CN113779904A - Icing phase change calculation method based on coupling of continuous liquid film and discrete liquid film - Google Patents
Icing phase change calculation method based on coupling of continuous liquid film and discrete liquid film Download PDFInfo
- Publication number
- CN113779904A CN113779904A CN202111084586.0A CN202111084586A CN113779904A CN 113779904 A CN113779904 A CN 113779904A CN 202111084586 A CN202111084586 A CN 202111084586A CN 113779904 A CN113779904 A CN 113779904A
- Authority
- CN
- China
- Prior art keywords
- liquid film
- liquid
- icing
- discrete
- unit
- 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
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/20—Design optimisation, verification or simulation
- G06F30/28—Design optimisation, verification or simulation using fluid dynamics, e.g. using Navier-Stokes equations or computational fluid dynamics [CFD]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2113/00—Details relating to the application field
- G06F2113/08—Fluids
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2119/00—Details relating to the type or aim of the analysis or the optimisation
- G06F2119/08—Thermal analysis or thermal optimisation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2119/00—Details relating to the type or aim of the analysis or the optimisation
- G06F2119/14—Force analysis or force optimisation, e.g. static or dynamic forces
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
- Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation
Abstract
The invention is suitable for the technical field of aircraft deicing and provides an icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film, which comprises the steps of modeling a flow field and constructing a water drop motion equation; tracking the track of the liquid drop, fusing different liquid film units into a larger circular liquid film unit when the different liquid film units meet, and calculating the area of each fused liquid film unit; traversing each fused liquid film unit, and judging the area S and the set value S of each fused liquid film unitcriticalThe relationship of (1); when S is>ScriticalCalculating the icing thickness by adopting a continuous liquid film icing phase calculation method; when S is<ScriticalCalculating the icing thickness by adopting a discrete liquid film icing phase calculation method, and updating the solid wall profileAnd finally obtaining the simulated ice shape with a complex structure. Compared with the traditional method for calculating the icing phase change by only adopting the continuous liquid film hypothesis, the icing phase change calculation method based on the coupling of the continuous liquid film and the discrete liquid film enables the simulated ice shape to be more accurate and can realize the accurate simulation of the complex ice shape.
Description
Technical Field
The invention relates to the technical field of aircraft deicing, in particular to an icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film.
Background
Icing is an important factor that threatens the flight safety of an aircraft. The phenomenon of icing of an aviation aircraft is very easy to occur when the aviation aircraft passes through a cloud layer containing supercooled water drops. The ice accretion attached to the surfaces of core components such as wings can not only reduce the lift force of the airplane and increase the resistance, but also cause important potential safety hazards such as loss of pitching and course stability of the airplane. Currently, the icing research means of the aviation aircraft mainly comprise real flight tests, sprinkler flight tests, ground icing wind tunnel tests, icing numerical calculation and the like, wherein the icing numerical calculation is an important means which cannot be obtained by the icing safety assessment of the current aviation aircraft due to the advantages of rapidness, high efficiency, economy and the like.
At present, an icing numerical value calculation flow field mainly comprises four aspects of flow field calculation, liquid water collection calculation, icing phase change calculation and grid deformation calculation. The icing phase transition calculation is to realize the simulation of the growth of the ice accretion on the surface of the aircraft through the calculation of the heat and mass transfer process of a liquid film on the surface of the aircraft after the liquid water collection characteristic of the surface of the aircraft is obtained. The icing phase change calculation model of the current mainstream mainly comprises the following steps: the Messinger model, the Myers model, the ShallowWater model, and the like. The Messinger model simplifies the icing process of the surface of the airplane into a simple mass and energy conservation equation, and the solution is realized through the calculation of an algebraic equation of a fixed wall surface unit; the Myers model further considers the energy transport in the normal direction of a liquid film and an ice layer on the basis of the Messinger model by introducing a Stefen condition, so that the calculation precision is improved; from the angle of numerical calculation, the Shallow Water model develops a more comprehensive liquid film transport equation, realizes the simulation of the liquid film icing process by using compatible conditions, and is successfully applied to ANSYS FENSAP-ICE software. The formed icing phase change calculation model provides important conditions for icing calculation of the aviation aircraft.
