CN109810883A - A kind of solid state fermentation monitoring system - Google Patents

A kind of solid state fermentation monitoring system Download PDF

Info

Publication number
CN109810883A
CN109810883A CN201910255651.8A CN201910255651A CN109810883A CN 109810883 A CN109810883 A CN 109810883A CN 201910255651 A CN201910255651 A CN 201910255651A CN 109810883 A CN109810883 A CN 109810883A
Authority
CN
China
Prior art keywords
data
sensor
module
temperature
fermentation
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.)
Pending
Application number
CN201910255651.8A
Other languages
Chinese (zh)
Inventor
张君生
庄为
谢宇飞
刘明宝
李静
宋春芳
李臻峰
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.)
Jiangnan University
Original Assignee
Jiangnan University
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 Jiangnan University filed Critical Jiangnan University
Priority to CN201910255651.8A priority Critical patent/CN109810883A/en
Publication of CN109810883A publication Critical patent/CN109810883A/en
Pending legal-status Critical Current

Links

Landscapes

  • Apparatus Associated With Microorganisms And Enzymes (AREA)

Abstract

The invention discloses a kind of solid state fermentations to monitor system, is related to fermentation monitoring technical field, including data acquisition module, monitoring module, live display module and control module;Data acquisition module is connect with monitoring module, and monitoring module is connect with live display module and control module respectively;The Fermentation Data of fermentation materials in data collecting module collected jar fermenter, Fermentation Data include at least odor data, gas content data and temperature data;The monitoring module Fermentation Data that acquisition module acquires for receiving data, is sent to live display module for temperature data and shows, be also used to be analyzed and processed Fermentation Data, sends regulating command to control module according to analyzing and processing data;Control module is adjusted according to yeasting of the regulating command to jar fermenter.Fermentation monitoring efficiency is improved, ensure that fermented quality.

