperature adjustment instructions that central controller is sent are received, and according to temperature adjustment instructions to environment Temperature is finely adjusted.
  4. 4. high-precision temperature control system as claimed in claim 3, it is characterised in that:Described temperature sensor detection temperature precision For 0.01 degree, the monitoring time cycle is 1ms.
  5. 5. high-precision temperature control system as claimed in claim 3, it is characterised in that:The central controller temperature prediction and temperature It is 1s that regulating command, which sends the time cycle,.
  6. 6. high-precision temperature control system as claimed in claim 3, it is characterised in that:The temperature sensor is located at respectively to be multiple Stem cell prepares environment different acquisition point, and the memory carries out average merging to multiple monitors temperatures and deposited Storage.
  7. 7. high-precision temperature control system as claimed in claim 3, it is characterised in that:The thermoregulator is arranged on stem cell system The multiple temperature adjustment points of standby environment, the unified temperature adjustment instructions for receiving central controller and sending, according to temperature adjustment instructions pair Environment temperature is finely adjusted.
CN201710708126.8A 2017-08-17 2017-08-17 High-precision temperature control system with temperature prediction function for stem cell preparation environment Active CN107603877B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710708126.8A CN107603877B (en) 2017-08-17 2017-08-17 High-precision temperature control system with temperature prediction function for stem cell preparation environment

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710708126.8A CN107603877B (en) 2017-08-17 2017-08-17 High-precision temperature control system with temperature prediction function for stem cell preparation environment

Publications (2)

Publication Number Publication Date
CN107603877A true CN107603877A (en) 2018-01-19
CN107603877B CN107603877B (en) 2020-05-08

Family

ID=61065183

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710708126.8A Active CN107603877B (en) 2017-08-17 2017-08-17 High-precision temperature control system with temperature prediction function for stem cell preparation environment

Country Status (1)

Country Link
CN (1) CN107603877B (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110129198A (en) * 2019-05-15 2019-08-16 林伟阳 A kind of stem cell neural network based culture simulated environment data monitoring and prediction embedded subsystem
CN110399998A (en) * 2018-04-24 2019-11-01 沃司科技股份有限公司 Cold Chain Logistics early warning system and its method
CN117407728A (en) * 2023-12-15 2024-01-16 湖南南华生物技术有限公司 Storage environment real-time monitoring method and system for stem cells

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN202286005U (en) * 2011-10-09 2012-07-04 协和干细胞基因工程有限公司 Stem cell storage tank with liquid level and temperature monitoring devices
CN205473815U (en) * 2015-12-31 2016-08-17 深圳市第二人民医院 Stem cell strorage device

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN202286005U (en) * 2011-10-09 2012-07-04 协和干细胞基因工程有限公司 Stem cell storage tank with liquid level and temperature monitoring devices
CN205473815U (en) * 2015-12-31 2016-08-17 深圳市第二人民医院 Stem cell strorage device

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
YUNLONG MA 等: "CSCBTM: China Stem Cell Bank Information", 《2010 SECOND WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS》 *

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110399998A (en) * 2018-04-24 2019-11-01 沃司科技股份有限公司 Cold Chain Logistics early warning system and its method
CN110129198A (en) * 2019-05-15 2019-08-16 林伟阳 A kind of stem cell neural network based culture simulated environment data monitoring and prediction embedded subsystem
CN117407728A (en) * 2023-12-15 2024-01-16 湖南南华生物技术有限公司 Storage environment real-time monitoring method and system for stem cells
CN117407728B (en) * 2023-12-15 2024-03-15 湖南南华生物技术有限公司 Storage environment real-time monitoring method and system for stem cells

Also Published As

Publication number Publication date
CN107603877B (en) 2020-05-08

Similar Documents

Publication Publication Date Title
CN107603877A (en) It is a kind of to prepare environment for stem cell there is the high-precision temperature control system of temperature prediction
CN101551595B (en) Temperature control method for projection objective of photoetching machine
Ren et al. Model-free adaptive iterative learning control method for the czochralski silicon monocrystalline batch process
US20130336185A1 (en) Apparatus and method for recharge-triggered wake-up for power management in wireless sensor networks
EP3575718A1 (en) Using surface heat flux measurement to monitor and control a freeze drying process
CN116518640B (en) Refrigerator control method, system and equipment
Zhang et al. Fault detection based on modified kernel semi-supervised locally linear embedding
US10061365B2 (en) Temperature prediction system using prediction models, temperature prediction method using prediction models, and non-transitory computer readable recording medium having therein program for temperature prediction using prediction models
CN108214087A (en) The temperature estimation method of lathe and thermal displacement correction method
CN108873966A (en) A kind of temperature control equipment and control method
CN101879378B (en) Internal thermally coupled distillation column (ITCDIC) temperature nonlinear observing system and method
Zhao et al. Stepped generalized predictive control of test tank temperature based on backpropagation neural network
CN107392393B (en) Stem cell transportation remote system with environment prediction and automatic adjustment functions
CN103063228A (en) Gyroscope static calibration method
CN109407717A (en) A kind of temperature controller based on Adaptive Fuzzy PID
JP2015118505A (en) Controller system
KR102504381B1 (en) Smart farm data processing system and smart farm data processing method
CN115730734B (en) Production line and equipment prediction method based on migration component regression
JP6371612B2 (en) PID controller and data collection method
Ren et al. Data-driven and mechanism-based hybrid model for semiconductor silicon monocrystalline quality prediction in the czochralski process
CN202887026U (en) Automatic high frequency furnace heating control system
CN115332649A (en) Battery temperature control management method, device, equipment and readable storage medium
Mingxia et al. Design of temperature and humidity control system in agricultural greenhouse based on single neuron PID
CN112229540B (en) Information acquisition method, device and equipment
Li et al. Design and implementation of building structure monitoring system based on radio frequency identification (RFID)

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
CB03 Change of inventor or designer information
CB03 Change of inventor or designer information

Inventor after: Xiong Huaqiang

Inventor after: Hu Xiaodong

Inventor before: Zhao Xiang

Inventor before: Xiong Huaqiang

Inventor before: Hu Xiaodong