Despite the rapid development of current icing phase change calculation models, accurate simulation of highly complex ice shapes, such as three-dimensional conch ice typical of swept-back wings, still cannot be achieved.
Disclosure of Invention
In order to solve the technical problem that accurate simulation of highly complex ice shapes cannot be realized in the prior art, the invention provides an ice shape simulation method, which is an icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film.
In the long-term research process, the existing icing phase change model is based on the assumption of a continuous liquid film, so that the behavior of the liquid film under the characteristic condition of a highly complex discrete ice shape cannot be accurately characterized, and the actual complex ice shape has both the continuous liquid film and the discrete liquid film. Therefore, the invention breaks the traditional continuous liquid film hypothesis, calculates the liquid water collection characteristic based on Monte Carlo Method (Monte Carlo Method), and converts the sub-packets of discrete supercooled water droplets into liquid film units which can discretely move on the solid wall surface. On the basis of tracking the track of the discrete liquid film unit, calculating the heat and mass transfer process in the liquid film unit, and finally realizing the simulation of the complex icing phase change process.
An icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film comprises the following steps:
1-1, setting a calculated time starting point t to be 0, wherein t is time;
1-2, modeling a flow field, constructing a water drop motion equation, tracking a liquid drop track, and calculating a liquid water collection coefficient beta;
1-3, tracking the motion process of a discrete liquid film unit formed after liquid drops impact a wall surface, fusing different liquid film units into a larger circular liquid film unit when the different liquid film units meet, and calculating the area S of each fused liquid film unit;
1-4, traversing each fused liquid film unit, and judging the area S and the set value S of each fused liquid film unitcriticalThe relationship of (1);
when S is>ScriticalCalculating the icing thickness by adopting a continuous liquid film icing phase calculation method; and updating the shape of the solid wall;
when S is<ScriticalCalculating the icing thickness by adopting a discrete liquid film icing phase calculation method; and updating the shape of the solid wall;
1-5. let t be t +1, if t<tendReturning to the step 1-2; if t is tendAnd ending the calculation.
Further, in the step 1-3, the calculation method of the unit area S of the fused liquid film is as follows:
wherein m isaddTo fuse the mass sum of the liquid films, haveIs the average thickness of the liquid film after fusion, pwIs the liquid film density.
Further, in the step 1-5, the continuous liquid film icing phase calculation method is a mass conservation equation, a momentum conservation equation and an energy conservation equation of a simultaneous continuous liquid film icing model, and the icing mass of the liquid film is solvedFurther obtaining the icing thickness of the fused liquid film unithice,ρiceIs the ice density.
Further, the mass conservation equation is:
h is a wall fixing unit CSThe thickness of the liquid film of (a),is the average velocity within the liquid film,is a wall-fixing unit CSBoundary normal vector of (S)CsIs CSL is CSThe length of the boundary line of (a),the mass of the liquid drops impacting the solid wall unit,For the liquid film evaporating mass andthe subscript i is taken as a fixed wall unit C for the icing quality of the liquid filmSEta is the normal coordinate in the boundary layer of the liquid film;
wherein U is∞For free incoming flow velocity, LWC is liquid water content, hcR is a gas constant, C for the convective heat transfer coefficientpSpecific heat capacity at constant pressure, LeIs the number of Liu Yi Si, psatTo saturated vapor pressure, TsAnd T∞Respectively the liquid film surface and the infinite incoming flow temperature,is a wall-fixing unit CSBoundary normal vector of boundary surface i, hi is fixed wall unit CSThe thickness of the liquid film at the boundary surface i,is a wall-fixing unit CSLiquid film flow velocity, L, of boundary surface iiIs a wall-fixing unit CSThe boundary length of boundary surface i;
the conservation of momentum equation is:
where ζ is the shape factor due to the curve coordinate transformation, pwIs the pressure within the liquid film and,is a vector of the acceleration of gravity,andrespectively acting on the free surface and the bottom surface of the liquid film,for vector cross-multiplication of symbols, paIs the ambient pressure, σ is the surface tension coefficient,is that operator; A. b, C is an intermediate variable.