Description

A kind of solid state fermentation monitoring system
Technical field
The present invention relates to fermentation monitoring technical field, especially a kind of solid state fermentation monitors system.
Background technique
Fermentation process quality monitoring is an important ring for control of product quality, is to improve the new wine quality that produces to deposit with subsequent hierarchical Important evidence is stored up, white wine and vinegar produce and uses conventional solid-state zymotechnique more at present, and fermented grain is presently mainly with vinegar fermented grain monitoring By manually realizing in conjunction with chemical method.This method stability is low, and chemical monitoring process is cumbersome, time-consuming and laborious, effect Rate is lower.
Summary of the invention
The present invention regarding to the issue above and technical need, proposes a kind of solid state fermentation monitoring system.
Technical scheme is as follows:
A kind of solid state fermentation monitoring system, comprising: data acquisition module, monitoring module, live display module and control mould Block;The data acquisition module is connect with the monitoring module, the monitoring module respectively with the live display module and institute State control module connection;
The Fermentation Data of fermentation materials in the data collecting module collected jar fermenter, the Fermentation Data include at least gas Taste data, gas content data and temperature data;
The monitoring module is used to receive the Fermentation Data of the data collecting module collected, and the temperature data is sent It is shown to the live display module, is also used to be analyzed and processed the Fermentation Data, according to analyzing and processing data Regulating command is sent to the control module;
The control module is adjusted according to yeasting of the regulating command to jar fermenter.
Its further technical solution are as follows: the data acquisition module includes: the odor sensing positioned at jar fermenter head space layer Device, upper layer temperature sensor, upper layer oxygen sensor, upper layer carbon dioxide sensor positioned at jar fermenter upper layer are located at fermentation The middle layer temperature sensor in cylinder middle layer, positioned at the lower layer's temperature sensor, lower layer's oxygen sensor, lower layer's dioxy of jar fermenter lower layer Change carbon sensor, data collecting card;The data collecting card is connect with the monitoring module and each sensor respectively, Ge Gechuan The data-signal of sensor acquisition is converted to voltage signal through data collecting card and is transferred to the monitoring module;
The smell sensor is for acquiring head space layer C6-C20 odor compound data;
The upper layer temperature sensor, the middle layer temperature sensor, lower layer's temperature sensor are for acquiring fermentation Temperature data in cylinder;
The upper layer oxygen sensor, lower layer's oxygen sensor are used to detect the oxygen content in jar fermenter;
The upper layer carbon dioxide sensor, lower layer's carbon dioxide sensor are used to detect the titanium dioxide in jar fermenter Carbon content.
Its further technical solution are as follows: the model USB-6002 of the data collecting card is used for the upper layer temperature Spend sensor, the middle layer temperature sensor, lower layer's temperature sensor, the upper layer oxygen sensor, lower layer's oxygen The signal that gas sensor, the upper layer carbon dioxide sensor, lower layer's carbon dioxide sensor acquire is converted into 0 to 10V Voltage signal be transmitted to the monitoring module.
Its further technical solution are as follows: the model 4200zNose sensor of the smell sensor.
Its further technical solution are as follows: the scene display module includes workshop temperature display device, alarm sum number According to storage device;
The workshop temperature display device is connect with the monitoring module, for receiving from monitoring module transmission Temperature data simultaneously carries out real-time display;
The alarm is connect with the monitoring module, for issuing alarm signal in Fermentation Data exception;
The data storage device is connect with the monitoring module, the Fermentation Data for receiving the monitoring module It is stored, establishes database for optimizing critical-temperature and gas content value.
Its further technical solution are as follows: the control module includes oxygen controller and temperature controller;The oxygen Controller and the temperature controller are connect with the monitoring module;
The oxygen controller is for being adjusted the gas content in jar fermenter;
The temperature controller is for being adjusted the temperature in jar fermenter.
Its further technical solution are as follows: the oxygen controller includes air pump and gas solenoid valve.
Its further technical solution are as follows: the system of the monitoring module is LabVIEW system.
The method have the benefit that:
System, which is monitored, by solid state fermentation realizes jar fermenter material fermentation process status real time monitoring, the fermentation to jar fermenter Environment is adjusted, and on the one hand can reduce quality inspection workload when personal monitoring, improves and examines accuracy, is in material most Good environment improves production efficiency, on the other hand analyzes solid-state fermentation process for technical staff and provides real-time monitoring data, for grinding Study carefully the fermentating law of entire fermentation process, provides technical support to be further improved solid-state fermentation process.
Detailed description of the invention
Fig. 1 is the systematic schematic diagram of solid state fermentation monitoring system provided by one embodiment of the present invention.
Specific embodiment
The following further describes the specific embodiments of the present invention with reference to the drawings.
Fig. 1 is the systematic schematic diagram of solid state fermentation monitoring system provided by one embodiment of the present invention, as shown in Figure 1, should System may include: data acquisition module, monitoring module 2, live display module and control module;Data acquisition module and monitoring Module 2 connects, and monitoring module 2 is connect with live display module and control module respectively.
