CN108568018A - A kind of intelligent controlling device and control method of target blood oxygen saturation - Google Patents
A kind of intelligent controlling device and control method of target blood oxygen saturation Download PDFInfo
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- CN108568018A CN108568018A CN201810222534.7A CN201810222534A CN108568018A CN 108568018 A CN108568018 A CN 108568018A CN 201810222534 A CN201810222534 A CN 201810222534A CN 108568018 A CN108568018 A CN 108568018A
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- oxygen
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M16/00—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M16/00—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes
- A61M16/0003—Accessories therefor, e.g. sensors, vibrators, negative pressure
- A61M2016/003—Accessories therefor, e.g. sensors, vibrators, negative pressure with a flowmeter
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2205/00—General characteristics of the apparatus
- A61M2205/33—Controlling, regulating or measuring
- A61M2205/3331—Pressure; Flow
- A61M2205/3334—Measuring or controlling the flow rate
Abstract
The present invention proposes a kind of intelligent controlling device and control method of target blood oxygen saturation, is mainly made of system control module, oxygen saturation monitor module, flow control valve, flow measurement module, human-computer interaction interface, communication module and control algolithm;The beneficial effects of the invention are as follows:Different patient set target blood oxygen levels targets or blood oxygen control range are directed in process of oxygen therapy, system control module intervenes adjustment oxygen output flow according to control algolithm automatically, by patient's blood oxygen stability contorting in the target blood oxygen levels target or blood oxygen control range of setting, validity and the safety of oxygen therapy are improved.
Description
Technical field
The present invention relates to a kind of intelligent controlling devices and control method of target blood oxygen saturation, make when belonging to oxygen inhalation therapy
Medical instrument.
Background technology
Oxygen inhalation therapy(Referred to as " oxygen therapy ")It is one of the most commonly used rescue of hospital or treatment means, the purpose is to by giving
Patient's oxygen uptake improves the blood oxygen saturation of patient and is stably held in reasonable interval, and oxygen closes not caused by correcting a variety of causes
Normal condition maintains body vital movement.Country's oxygen therapy is substantially at a kind of state without ready patterns to follow, or even most medical cares at present
Personnel are also considered as that oxygen therapy is useful and harmless, and more therapeutic effects that oxygen is given are better, in clinical practice in most cases oxygen therapy without tight
The doctor's advice of lattice.Entire process of oxygen therapy lacks strict monitoring and necessary flow regulating measures, is not provided having doctor's advice
Specific oxygen therapy target blood oxygen levels, this clinical status will necessarily influence the therapeutic effect of patient, can not also ensure the peace of oxygen therapy
Full property even causes serious adverse consequences(Such as various types oxygen poisoning or increase the death rate).
Target blood oxygen saturation refers to the normal blood oxygen levels that the patient should reach in process of oxygen therapy, that is, to patient's oxygen
Treat the therapeutic purpose that should be realized.This concept of target blood oxygen saturation is by association of division of chest disease of Britain (BTS)Acute disease oxygen therapy guide(2008
Version)In take the lead in proposing, and suggest for the first time using blood oxygen saturation as " the 5th life except heartbeat, breathing, blood pressure and pulse
Indication ", which proposes to need to mark the target blood oxygen saturation clearly treated when oxygen therapy, and suggests to monitor and keeping it
Target blood oxygen saturation reaches target blood oxygen stationary value.Although existing multi-parameter monitor, pulse blood oxygen instrument etc. can be supervised effectively
Survey blood oxygen saturation, but due to oxygen output control be with its mutually independent system, can not in oxygen therapy clinical practice
Effectively realize that the control of target blood oxygen saturation is kept with stable.
Invention content
The present invention proposes a kind of intelligent controlling device and control method of target blood oxygen saturation, is mainly controlled by system
Module, oxygen saturation monitor module, flow control valve, flow measurement module, human-computer interaction interface, communication module and control algolithm group
At, wherein:
The system control module is based on using programmable logic controller (PLC)(PLC)/ or single chip foundation on develop
Integrated circuit, the unicom such as system control module and oxygen saturation monitor module, flow control valve, flow measurement module, communication module,
It cooperates.