The energy conservation equation is as follows:
whereinThe kinetic energy and the internal energy brought by the impact of the liquid drops,Is the convection heat exchange between a liquid film and an airflow field,The energy taken away for the evaporation of the liquid film,The latent heat generated by the freezing of the liquid film,andthe energy input item and the energy output item related to liquid film transportation are specifically as follows:
the subscripts in and out characterize the liquid film inflow and outflow boundaries of the solid-wall cell, respectively.
1. The method for calculating the icing phase change based on the coupling of the continuous liquid film and the discrete liquid film as claimed in claim 4, wherein in the steps 1 to 6, the method for calculating the icing phase of the discrete liquid film comprises the following equations to solve the icing quality of the liquid filmFurther obtaining the icing thickness h of the fused liquid film unitice;
F=Fcontact+Fbetween+Fimpingement
Wherein FcontactSolid-liquid-gas three-phase line force as a discrete liquid film, FbetweenFor discrete liquid film interaction force, FimpingementThe force generated by the impact of the water droplets on the discrete liquid film, F being the resultant force, CpwIs the constant pressure specific heat capacity of water, T is the temperature of a discrete liquid film,is the mutual energy transport between the discrete liquid films.
Further, in step 1-2, the water drop motion equation is:
wherein m isdIs the mass of the liquid drop,Is the droplet position vector, t is time, pw、ρaRespectively liquid film and air density, VdIs the volume of the liquid drop and is,is a vector of the acceleration of gravity,is the speed of the air flow and is,as the droplet velocity, AdIs the cross-sectional area of the droplet, CdThe drop resistance coefficient is solved according to the following empirical formula:
where Re is the Reynolds number of the droplet, RedIs the relative reynolds number of the droplet.
Further, the liquid water collection coefficient β is calculated as:
whereinThe flux of mass flow at infinite distance,Is impacted on the fixed wall unit C in unit timeSThe liquid water mass flux contained in the droplet particles above,
whereinFor impacting on the wall-fixing unit CSThe mass of the liquid drops in the chamber, N is the total number of liquid drops impacting on the solid wall unit in dt time, j is the number of liquid drops, SCsIs a wall-fixing unit CSArea of, U∞Is the free incoming flow velocity.
Compared with the traditional method for calculating the icing phase change based on the coupling of the continuous liquid film and the discrete liquid film, the method for calculating the icing phase change based on the coupling of the continuous liquid film and the discrete liquid film has the advantages that the simulated ice shape is more accurate, and the accurate simulation of the complex ice shape can be realized; the method can provide a powerful calculation way for simulating the discrete shell ice of the sweepback wing.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings needed to be used in the embodiments of the present invention or in the description of the prior art will be briefly described below, and it is obvious that the drawings described below are only some embodiments of the present invention, and it is obvious for those skilled in the art that other drawings can be obtained according to the drawings without creative efforts.
Fig. 1 is a flowchart of an icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film according to an embodiment of the present invention.
Detailed Description
The following description provides many different embodiments, or examples, for implementing different features of the invention. The particular examples set forth below are illustrative only and are not intended to be limiting.
An icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film comprises the following steps, as shown in fig. 1:
1-1, setting a time starting point t, and enabling t to be 0;
1-2, modeling a flow field, constructing a water drop motion equation, tracking a liquid drop track, and calculating a liquid water collection coefficient beta;
the present invention introduces the concept of a packet of supercooled water droplets, i.e. it is believed that the typical characteristic supercooled water droplet dynamics in a packet of particles can be representative of the nature of the water droplets within the packet of particles. In order to obtain the motion trail of the particle package, a water drop motion equation is constructed as follows:
wherein m isdIs the mass of the liquid drop,Being liquid dropletsPosition vector, t time, pw、ρaRespectively liquid film and air density, VdIs the volume of the liquid drop and is,is a vector of the acceleration of gravity,is the speed of the air flow and is,as the droplet velocity, AdIs the cross-sectional area of the droplet, CdThe drop resistance coefficient is solved according to the following empirical formula:
where Re is the Reynolds number of the droplet, RedIs the relative reynolds number of the droplet; on the basis, the quality of liquid water brought by different particle packets collected in unit time in the solid wall unit is counted to obtain the liquid water collection characteristic, and the calculation of further obtaining the liquid water collection coefficient beta is as follows:
wherein the content of the first and second substances,the flux of mass flow at infinite distance,Is impacted on the fixed wall unit C in unit timeSThe liquid water mass flux contained in the droplet particles above,
whereinFor impacting on the wall-fixing unit CSThe mass of the liquid drops in the chamber, N is the total number of liquid drops impacting on the solid wall unit in dt time, j is the number of liquid drops, SCsIs a wall-fixing unit CSArea of, U∞Is the free incoming flow velocity.
1-3, tracking the motion process of a discrete liquid film unit formed after liquid drops impact a wall surface by using a water drop motion equation, and assuming that the mass of a particle packet impacting on a fixed wall unit is so small that a circular unit attached to the fixed wall can be formed after the particle packet impacts on the fixed wall, so that the liquid drops impact on the fixed wall to form a discrete liquid film, and when different discrete liquid films are fused, the discrete liquid film is converted into a continuous liquid film.
When different discrete liquid films meet, the discrete liquid films are fused into a larger circular liquid film unit, the center position of the fused liquid film unit is located at the centroid average position of different liquid film units, the liquid film quality is the sum of the quality of each liquid film before meeting, and the area S of each fused liquid film unit is calculated:
wherein m isaddTo fuse the mass sum of the liquid films, haveIs the average thickness of the liquid film after fusion, pwIs the liquid film density.
1-4, traversing each fused liquid film unit, and judging the area S and the set value S of each fused liquid film unitcriticalThe relationship of (1);
when S is>ScriticalFreezing with a continuous liquid filmCalculating the icing thickness by a phase calculation method; and updating the shape of the solid wall;
the continuous liquid film icing phase calculation method is a mass conservation equation, a momentum conservation equation and an energy conservation equation of a simultaneous continuous liquid film icing model, and the icing mass of the liquid film is solvedFurther obtaining the icing thickness h of the fused liquid film unitice,ρiceIs the ice density.
Wherein the mass conservation equation is as follows:
h is a wall fixing unit CSThe thickness of the liquid film of (a),is the average velocity within the liquid film,is a wall-fixing unit CSBoundary normal vector of (S)CsIs CSL is CSThe length of the boundary line of (a),the mass of the liquid drops impacting the solid wall unit,For the liquid film evaporating mass andfor freezing the liquid filmMass, subscript i, taken as wall-fixing unit CSEta is the normal coordinate in the boundary layer of the liquid film;
wherein U is∞For free incoming flow velocity, LWC is liquid water content, hcR is a gas constant, C for the convective heat transfer coefficientpSpecific heat capacity at constant pressure, LeIs the number of Liu Yi Si, psatTo saturated vapor pressure, TsAnd T∞Respectively the liquid film surface and the infinite incoming flow temperature,is a wall-fixing unit CSBoundary normal vector, h, of boundary surface iiIs a wall-fixing unit CSThe thickness of the liquid film at the boundary surface i,is a wall-fixing unit CSLiquid film flow velocity, L, of boundary surface iiIs a wall-fixing unit CSThe boundary length of boundary surface i;
the conservation of momentum equation is:
where ζ is the shape factor due to the curve coordinate transformation, pwIs the pressure within the liquid film and,is a vector of the acceleration of gravity,andrespectively acting on the free surface and the bottom surface of the liquid film,for vector cross-multiplication of symbols, paIs the ambient pressure, σ is the surface tension coefficient,is that not pull operator.