Optionally, monitoring module 2 is PC monitoring host computer, and the system of monitoring module 2 is LabVIEW system.
LabVIEW system program is installed in PC monitoring host computer.
LabVIEW system can show sensor detected value and the function of time with the detected value of three layers of sensor of real-time display, And temperature data is transferred to workshop display, detecting that smell, oxygen, carbon dioxide, temperature are more than the progress of critical value when Alarm.
The Fermentation Data of fermentation materials in data collecting module collected jar fermenter, Fermentation Data include at least odor data, Gas content data and temperature data.
Optionally, as shown in Figure 1, data acquisition module includes: the smell sensor 5 positioned at jar fermenter head space layer, it is located at Upper layer temperature sensor 9, upper layer oxygen sensor 8, the upper layer carbon dioxide sensor 7 on jar fermenter upper layer are located in jar fermenter The middle layer temperature sensor 10 of layer, positioned at the lower layer's temperature sensor 13, lower layer's oxygen sensor 12, lower layer two of jar fermenter lower layer Aoxidize carbon sensor 11, data collecting card;Data collecting card is connect with monitoring module 2 and each sensor respectively, each sensing The data-signal of device acquisition is converted to voltage signal through data collecting card and is transferred to monitoring module 2.Illustratively, each in Fig. 1 Sensor is connect with the first data collecting card 6, and the first data collecting card 6 is connect with control module 2, also, the first data acquire Card 6 is also connect with workshop temperature display device 3, and the voltage signal of conversion can be sent directly to vehicle by the first data collecting card 6 Between temperature indicating device 3 shown.
Optionally, the model PT100 of temperature sensor.
Optionally, the model XMT6058 of workshop temperature display device 3.
Optionally, the model HSTL-O2 of oxygen sensor, pick-up output area: 0-5V.
Optionally, the model HSTL-CO2 of carbon dioxide sensor, pick-up output area: 0-5V.
Data collecting card is used to receive the temperature and gas signal that temperature sensor and gas sensor are sent, and is converted to electricity Being transmitted to PC monitoring host computer after pressure signal makes temperature and gas content information obtain real-time display.
Optionally, the model USB-6002 of data collecting card, including real-time display function are used for upper layer temperature sensing Device 9, middle layer temperature sensor 10, lower layer's temperature sensor 13, upper layer oxygen sensor 8, lower layer's oxygen sensor 12, upper layer two The voltage signal that the signal that oxidation carbon sensor 7, lower layer's carbon dioxide sensor 11 acquire is converted into 0 to 10V is transmitted to monitoring Module 2.
Smell sensor 5 is for acquiring head space layer C6-C20 odor compound data.
Optionally, the model 4200zNose sensor of smell sensor 5,4200zNose sensor can be to C6-C20 Carbon compound carries out qualitative and quantitative analysis, and analysis uses MicroSense5.0 software.
Smell sensor 5 sends the C6-C20 volatile flavor substance of detection to PC monitoring host computer.
Upper layer temperature sensor 9, middle layer temperature sensor 10, lower layer's temperature sensor 13 are used to acquire the temperature in jar fermenter Degree evidence.
Upper layer oxygen sensor 8, lower layer's oxygen sensor 12 are used to detect the oxygen content in jar fermenter.
The carbon dioxide that upper layer carbon dioxide sensor 7, lower layer's carbon dioxide sensor 11 are used to detect in jar fermenter contains Amount.
Pass through upper layer oxygen sensor 8, lower layer's oxygen sensor 12, upper layer carbon dioxide sensor 7, lower layer's carbon dioxide These gas sensors of sensor 11 detect oxygen content, the carbon dioxide content of jar fermenter the upper and lower, keep away Exempt from jar fermenter or fermentation vat leaks air phenomenon.
By upper layer temperature sensor 9, middle layer temperature sensor 10, lower layer's temperature sensor 13 to jar fermenter or fermentation vat Three layers of temperature data of upper, middle and lower carry out ability processing, are used to carry out full temperature detection to material, when there are abnormal conditions in temperature can To carry out timely early warning and adjusting processing.
By smell sensor 5 to odiferous information acquisition process at the top of jar fermenter, for the acidity to material fermentation, wine degree And other compounds contents are predicted.
The Fermentation Data that acquisition module acquires for receiving data of monitoring module 2, is sent to live display for temperature data Module is shown, is also used to be analyzed and processed Fermentation Data, is sent and is adjusted to control module according to analyzing and processing data Instruction.
Optionally, live display module includes workshop temperature display device 3, alarm 4 and data storage device.
Workshop temperature display device 3 is connect with monitoring module 2, for receiving the temperature data sent from monitoring module 2 And carry out real-time display.
Optionally, workshop temperature display device 3 can also receive the gas data of the transmission of monitoring module 2, for example oxygen contains Amount, carbon dioxide content, and carry out real-time display.
Alarm 4 is connect with monitoring module 2, for issuing alarm signal in Fermentation Data exception.
In practical applications, the critical value that can preset or determine according to monitoring data Fermentation Data, will in real-time monitoring The data of acquisition are compared with critical value, issue alarm signal when temperature or oxygen content are more than critical value.Alarm 4 with PC monitoring host computer connection, when PC monitoring host computer monitors temperature or gas data more than corresponding function of time given threshold When, PC monitoring host computer issues control signal control alarm 4 and sounds an alarm.
Data storage device is connect with monitoring module 2, and the Fermentation Data for receiving monitoring module 2 stores, Database is established for optimizing critical-temperature and gas content value.Although not shown in the figure data storage device, in practical application In, data storage device can be independent storage equipment, be also possible to the memory of PC monitoring host computer.