The oxygen saturation monitor module is mainly made of blood oxygen probe, blood oxygen computing module and conducting wire, for dynamic
Monitor the blood oxygen saturation, pulse frequency, perfusion index of patient(PI).Certainly, probe for detecting temperature can also be embedded in oxygen saturation monitor module
Deng the multi-parameters dynamic monitoring such as realization patient pulse, blood oxygen saturation, body temperature.
The flow control valve is used for the adjusting of oxygen flow size.According to the control mode difference of flow control valve point
For two kinds of manual adjustment and automatic adjustment, electronic flow control valve is preferably used in of the invention, according to system control module
The automatic adjustment of uninterrupted is realized in the instruction provided, executes valve opening, flow adjustment, valve that system control module provides
The work orders such as closing.
The flow measurement module is used for the monitoring and metering of output flow in oxygen therapy.
Operation and control of the human-computer interaction interface for the present invention, generally uses liquid crystal display and functional key structure
At.Human-computer interaction interface should at least be equipped with oxygen uptake duration set key, flow set key, switch key, can also be by target blood oxygen
Stationary value set key or target blood oxygen control range set key are integrated in human-computer interaction interface.
Monitoring-information, information warning etc. of the communication module for monitoring data, analysis synthesis are sent remotely to cure
Learn monitoring terminal.The technical approach such as wire transmission, bluetooth, WiFi or RF generally can be used in communication module.
The control algolithm(The control algorithm)It is core of the invention control program, control algolithm
Establishing element includes mainly target blood oxygen stationary value, target blood oxygen control range, doctor's advice flow value, intervention control time, oxygen
Flow adjustment range, oxygen uptake duration, wherein:
The target blood oxygen stationary value refers to it is expected to reach and stablize the blood oxygen levels of holding in oxygen therapy, that is, this oxygen therapy is pre-
The oximetry value that phase reaches.
The target blood oxygen control range refer in oxygen therapy centered on target blood oxygen stationary value, allow occur blood oxygen
Intensity value deviates section, i.e., the minimum value and maximum range of the blood oxygen saturation of control and holding should be realized in oxygen therapy.
The flow value that medical staff sets when the doctor's advice flow value is oxygen therapy, when oxygen therapy in human-computer interaction interface/or
It is set in upper computer software, generally with minute(L/min) it is unit.
The intervention control time refers to system control module after patient's dynamic blood oxygen levels deviate target blood oxygen stationary value
The time of intervention adjustment oxygen output flow.Intervene the stabilization retention time for the target blood oxygen levels that control time is needed according to clinic
It is set for foundation, generally with minute(min)For unit, intervention control time is set between 0~60min;Preferable scheme is that:
The intervention control time for reducing flow-rate adjustment is 1~5min, increases intervention control time Wei≤0.5min of flow-rate adjustment.Work as trouble
When person's dynamic blood oxygen saturation is stably held in target blood oxygen stationary value or more and reaches intervention control time, such as dynamic blood oxygen
Saturation degree is stablized more than target blood oxygen stationary value keeps 3min, and system control module instructs flow control valve to reduce oxygen output
Flow;When patient's blood oxygen saturation is stably held in target blood oxygen stationary value or less and reaches intervention control time, for example, it is dynamic
State blood oxygen saturation is less than target blood oxygen stationary value and stablizes holding 0.5min, and system control module instructs flow control valve to increase
Oxygen output flow.In order to improve the safety of oxygen therapy, when patient's blood oxygen saturation meets or exceeds target blood oxygen control range
Critical point(That is maximum value or minimum value)When, then setting, system control module current order should be minimized by intervening control time
Flow control valve carries out the adjustment of oxygen output flow, that is, when patient's blood oxygen saturation meets or exceeds maximum value, is
System control module turns down oxygen output flow immediately, and when patient's blood oxygen saturation meets or exceeds minimum value, system controls mould
Oxygen output flow is turned up in block immediately.On the basis of this blood oxygen stationary value by target, adjustment oxygen output flow is dynamically intervened,
Purpose is that patient's dynamic blood oxygen saturation is made to control always in target blood oxygen control range, ensure that the validity and peace of oxygen therapy
Quan Xing.