The energy conservation equation is:
whereinThe kinetic energy and the internal energy brought by the impact of the liquid drops,Is the convection heat exchange between a liquid film and an airflow field,The energy taken away for the evaporation of the liquid film,The latent heat generated by the freezing of the liquid film,andthe energy input item and the energy output item related to liquid film transportation are specifically as follows:
subscripts in and out represent liquid film inflow and outflow boundaries of the solid-wall unit respectively;
the calculated icing thickness hiceAnd updating to the current solid wall unit to form a new solid wall surface.
When S is<ScriticalCalculating the icing thickness by adopting a discrete liquid film icing phase calculation method; and updating the shape of the solid wall;
the calculation method of the icing phase of the discrete liquid film comprises the following equations simultaneously to solve the icing quality of the liquid filmFurther obtaining the icing thickness h of the fused liquid film unitice;
F=Fcontact+Fbetween+Fimpingement
Wherein FcontactSolid-liquid-gas three-phase line force as a discrete liquid film, FbetweenFor discrete liquid film interaction force, FimpingementGenerating a force for the water droplets to impact the discrete liquid film, CpwIs the constant pressure specific heat capacity of water, T is the temperature of a discrete liquid film,is the mutual energy transport between the discrete liquid films.
1-5. let t be t +1, if t<tendReturning to the step 1-2; if t is tendAnd ending the calculation.
Therefore, the calculation method of the invention determines whether the fused liquid film unit is a discrete liquid film or a continuous liquid film by tracking the movement track of the water drops and comparing the fused liquid film unit with the set value after the liquid films are fused, and then calculates the icing thickness according to the corresponding discrete liquid film icing phase calculation method or the continuous liquid film icing phase calculation method. The method breaks through the traditional continuous liquid film assumption, and performs independent calculation on the condition of the discrete liquid film, so that the simulated ice shape is more accurate, and the accurate simulation of the complex ice shape can be realized.
The above description is only for the purpose of illustrating the preferred embodiments of the present invention and is not to be construed as limiting the invention, and any modifications, equivalents and improvements made within the spirit and principle of the present invention are intended to be included within the scope of the present invention.
Claims (7)
1. An icing phase change calculation method based on coupling of a continuous liquid film and a discrete liquid film is characterized by comprising the following steps of:
1-1, setting a time starting point t of calculation, and enabling t to be 0;
1-2, modeling a flow field, constructing a water drop motion equation, tracking a liquid drop track, and calculating a liquid water collection coefficient beta;
1-3, tracking the motion process of a discrete liquid film unit formed after liquid drops impact a wall surface, fusing different liquid film units into a larger circular liquid film unit when the different liquid film units meet, and calculating the area S of each fused liquid film unit;
1-4, traversing each fused liquid film unit, and judging the area S and the set value S of each fused liquid film unitcriticalThe relationship of (1);
when S is>ScriticalCalculating the icing thickness by adopting a continuous liquid film icing phase calculation method; and updating the shape of the solid wall;
when S is<ScriticalCalculating the icing thickness by adopting a discrete liquid film icing phase calculation method; and updating the shape of the solid wall;
1-5. let t be t +1, if t<tendReturning to the step 1-2; if t is tendAnd ending the calculation.
2. The method for calculating the phase change of ice formation based on the coupling of the continuous liquid film and the discrete liquid film as claimed in claim 1, wherein in the step 1-3, the calculation method of the unit area S of the fused liquid film is as follows:
wherein m isaddTo fuse the mass sum of the liquid films, haveIs the average thickness of the liquid film after fusion, pwIs the liquid film density.
3. The device of claim 2, based on a continuous liquid film and a discrete liquidThe method for calculating the icing phase change of the membrane coupling is characterized in that in the step 1-4, the method for calculating the icing phase of the continuous liquid membrane is a mass conservation equation, a momentum conservation equation and an energy conservation equation of a simultaneous continuous liquid membrane icing model, and the icing mass of the liquid membrane is solvedFurther obtaining the icing thickness h of the fused liquid film unitice,ρiceIs the ice density.
