che5700 陶瓷粉末處理 batching and mixing batch feed always involves mixing, objective: - high...

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Che5700 陶陶陶陶陶陶 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather science; no proper equations to describe particle flow ) Before mixing: action of feeding; next few graphs showing some common equipments, goal: good powder flowability. Most ideal state of mixing: random homogeneous mixture RHM

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Page 1: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Che5700 陶瓷粉末處理

Batching and Mixing Batch feed always involves mixing, objective: -

high uniformity, high reliability (more judgment (experience) rather science; no proper equations to describe particle flow)

Before mixing: action of feeding; next few graphs showing some common equipments, goal: good powder flowability.

Most ideal state of mixing: random homogeneous mixture RHM

Page 2: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

•What is the mixer meant to do? • produce a good mix• What do you mean by “good” then?• the mixer need to have the right quality (appearance, particle concentration)• well mixed, on a microscopic scale• the products should be free of long-range difference of concentrations• the mixture needs to be random• well mixed on certain scale of scrutiny• product must undergo a certain rate of reaction

Purpose of Mixing

Page 3: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather
Page 4: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather
Page 5: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather
Page 6: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Bulk Solid Transport

Che5700 陶瓷粉末處理

One way to avoid funnel flow: reduce friction from walls

Mass flow – first in, first out, good results; Funnel flow – first in, last out (rat holing); not

desirable

Page 7: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Properties of Mass of Particles

Che5700 陶瓷粉末處理

Pressure is not the same in all directions: one applied pressure will create some pressures in other directions, but always smaller; related to particle shape and packing; define K’ = normal pressure/applied pressureShear applied at surface will be transmitted through a static mass of particlesDensity of mass will varyBefore flow, mass of particles will increase its volume first (dilation)When angular solids are piled up on a flat surface, there will be an angle of repose; (free flowing solids: this angle is between 15 and 30o)

Page 8: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Angle of Friction

Angle of storage tank and angle of friction of particle whether particle can free flow, i.e. mass flow or funnel flow;

Arching: state when particle can not flow at all

Common experience: flow of powder decrease if size of flow unit > 15% of opening size

Page 9: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Cohesive & Noncohesive Solids

Non-cohesive solids (free flowing; cohesionless): K’ 0.35 – 0.6Cohesiveness: often sensitive to moisture

Che5700 陶瓷粉末處理

Page 10: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Angle of friction: influenced by particle size, shape, or even water content, it often increase cohesive force between particles increase angle of friction more difficult to free flow

Abrasion: another possible problem with ceramic particles during transportation

Page 11: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Powder Mixing

Che5700 陶瓷粉末處理

More art than science; Can never achieve perfect mixing like that in fluid phase; Complete mixing: often refers to specific structure, not

attainable from a random process; Characterization of mixture: I.e. degree of

homogeneity - (1) a statistical problem; (2) sample size (scale of scrutiny) consideration – need to be “proper”, too large or too small: little value; e.g. sintering after mixing – then consider diffusion distance during sintering, choose appropriate size for sampling , can be considered as single sample within that size.

lack of scale-up principle: due to poor understanding of particle behaviour during motion;

Page 12: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Scale of Segregation

•The length, area or volume of the largest region of each component in the mixture is referred to “scale of segregation” of that component• In a liquid solution: minimum scale of segregation – size of largest molecules• In a particle system: largest particle size

Page 13: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

• Completely random vs completely dispersed• Degree of segregation larger in the former case

Sampling size: e.g. adding carotene into powder milk (1/1000), how should we sampling?

Page 14: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Degree of Mixedness

rnrqprrn

nxp

!)!(

!)( nrx /

)2

)(exp(

2

1)()(

2

2

px

dx

xdpxF

p,q true fractions; x measured fraction

Che5700 陶瓷粉末處理

Use statistical numbers as index of degree of mixing, to discuss uniformity of sample, to compare different mixing equipment and operation conditions.