Control module is adjusted according to yeasting of the regulating command to jar fermenter.The connection control of PC monitoring host computer system Module, PC monitoring host computer can send regulating command to control module, for adjust in jar fermenter or fermentation vat oxygen content and Temperature value.
Optionally, control module includes oxygen controller and temperature controller;Oxygen controller and temperature controller with Monitoring module 2 connects.
Oxygen controller is for being adjusted the gas content in jar fermenter, to adjust micro- life in jar fermenter or fermentation vat Object improves production efficiency.
Optionally, oxygen controller includes air pump and gas solenoid valve.
Oxygen controller is connect with PC monitoring host computer, is received the control instruction from LabVIEW program, is conveyed by air pump Gas, gas solenoid valve adjust the oxygen for entering jar fermenter or fermentation vat after receiving control instruction, contain to oxygen in yeasting Amount is adjusted, to adjust the reproductive status of microorganism, improves production efficiency.
Temperature controller makes fermentation materials reach optimum fermentation temp for the temperature in jar fermenter to be adjusted.
Illustratively, monitoring module 2 is also connect with the second data collecting card 1 in Fig. 1, the second data collecting card 1 and temperature Controller connection, monitoring module 2 send control signal to the second data collecting card 1 according to data analysis result, and the second data are adopted Truck 1 is sent to temperature controller after controlling signal conversion, and temperature controller is according to control signal to the temperature in jar fermenter It is adjusted.It is provided with three layers of temperature controller of upper, middle and lower in Fig. 1, receives the control instruction from LabVIEW program to fermentation Three layers of temperature of cylinder or fermentation vat upper, middle and lower are controlled, and three layers of temperature of upper, middle and lower are separately adjustable to make temperature reach best fermentation item Part.
PC monitoring host computer receives temperature, oxygen, carbon dioxide and C6-C20 olfactory signal, C6-C20 odor data, oxygen Content, carbon dioxide content, temperature data pass through Partial Least Squares dimensionality reduction, and data are using Partial Least Squares to object after dimensionality reduction The compounds contents such as material acidity, wine degree and ethyl acetate, vinegar father-in-law, butyl hexanoate are fitted, and are realized and are utilized smell sensor pair Material acidity, wine degree and coherent detection compounds content are predicted.
When solid state fermentation monitoring system in Fig. 1 works, the zNose smell sensor of jar fermenter or fermentation vat head space layer will C6-C20 odiferous information is transmitted to PC monitoring host computer, and each sensor is by the temperature of acquisition, oxygen content, carbon dioxide content number It is transmitted to PC monitoring host computer according to by data collecting card, PC monitoring host computer carries out the temperature of acquisition, gas content, olfactory signal Analysis processing, while temperature data is transferred in workshop temperature display device and carries out real-time display by PC monitoring host computer, will acquire Temperature data and oxygen content data storage to database, and monitor value and critical value are carried out analysis ratio by PC monitoring host computer It is right, it is sounded an alarm if monitor value is more than critical value or material is abnormal, issues and instruct to control module, to jar fermenter or fermentation vat Interior temperature or oxygen content, which is adjusted, makes material local environment reach optimum state.Solid state fermentation monitors system and uses three layers Acquisition mode can simultaneously be acquired three layers of material state data of jar fermenter or fermentation vat upper, middle and lower, system test speed Degree is fast, and when smell sensor identifies smell is evaluated with human sensory and is closer to, while repeated multiple times can carry out It examines, can effectively improve checkability and accuracy.When monitoring, material detection data be passed in monitoring host computer program into Row analysis processing, material local environment state deviation is adjusted after processing.Monitoring system by solid state fermentation not only can be with Reinforce the monitoring frequency, improve and examine accuracy, and the workload of quality inspection Yu sensory evaluation personnel can be reduced, for fermentation monitoring Reliable technical support is provided, control fermentation local environment guarantees optimal conditions of fermentation, improves production efficiency.
In addition, PC monitoring host computer is communicatively coupled by USB interface and data acquisition module, on PC monitoring host computer LabVIEW monitor system software includes three layer data collecting parts, Data Management Analysis part, display, alarm and storage section.
Jar fermenter or fermentation vat upper, middle and lower three may be implemented in the solid state fermentation monitoring system provided in the embodiment of the present invention Layer monitoring, can analyze C6-C20 substance using smell sensor, analyze instead of sensory expert smell With evaluation, multiple jar fermenters or fermentation vat can be monitored in real time simultaneously, and yeastiness can be analyzed, to history number According to being stored, quality inspection intensity of workers is reduced, improves checkability, control module passes through temperature controller and oxygen The adjusting of temperature and oxygen content to jar fermenter or fermentation vat may be implemented in controller.
Above-described is only preferred embodiments of the invention, and present invention is not limited to the above embodiments.It is appreciated that this The other improvements and change that field technical staff directly exports or associates without departing from the spirit and concept in the present invention Change, is considered as being included within protection scope of the present invention.