4. The icing phase transition calculation method based on the coupling of the continuous liquid film and the discrete liquid film as claimed in claim 3, wherein the mass conservation equation is as follows:
h is a wall fixing unit CSThe thickness of the liquid film of (a),is the average velocity within the liquid film,is a wall-fixing unit CSBoundary normal vector of (S)CsIs CSL is CSThe length of the boundary line of (a),the mass of the liquid drops impacting the solid wall unit,For the liquid film evaporating mass andthe subscript i is taken as a fixed wall unit C for the icing quality of the liquid filmSEta is the normal coordinate in the boundary layer of the liquid film;
wherein U is∞For free incoming flow velocity, LWC is liquid water content, hcR is a gas constant, C for the convective heat transfer coefficientpSpecific heat capacity at constant pressure, LeIs the number of Liu Yi Si, psatTo saturated vapor pressure, TsAnd T∞Respectively the liquid film surface and the infinite incoming flow temperature,is a wall-fixing unit CSBoundary normal vector, h, of boundary surface iiIs a wall-fixing unit CSThe thickness of the liquid film at the boundary surface i,is a wall-fixing unit CSLiquid film flow velocity, L, of boundary surface iiIs a wall-fixing unit CSThe boundary length of boundary surface i;
the conservation of momentum equation is:
where ζ is the shape factor due to the curve coordinate transformation, pwIs the pressure within the liquid film and,is a vector of the acceleration of gravity,andrespectively acting on the free surface and the bottom surface of the liquid film,for vector cross-multiplication of symbols, paIs the ambient pressure, σ is the surface tension coefficient,is that operator; A. b, C is an intermediate variable;
the energy conservation equation is as follows:
whereinThe kinetic energy and the internal energy brought by the impact of the liquid drops,Is the convection heat exchange between a liquid film and an airflow field,The energy taken away for the evaporation of the liquid film,The latent heat generated by the freezing of the liquid film,andthe energy input item and the energy output item related to liquid film transportation are specifically as follows:
the subscripts in and out characterize the liquid film inflow and outflow boundaries of the solid-wall cell, respectively.
5. The method for calculating the icing phase change based on the coupling of the continuous liquid film and the discrete liquid film as claimed in claim 4, wherein in the steps 1 to 4, the method for calculating the icing phase of the discrete liquid film comprises the following equations to solve the icing quality of the liquid filmFurther obtaining the icing thickness h of the fused liquid film unitice;
F=Fcontact+Fbetween+Fimpingement
Wherein FcontactSolid-liquid-gas three-phase line force as a discrete liquid film, FbetweenFor discrete liquid film interaction force, FimpingementThe force generated by the impact of the water droplets on the discrete liquid film, F being the resultant force, CpwIs the constant pressure specific heat capacity of water, T is the temperature of a discrete liquid film,is the mutual energy transport between the discrete liquid films.
6. The icing phase transition calculation method based on the coupling of the continuous liquid film and the discrete liquid film as claimed in claim 1, wherein in the step 1-2, the water drop motion equation is as follows:
wherein m isdIs the mass of the liquid drop,Is the droplet position vector, t is time, pw、ρaRespectively liquid film and air density, VdIs the volume of the liquid drop and is,is a vector of the acceleration of gravity,is the speed of the air flow and is,as the droplet velocity, AdIs the cross-sectional area of the droplet, CdThe drop resistance coefficient is solved according to the following empirical formula:
where Re is the Reynolds number of the droplet, RedIs the relative reynolds number of the droplet.