The oxygen flow adjustable range refers to that system control module is adjusted according to patient's blood oxygen levels dynamic change, intervention
The interval value of oxygen output flow intervenes the minimum value and maximum range of flow adjustment, generally with minute(L/min it is) single
Position.In oxygen flow adjustable range, flow-rate adjustment gradient be usually between 0.1L/min~1L/min, it is preferred that flow
Regulating gradient is set as 0.5L/min.
The oxygen uptake duration is the time of the oxygen therapy start to finish of medical staff's setting, generally with hour(h)For list
Position.Oxygen therapy duration is set in human-computer interaction interface/or upper computer software, reach after oxygen uptake duration system control module to
Go out to close oxygen output order, flow control valve is closed, this oxygen therapy terminates.
The design parameter of each establishing element of control algolithm needs to set according to clinical practice, each establishing element of control algolithm
Parameter setting range is:Target blood oxygen stationary value is set between 88%~99%, target blood oxygen control range 86%~100% it
Between set, intervention control time set between 0~60min, doctor's advice flow value, oxygen therapy duration are according to patient's degree of oxygen deficiency and oxygen
The autonomous setting of therapeutic effect evaluation.The parameter setting range of each establishing element of control algolithm Preferable scheme is that:Target blood oxygen is stablized
Value is set between 90%~96%, and target blood oxygen control range is set between 88%~98%, intervention control time 0.5~
It is set between 10min, doctor's advice flow value, oxygen therapy duration are independently set according to patient's degree of oxygen deficiency and oxygen therapy effect assessment.Control
In the design parameter writing system control module of each establishing element of algorithm, or in human-computer interaction interface/or upper computer software
In independently set;Each establishing element design parameter setting preferred embodiment be:By the control of medically common oxygen therapy scheme
In algorithm writing system control module, as long as medical staff sets target blood oxygen stationary value/or target blood oxygen control range, control
The parameter control system of other element in algorithm provides automatically.Certainly, according to patient individual difference, medical staff can be in people
Machine interactive interface modifies to the design parameter that control system provides, for example doctor's advice flow value, oxygen therapy duration etc. can bases
Conditions of patients is modified.
The invention is characterized in that:Medical staff sets the target blood oxygen stationary value or target blood of the patient according to clinical diagnosis
Oxygen control range, doctor's advice flow value are provided or according to conditions of patients in human-computer interaction circle with oxygen therapy duration by system control module
Face is voluntarily arranged;After open system enters oxygen therapy pattern, oxygen saturation monitor module starts the oximetry value of dynamic monitoring patient,
And dynamic regulation in control time and oxygen flow adjustable range is intervened as defined in control algolithm according to blood oxygen saturation variation
Oxygen output flow makes patient's oximetry value be stably held in target blood oxygen stationary value or target blood oxygen control range,
When patient's oximetry value deviates target blood oxygen control range, system control module provides information warning, and information warning is in people
Machine interactive interface prompts or remote transmission is to nursing terminal;After the oxygen time length for reaching setting, flow control valve is automatically closed,
System control module prompts this oxygen therapy to terminate.
The beneficial effects of the invention are as follows:It is controlled for different patient set target blood oxygen levels targets or blood oxygen in process of oxygen therapy
Range, system control module intervene adjustment oxygen output flow according to control algolithm, patient's blood oxygen stability contorting are being set automatically
In fixed target blood oxygen levels target or blood oxygen control range, validity and the safety of oxygen therapy are improved.
Description of the drawings
Fig. 1 is operation principle block diagram of the present invention.
Specific implementation mode
The present invention is specifically described with reference to the accompanying drawings and examples.