Claims (8)

1. a kind of solid state fermentation monitors system characterized by comprising data acquisition module, monitoring module, live display module And control module;The data acquisition module is connect with the monitoring module, and the monitoring module is shown with the scene respectively Module is connected with the control module;
The Fermentation Data of fermentation materials in the data collecting module collected jar fermenter, the Fermentation Data include at least smell number According to, gas content data and temperature data;
The monitoring module is used to receive the Fermentation Data of the data collecting module collected, and the temperature data is sent to institute It states live display module to be shown, is also used to be analyzed and processed the Fermentation Data, according to analyzing and processing data to institute It states control module and sends regulating command;
The control module is adjusted according to yeasting of the regulating command to jar fermenter.
2. solid state fermentation according to claim 1 monitors system, which is characterized in that the data acquisition module includes: position Upper layer temperature sensor, upper layer oxygen sensor, upper layer in the smell sensor of jar fermenter head space layer, positioned at jar fermenter upper layer Carbon dioxide sensor, the middle layer temperature sensor positioned at jar fermenter middle layer, positioned at jar fermenter lower layer lower layer's temperature sensor, Lower layer's oxygen sensor, lower layer's carbon dioxide sensor, data collecting card;The data collecting card respectively with the monitoring module Connected with each sensor, the data-signal of each sensor acquisition through data collecting card be converted to voltage signal be transferred to it is described Monitoring module;
The smell sensor is for acquiring head space layer C6-C20 odor compound data;
The upper layer temperature sensor, the middle layer temperature sensor, lower layer's temperature sensor are for acquiring in jar fermenter Temperature data;
The upper layer oxygen sensor, lower layer's oxygen sensor are used to detect the oxygen content in jar fermenter;
The carbon dioxide that the upper layer carbon dioxide sensor, lower layer's carbon dioxide sensor are used to detect in jar fermenter contains Amount.
3. solid state fermentation according to claim 2 monitors system, which is characterized in that the model of the data collecting card USB-6002, for by the upper layer temperature sensor, the middle layer temperature sensor, lower layer's temperature sensor, described Upper layer oxygen sensor, lower layer's oxygen sensor, the upper layer carbon dioxide sensor, lower layer's carbon dioxide sensing The voltage signal that the signal of device acquisition is converted into 0 to 10V is transmitted to the monitoring module.
4. solid state fermentation according to claim 2 monitors system, which is characterized in that the model of the smell sensor 4200zNose sensor.
5. solid state fermentation according to claim 1 monitors system, which is characterized in that the scene display module includes workshop Temperature indicating device, alarm and data storage device;
The workshop temperature display device is connect with the monitoring module, for receiving the temperature sent from the monitoring module Data simultaneously carry out real-time display;
The alarm is connect with the monitoring module, for issuing alarm signal in Fermentation Data exception;
The data storage device is connect with the monitoring module, and the Fermentation Data for receiving the monitoring module carries out Storage establishes database for optimizing critical-temperature and gas content value.
6. solid state fermentation according to claim 1 monitors system, which is characterized in that the control module includes Oxygen control Device and temperature controller;The oxygen controller and the temperature controller are connect with the monitoring module;
The oxygen controller is for being adjusted the gas content in jar fermenter;
The temperature controller is for being adjusted the temperature in jar fermenter.
7. solid state fermentation according to claim 6 monitors system, which is characterized in that the oxygen controller include air pump and Gas solenoid valve.
8. solid state fermentation according to any one of claims 1 to 7 monitors system, which is characterized in that the monitoring module is System is LabVIEW system.
CN201910255651.8A 2019-04-01 2019-04-01 A kind of solid state fermentation monitoring system Pending CN109810883A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910255651.8A CN109810883A (en) 2019-04-01 2019-04-01 A kind of solid state fermentation monitoring system

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910255651.8A CN109810883A (en) 2019-04-01 2019-04-01 A kind of solid state fermentation monitoring system

Publications (1)

Publication Number Publication Date
CN109810883A true CN109810883A (en) 2019-05-28

Family

ID=66611080

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910255651.8A Pending CN109810883A (en) 2019-04-01 2019-04-01 A kind of solid state fermentation monitoring system

Country Status (1)