7. The method according to claim 6, wherein the liquid water collection coefficient β is calculated as:
whereinThe flux of mass flow at infinite distance,Is impacted on the fixed wall unit C in unit timeSThe liquid water mass flux contained in the droplet particles above,
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110645024 | 2021-06-09 | ||
CN2021106450242 | 2021-06-09 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN113779904A true CN113779904A (en) | 2021-12-10 |
CN113779904B CN113779904B (en) | 2023-04-25 |
Family
ID=78844410
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202111084586.0A Active CN113779904B (en) | 2021-06-09 | 2021-09-15 | Icing phase change calculation method based on coupling of continuous liquid film and discrete liquid film |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN113779904B (en) |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114169077A (en) * | 2021-12-13 | 2022-03-11 | 南京航空航天大学 | Strong-coupling three-dimensional numerical simulation method for hot gas anti-icing of aircraft engine inlet part |
CN114180072A (en) * | 2022-02-16 | 2022-03-15 | 中国空气动力研究与发展中心低速空气动力研究所 | Icing thickness detection method |
CN117408053A (en) * | 2023-10-18 | 2024-01-16 | 中国空气动力研究与发展中心计算空气动力研究所 | Method for establishing low-temperature flat plate drying mode frosting characteristic curve under strong convection condition |
Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102682145A (en) * | 2011-11-30 | 2012-09-19 | 天津空中代码工程应用软件开发有限公司 | Numerical simulation method of flight icing |
US8696151B1 (en) * | 2013-03-12 | 2014-04-15 | Tcp Reliable, Inc. | Monitoring shipment of biological products to determine remaining refrigerant quantity |
CN104298886A (en) * | 2014-10-20 | 2015-01-21 | 上海电机学院 | Icing 3-D numerical simulation method of aeroengine rotating part |
CN105277485A (en) * | 2015-09-24 | 2016-01-27 | 空气动力学国家重点实验室 | Ice and object surface adhesion force measuring device |
CN108460217A (en) * | 2018-03-13 | 2018-08-28 | 西北工业大学 | A kind of unstable state three-dimensional icing method for numerical simulation |
CN109376403A (en) * | 2018-09-29 | 2019-02-22 | 南京航空航天大学 | A kind of two-dimentional icing method for numerical simulation based on Descartes's self-adapting reconstruction technology |
CN111291505A (en) * | 2020-05-08 | 2020-06-16 | 中国空气动力研究与发展中心低速空气动力研究所 | Wing-type icing shape prediction method and device based on depth confidence network |
CN112345196A (en) * | 2021-01-11 | 2021-02-09 | 中国空气动力研究与发展中心低速空气动力研究所 | Super-cooled large water drop splash simulation test device and method |
-
2021
- 2021-09-15 CN CN202111084586.0A patent/CN113779904B/en active Active
Patent Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102682145A (en) * | 2011-11-30 | 2012-09-19 | 天津空中代码工程应用软件开发有限公司 | Numerical simulation method of flight icing |
US8696151B1 (en) * | 2013-03-12 | 2014-04-15 | Tcp Reliable, Inc. | Monitoring shipment of biological products to determine remaining refrigerant quantity |
CN104298886A (en) * | 2014-10-20 | 2015-01-21 | 上海电机学院 | Icing 3-D numerical simulation method of aeroengine rotating part |
CN105277485A (en) * | 2015-09-24 | 2016-01-27 | 空气动力学国家重点实验室 | Ice and object surface adhesion force measuring device |
CN108460217A (en) * | 2018-03-13 | 2018-08-28 | 西北工业大学 | A kind of unstable state three-dimensional icing method for numerical simulation |
CN109376403A (en) * | 2018-09-29 | 2019-02-22 | 南京航空航天大学 | A kind of two-dimentional icing method for numerical simulation based on Descartes's self-adapting reconstruction technology |
CN111291505A (en) * | 2020-05-08 | 2020-06-16 | 中国空气动力研究与发展中心低速空气动力研究所 | Wing-type icing shape prediction method and device based on depth confidence network |
CN112345196A (en) * | 2021-01-11 | 2021-02-09 | 中国空气动力研究与发展中心低速空气动力研究所 | Super-cooled large water drop splash simulation test device and method |
Non-Patent Citations (3)