Embodiment 1:It is illustrated further combined with table 1 " control algolithm " according to clinical practice
1, according to clinical needs, control algolithm by target blood oxygen stationary value, target blood oxygen control range be set as following 6 kinds for
Select therapeutic scheme, wherein therapeutic scheme serial number(1)~(5)As long as selection target blood oxygen stationary value, is inhaled setting doctor's advice flow value
Oxygen duration can start oxygen therapy, therapeutic scheme serial number(6)Target blood oxygen stabilization is independently set according to conditions of patients by medical staff
Value, doctor's advice flow value, oxygen uptake duration can start oxygen therapy.
(1)The target blood oxygen stationary value of anesthesia recovery patient's oxygen therapy is set as 96%, target blood oxygen control range and is set as
Between 94%~98%;
(2)The target blood oxygen stationary value of conventional oxygen uptake patient be set as 95%, target blood oxygen control range be set as 94%~96% it
Between;
(3)The target blood oxygen stationary value of the conventional oxygen uptake patient of newborn's oxygen therapy is set as the setting of 93%, target blood oxygen control range
Between 90%~95%;
(4)The target blood oxygen stationary value of Patients with ARDS oxygen therapy is set as 92%, target blood oxygen control range and sets
It is set between 88%~95%;
(5)The target blood oxygen stationary value of companion's hypercapnia risk person's oxygen therapy is set as 90%, target blood oxygen control range and is set as
Between 88%~92%.
(6)Other:Target blood oxygen stationary value is independently set as according to conditions of patients, target blood oxygen control range is set as
Between 88%~99%.
2, doctor's advice flow value sets scheme:Anesthesia recovery patient, conventional patient doctor's advice flow value generally in 1~6L/min
Between set, set between 0.5~2L/min of doctor's advice flow value of newborn's oxygen therapy, Patients with ARDS, companion
It is set between 1~4L/min of doctor's advice flow value of hypercapnia risk person's oxygen therapy.
3, intervention control time sets scheme:
(1)It reduces flow and intervenes control time:3min, but when target blood oxygen control range arrival upper limit value, oxygen is reduced immediately
Output flow.
(2)Increase flow and intervenes control time:≤ 0.5min, but when target blood oxygen control range arrival lower limiting value, immediately
Increase oxygen output flow.
4, oxygen flow adjustable range:In prescribed limit, whole gradient is 0.5L/min, when increasing flow when reducing flow
Adjustment gradient is 1L/min, and each intervention control time unit adjusts a gradient, until the minimum of oxygen flow adjustable range
Value or maximum value.
Table 1:Each establishing element of control algolithm and design parameter list
In conjunction with the 2nd row of table 1, target blood oxygen stationary value is set in 96% oxygen therapy scheme(1)It further illustrates.The patient set
Target blood oxygen stationary value is 96%, and target blood oxygen control range is automatically locked between 94%~98% after which determines, oxygen stream
Amount adjustable range is automatically set between 1~6L/min;Doctor's advice flow value is set in human-computer interaction interface(Such as 3L/min), set
Determine oxygen uptake duration(Such as 5h).It sets and enters oxygen therapy pattern after the completion, oxygen saturation monitor module dynamic monitoring patient's blood oxygen saturation,
When although to be stably held in 96% and duration 3min or stabilization time full less than 3min but patient's blood oxygen for patient's blood oxygen saturation
When rising to 98% with degree, system control module, which provides, reduces the instruction of oxygen output flow, and it is defeated that flow control valve automatically turns down oxygen
Output, it is 0.5L/min to turn down gradient every time, a gradient is turned down within every 3 minutes, until the minimum value of oxygen flow adjustable range;
If patient's blood oxygen saturation drops to the minimum value 94% of target blood oxygen control range, the system control module in 0.5min
It provides and increases the instruction of oxygen output flow, flow control valve tunes up oxygen output automatically, and it is 1L/min that gradient is turned up every time, often
A gradient is turned up in 0.5min, until the maximum value of oxygen flow adjustable range.When by adjusting oxygen output size, but suffer from
The target blood oxygen control range of person still occurs to deviate and when target blood oxygen control range more than 94%~98%, system control module
Information warning is provided, information warning is prompted in human-computer interaction interface in information warning or remote transmission is to nursing terminal, prompts doctor
Shield personnel carry out manual intervention.After the oxygen time length for reaching setting.Flow control valve is automatically closed, system control module prompt
This oxygen therapy terminates.