Country Link
CN (1) CN109810883A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113817598A (en) * 2021-11-23 2021-12-21 济宁市中蒜网络科技有限公司 Remote detection method and system for parameter abnormity of bio-pharmaceutical fermentation production line
CN113916283A (en) * 2021-09-08 2022-01-11 四川轻化工大学 Informationized online monitoring system and method for white spirit brewing process

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105739458A (en) * 2014-12-12 2016-07-06 西安越度机电科技有限公司 Biogas fermentation monitoring system
CN206051993U (en) * 2016-09-18 2017-03-29 江苏恒顺醋业股份有限公司 The oxygen concentration real-time monitoring system of vinegar solid state fermentation equipment
CN206515718U (en) * 2017-01-16 2017-09-22 成都兆丰斯诺科技有限公司 A kind of fruit vinegar fermentation control system
CN109497194A (en) * 2018-10-29 2019-03-22 江苏大学 A kind of fermented tea intelligence process for solid state fermentation

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105739458A (en) * 2014-12-12 2016-07-06 西安越度机电科技有限公司 Biogas fermentation monitoring system
CN206051993U (en) * 2016-09-18 2017-03-29 江苏恒顺醋业股份有限公司 The oxygen concentration real-time monitoring system of vinegar solid state fermentation equipment
CN206515718U (en) * 2017-01-16 2017-09-22 成都兆丰斯诺科技有限公司 A kind of fruit vinegar fermentation control system
CN109497194A (en) * 2018-10-29 2019-03-22 江苏大学 A kind of fermented tea intelligence process for solid state fermentation

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
王金辉;: "便携式气相色谱仪在环境应急监测中的应用解析", 中国新技术新产品, no. 13, 10 July 2016 (2016-07-10) *
陈璐;刘畅;康涛;TEONG LIM;唐永明;徐萌;惠宏襄;: "呼出气体中部分可挥发性有机物用于诊断肺癌的预测模型", 肿瘤, no. 04, 25 April 2015 (2015-04-25) *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113916283A (en) * 2021-09-08 2022-01-11 四川轻化工大学 Informationized online monitoring system and method for white spirit brewing process
CN113817598A (en) * 2021-11-23 2021-12-21 济宁市中蒜网络科技有限公司 Remote detection method and system for parameter abnormity of bio-pharmaceutical fermentation production line

Similar Documents

Publication Publication Date Title
CN110133202A (en) A kind of method and device of the food materials monitoring freshness of intelligent kitchen
US10152879B2 (en) Method, apparatus, and system for monitoring manufacturing equipment
CN109810883A (en) A kind of solid state fermentation monitoring system
US20020022260A1 (en) Apparatus for operating fermentation
CN109187553B (en) On-line intelligent identification method for deteriorated eggs based on machine vision
CN102495320A (en) Dynamic monitoring system and on-line monitoring method of transformer operation exception
CN201392319Y (en) Meat online lossless detecting device based on the combination of images and spectrum information
Alves-Rausch et al. Real time in-line monitoring of large scale Bacillus fermentations with near-infrared spectroscopy
CN115876258B (en) Livestock and poultry breeding environment abnormity monitoring and alarming system based on multi-source data
CA2866899A1 (en) Method and system for detection of microbial growth in a specimen container
CN110208028B (en) Online fault detection method and system for concrete production equipment based on dust concentration
CN110530144B (en) Intelligent drying method based on online detection technology
CN206256041U (en) Brewing fermentation monitor control system in a kind of tank
CN115582637B (en) Automatic detection system for laser cutting leakage process
CN116700183A (en) Method for monitoring production of filled milk and management system
US20240069499A1 (en) Device assembly and method for controlling an integrated continuous pharmaceutical or biopharmaceutical manufacturing process
CN111522860B (en) Water quality early warning analysis method and system based on biological behaviors
CN111061206B (en) Quality inspection operation remote monitoring early warning system
KR20220103118A (en) Method and device assembly for predicting parameters of bioprocess based on Raman spectroscopy, and method and device assembly for bioprocess control
CN113110265A (en) Fermentation environment adjusting method for biochemical industry by adopting Internet of things
CN105278584A (en) Monitoring method of cotton warehouse
US20240076605A1 (en) Method in bioprocess purification system
CN107607173A (en) Feed bin inventory deposit system
CN109855690A (en) A kind of solid state fermentation monitoring device
WO2021106328A1 (en) Plant operation support system

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