Statistically, bimodal distribution for mixtures, often use Gaussian or Poisson distribution as examples

E.g. A, B equivalent , except color different, then

Page 15: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Mixing Indices

Che5700 陶瓷粉末處理

2/10

2

]1

)([

N

CCis

N

2/111 ))1(

(n

CCr

ro

o sM

loglog

loglog

2/1

11 )]1([ CCo

* Sampling analysis: Standard deviation s (s2 = variance) ; where o = standard deviation of original segregated mixture; r = standard deviation of ultimate completely random mixture; s = standard deviation of current sample; N = number of analyzed samples; n = particle number in sample

Page 16: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

More Indices

Che5700 陶瓷粉末處理

For example:Rose – M = 1 – s/o; (unmixed 0 mixed 1- 1/n1/2)Lacey – M = (o

2 – s2)/(o2 - r

2) (from 0 1)Kramer – M = (o – s)/(o - r) (from 0 1)Hixon-Tenney-Harvey index: if x > p D1 = (1-x)/(1-p) x < p D2 = x/p x = p D3 = 1 average degree of mixing Da = (N1 D1 + N2 D2 + N3

D3)/N ( x = value of some component in sample, p= expected

value)

Page 17: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

2/1211221 )]

)()(([

s

ww

r M

fCfCCC

•For different material and different size, use this equnation to calculate RHM 的 variance;•C1, C2 = fractional concentration of each component•Ms = mass of samplefw sum of product of the weight fraction f of particles in each size class and the mean particle weight W in the class (could it be f * w; not fw)

Page 18: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Mixing Analysis

Che5700 陶瓷粉末處理

Previous mixing index to evaluate mixing process or effect of parameters, try to minimize error in sampling and analysis.

Macro-scale mixing: by chemical analysis, phase analysis, etc.; Micro-scale mixing: observation by microscopy technique

E.g. use M index: to study time effect, determine optimal condition; indicating de-mixing behavior; mixing – by relative movement of particles: convection, shear, diffusion (three mechanisms). Different equipment provide different mechanisms.

Inverse of mixing segregation (percolation of fines, trajectory segregation, rise of coarse upon vibration)

Page 19: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Mixing yeast into dough: an example

source: Unit operations in food processing5 kg yeast mix into 95Kg dough after 5 min, 100 gm sample, yeast analysis: 0, 16.5, 3.2, 2.2, 12.6, 9.6, 0.2, 4.6, 0.5, 8.5;After 10 min, 3.4, 8.3, 7.2, 6.0, 4.3, 5.2, 5.7, 2.6, 4.3, 2.0; M = (so^2 – s^2)/(so^2 – sr^2) so^2 = 0.048; sr^2 ~0; s5^2 = 0.003, s10^2 = 0.00038 M5 = 0.93; M10 = 0.99

Page 20: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Important Parameters

Che5700 陶瓷粉末處理

Mixing effect affected by: type of equipment energy input flowability and composition of sampe (size, shape,

density, surface characteristics)

For complete description of mixing, one need: sample variance (intensity of segregation) scale of segregation (to micro-scale) long range structure

Page 21: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Microscale and Macroscale Mixedness

• Microscale analysis provide information on microscale mixedness• Macroscale mixedness can be analyzed by many technqiues (chemical or physical)• Sampling and analysis error should be kept to a minimum• uncertainty in the standard deviation (s) become low when a large number of samples are taken

Page 22: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Taken from JS Reed, 2nd ed.

Page 23: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

• Taken from JS Reed, 1995• Commercial mixers: usually with two or more mixing elements to produce: high shear mixing in a local region & low shear bulk mixing

Page 24: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

One example of two mixing elements

To avoid vortex, we may add baffles

Turbulence and cavitation – for diffusion (micro-scale mixing)

Page 25: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Mechanism in Horizontal Drum Mixer

Che5700 陶瓷粉末處理

•Path of circulation: particle move with rotating cylinder, mixing only if change in path of particles•Radial mixing: due to mixing in the gravity direction (drop to a void); velocity gradient important;•Radial de-mixing: core formation, small and heavy particles gradually go to bottom•Axial mixing: diffusion mode•Axial de-mixing: band formation, effect from mixer walls;

Page 26: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Change drum mixer into cone shape, beneficial to mixing; (taken from JS Reed, 1995) cement mixer!