Title |
---|
JOSE M. MOLINAR-MONTERRUBIO等: "Internal combustion engine parametric identification scheme for misfire fault detection: Experimental results" * |
任靖豪等: "复杂构型水滴收集率的拉格朗日计算方法" * |
李胜超: "三维笛卡尔网格的结冰数值模拟" * |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114169077A (en) * | 2021-12-13 | 2022-03-11 | 南京航空航天大学 | Strong-coupling three-dimensional numerical simulation method for hot gas anti-icing of aircraft engine inlet part |
CN114169077B (en) * | 2021-12-13 | 2023-04-07 | 南京航空航天大学 | Strong-coupling three-dimensional numerical simulation method for hot gas anti-icing of aircraft engine inlet part |
CN114180072A (en) * | 2022-02-16 | 2022-03-15 | 中国空气动力研究与发展中心低速空气动力研究所 | Icing thickness detection method |
CN114180072B (en) * | 2022-02-16 | 2022-04-12 | 中国空气动力研究与发展中心低速空气动力研究所 | Icing thickness detection method |
CN117408053A (en) * | 2023-10-18 | 2024-01-16 | 中国空气动力研究与发展中心计算空气动力研究所 | Method for establishing low-temperature flat plate drying mode frosting characteristic curve under strong convection condition |
Also Published As
Publication number | Publication date |
---|---|
CN113779904B (en) | 2023-04-25 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN113779904A (en) | Icing phase change calculation method based on coupling of continuous liquid film and discrete liquid film | |
Villedieu et al. | Glaciated and mixed phase ice accretion modeling using ONERA 2D icing suite | |
CN111396269B (en) | Multi-time-step unsteady icing calculation method and system and storage medium | |
CN114896906B (en) | Ice accretion simulation method considering heat conduction in ice layer and solid wall surface | |
CN114169077B (en) | Strong-coupling three-dimensional numerical simulation method for hot gas anti-icing of aircraft engine inlet part | |
CN114139393B (en) | Part electric heating three-dimensional anti-icing numerical simulation method considering water film flow heat transfer | |
CN112678189B (en) | Improved icing sensor installation position determining method | |
CN104354867A (en) | Design method of big supercooling water droplet icing detector and detector | |
Cao et al. | Numerical simulation of rime ice accretions on an aerofoil using an Eulerian method | |
Ayan et al. | In-flight ice accretion simulation in mixed-phase conditions | |
CN114398844B (en) | Steady-state anti-icing simulation method based on continuous water film flow | |
Vahab et al. | An adaptive coupled level set and moment-of-fluid method for simulating droplet impact and solidification on solid surfaces with application to aircraft icing | |
Liu et al. | Icing performance of stratospheric airship in ascending process | |
Chang et al. | Three-dimensional modelling and simulation of the ice accretion process on aircraft wings | |
Grenestedt et al. | Dynamic soaring in hurricanes | |
WO2019186151A1 (en) | Methods and apparatus for simulating liquid collection on aerodynamic components | |
Müller et al. | UAV Icing: 3D Simulations of Propeller Icing Effects and Anti-Icing Heat Loads | |
Bendarkar et al. | Rapid Assessment of Power Requirements and Optimization of Thermal Ice Protection Systems | |
Serkan et al. | Parallel computing applied to three-dimensional droplet trajectory simulation in Lagrangian approach | |
Hann | Numerical Simulation of In-Flight Icing of Unmanned Aerial Vehicles | |
Dong et al. | Calculation and analysis of water film flow characteristics on anti-icing airfoil surface | |
Grift et al. | Computational method for ice crystal trajectories in a turbofan compressor | |
Özgen et al. | Ice accretion simulations on airfoils | |
Bai et al. | Analysis of the influence of different droplet size distribution on wing impact characteristics and ice shape | |
Khalil et al. | Flight Simulation and Drag Prediction for a Pitching-Accelerating Hypersonic Reentry Vehicle |
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 |