Above-mentioned accompanying drawings and embodiments are merely illustrative of the technical solution of the present invention and unrestricted.Although with reference to preferred embodiment
Describe the invention in detail, it will be understood by those of ordinary skill in the art that, can to technical scheme of the present invention into
Row modification or equivalent replacement should all cover the power in the present invention without departing from the objective and range of technical solution of the present invention
In sharp claimed range, protection scope of the present invention is not limited in any way.
Claims (8)
1. a kind of intelligent controlling device and control method of target blood oxygen saturation, mainly by system control module, oxygen saturation monitor
Module, flow control valve, flow measurement module, human-computer interaction interface, communication module and control algolithm composition, wherein:It is described
System control module and the unicom such as oxygen saturation monitor module, flow control valve, flow measurement module, communication module, cooperate;
The control algolithm be core of the invention control program, control algolithm establishing element mainly include target blood oxygen stationary value,
Target blood oxygen control range, doctor's advice flow value, intervention control time, oxygen flow adjustable range, oxygen uptake duration;A kind of target blood
The intelligent controlling device and control method of oxygen saturation, it is characterised in that:Medical staff sets the patient's according to clinical diagnosis
Target blood oxygen stationary value or target blood oxygen control range, doctor's advice flow value is provided by system control module with oxygen therapy duration or root
Voluntarily it is arranged in human-computer interaction interface according to conditions of patients;After open system enters oxygen therapy pattern, oxygen saturation monitor module starts dynamic
The oximetry value of patient is monitored, and control time and oxygen are intervened as defined in control algolithm according to blood oxygen saturation variation
Dynamic regulation oxygen output flow in flow adjustment range makes patient's oximetry value be stably held in target blood oxygen stationary value
Or in target blood oxygen control range, when patient's oximetry value deviates target blood oxygen control range, system control module provides
Information warning, information warning is prompted in human-computer interaction interface or remote transmission is to nursing terminal;The oxygen time for reaching setting is long
Afterwards, flow control valve is automatically closed, and system control module prompts this oxygen therapy to terminate.
2. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:The parameter setting range of each establishing element of control algolithm is that target blood oxygen stationary value is set between 88%~99%, target
Blood oxygen control range is set between 86%~100%, and intervention control time is set between 0~60min, doctor's advice flow value, oxygen
Duration is treated independently to be set according to patient's degree of oxygen deficiency and oxygen therapy effect assessment.
3. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:The parameter setting range of each establishing element of control algolithm Preferable scheme is that, target blood oxygen stationary value 90%~96% it
Between set, target blood oxygen control range is set between 88%~98%, intervention control time set between 0.5~10min, cure
Flow value, oxygen therapy duration is advised independently to be set according to patient's degree of oxygen deficiency and oxygen therapy effect assessment.
4. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:The stabilization retention time for intervening the target blood oxygen levels that control time is needed according to clinic is that foundation is set, and reduces flow tune
The intervention control time of section is 1~5min, increases intervention control time Wei≤0.5min of flow-rate adjustment.
5. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:When patient's dynamic blood oxygen saturation is stably held in target blood oxygen stationary value or more and reaches intervention control time, it is
Control module of uniting instruction flow control valve reduces oxygen output flow;When to be stably held in target blood oxygen steady for patient's blood oxygen saturation
Below definite value and when reaching intervention control time, system control module instructs flow control valve to increase oxygen output flow.
6. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:When patient's blood oxygen saturation meets or exceeds the critical point of target blood oxygen control range, then intervening control time should be most
Smallization is arranged.
7. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:In the design parameter writing system control module of each establishing element of control algolithm, or human-computer interaction interface/or on
It is independently set in the machine software of position.
8. the intelligent controlling device and control method of a kind of target blood oxygen saturation according to claim 1, feature is also
It is:The preferred embodiment of each establishing element setting of control algolithm is to write the control algolithm of medically common oxygen therapy scheme
Enter in system control module, as long as medical staff's setting target blood oxygen stationary value/or target blood oxygen control range, in control algolithm
The parameter control system of other element provide automatically;According to patient individual difference, medical staff can be in human-computer interaction interface
It modifies to the design parameter that control system provides.
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Cited By (8)
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CN109692387A (en) * | 2019-02-13 | 2019-04-30 | 西安奥格锐特医疗设备有限公司 | A kind of oxygen uptake terminal control mechanism |
CN110152146A (en) * | 2019-06-05 | 2019-08-23 | 上海交通大学医学院附属新华医院 | A kind of broncho-pulmonary dysplasia infant household oxygen therapy intelligent management system and method |
CN110269988A (en) * | 2019-08-05 | 2019-09-24 | 西安汇智医疗集团有限公司 | Oxygen output system based on respiratory rate and target blood oxygen levels Collaborative Control |
CN110368561A (en) * | 2019-06-03 | 2019-10-25 | 南京晨伟医疗设备有限公司 | A kind of ventilator intelligence system and its working method |
CN110652702A (en) * | 2019-09-30 | 2020-01-07 | 深圳市俄中博医医疗科技有限公司 | Intermittent high-low oxygen training method, device and storage medium |
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CN115462786A (en) * | 2022-09-16 | 2022-12-13 | 北京理工大学 | Human body blood oxygen saturation controller based on interval model predictive control |
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WO2020244347A1 (en) * | 2019-06-03 | 2020-12-10 | 南京晨伟医疗设备有限公司 | Intelligent system for breathing machine, and operating method therefor |
CN110368561A (en) * | 2019-06-03 | 2019-10-25 | 南京晨伟医疗设备有限公司 | A kind of ventilator intelligence system and its working method |
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CN110152146A (en) * | 2019-06-05 | 2019-08-23 | 上海交通大学医学院附属新华医院 | A kind of broncho-pulmonary dysplasia infant household oxygen therapy intelligent management system and method |
CN110269988A (en) * | 2019-08-05 | 2019-09-24 | 西安汇智医疗集团有限公司 | Oxygen output system based on respiratory rate and target blood oxygen levels Collaborative Control |
CN111481779A (en) * | 2019-08-05 | 2020-08-04 | 西安汇智医疗集团有限公司 | Multifunctional oxygen output system based on cooperative control of respiratory frequency and target blood oxygen value |
CN110652702A (en) * | 2019-09-30 | 2020-01-07 | 深圳市俄中博医医疗科技有限公司 | Intermittent high-low oxygen training method, device and storage medium |
CN110652702B (en) * | 2019-09-30 | 2021-07-20 | 深圳市俄中博医医疗科技有限公司 | Intermittent high-low oxygen training method, device and storage medium |
WO2022016428A1 (en) * | 2020-07-22 | 2022-01-27 | 深圳迈瑞生物医疗电子股份有限公司 | Method for adjusting fraction of inspired oxygen, and respiratory support device |
WO2022017156A1 (en) * | 2020-07-22 | 2022-01-27 | 深圳迈瑞生物医疗电子股份有限公司 | Method for adjusting fraction of inspired oxygen, and respiratory support device |
CN115462786A (en) * | 2022-09-16 | 2022-12-13 | 北京理工大学 | Human body blood oxygen saturation controller based on interval model predictive control |
CN115462786B (en) * | 2022-09-16 | 2023-09-08 | 北京理工大学 | Human blood oxygen saturation controller based on interval model predictive control |
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Application publication date: 20180925 |