Page 27: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Rate Process

Che5700 陶瓷粉末處理

•dM/dt = A (1-M) – B (where is segregation potential; M = 1 - 2) unmixing process

In principle: B – effect from equipment; - effect from particle characteristics

Page 28: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Equipment used in mixing of viscous paste (Taken from JS Reed, 1995); (a) helical mixer; (c) double planetary mixer

Sigma blade mixer

Page 29: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

取自 JS Reed, 1995

Page 30: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Extent of reaction depend on degree of mixing and uniformity

Page 31: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Types of Mixers

J. Bridgewater, Particuology, 10(4), 397-427, 2012

Mixing mechanism: convection, diffusion, shear

Page 32: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather
Page 33: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather
Page 34: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Aeration Blending

Che5700 陶瓷粉末處理

Or named fluidized blending, for mixing of different particles. Some advantages:

can obtain uniform mixtures, even different in density can be precisely controlled, energy cost/unit weight

sample lower easy to operate and maintain large capacity fast and easy loading; many different methods for

feeding (e.g. pneumatic, mechanical, gravity) Can use other gases, in addition to air

Page 35: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Dispersion of Powder into Liquid

Che5700 陶瓷粉末處理

Steps involved: adhesion (a b), immersion (b c) and spreading (c d);

Work involved with each step (equilibrium consideration):Wa = SL – (LV + SV) = -LV (cos +1) negative for any Wi = 4SL - 4LV =-4LV cos < 90o, negative valueWs = (SL + LV) - SV = -LV (cos -1) positive value, at=0o, this number is zeroIn summary: work must be done to obtain spreading

Page 36: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Contact Angle

Che5700 陶瓷粉末處理

cos = (SV - SL) /LV

Wetting implies contact angle < 90o

Page 37: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Macroscale Mixing and Microscale Mixing

Che5700 陶瓷粉末處理

Mixing of viscous slurry with a single impeller: difficult to achieve both ** macrocsale mixing high pumping capacity ** microscale mixing turbulence

Look at two parameters, Re & P (power requirement) ** Re = N s (dia.)2/ …. turbulence ** P/Re = CD N2 (dia.)3 …. Pumping capacity CD: drag coefficient; For high viscosity, same power, but need large Re (microscale mixing) need small size propeller, or increase velocity; yet for small propeller, non-uniformity occur (macroscale mixing)

Page 38: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Mixing and EMI Performance

* ABS + Ni powder or fiber mixing (Barbender mixer or dry mixing) composite for EMI measurements

Page 39: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

0 5 10 15 20 25 30

0

10

20

30

40

50

60

Ave

rag

e E

MI S

E (

dB

)

Nickel vol. %

Brabender/powder Dry mixing/powder Dry mixing/filament

Dry mixing produced better shielding effect than Barbender mixer (in terms of low threshold value)

Page 40: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

(a) Barbender mixer (powder; 20%); (b) dry mixing (powder 7%); (c) dry mixing (filament, 7%)

Barbender mixer produced perfect mixing, not necessary good for EMI purposes; dry mixing produced macro-scale uniformity, not micro-scale uniformity

Page 41: Che5700 陶瓷粉末處理 Batching and Mixing Batch feed always involves mixing, objective: - high uniformity, high reliability (more judgment (experience) rather

Correlation between percent measureable (electrical resistance) of composite of various samples

0 5 10 15 20 25 30

0

20

40

60

80

100

PM

(%

)

Nickel vol. %

Brabender/powder Dry mixing/powder Dry mixing/filament

Electrical resistance measurement by 4 point probe