4
EXPERIMENTAL Powdered TiOz (2 g) was pressed into a small pellet with a ten-ton laboratory press, so that it could be added to the extruder as a pulse. The APV MP2030 co-rotating, 30-mm fully intermeshing, self-wiping, twin-screw extru- der was operated at a mass flow rate of 4 kg/h, and the This equation is valid for the mean average value of RT only with the provision that the RTD is a normal distribution. However, the RTD from an extrusion pro- cess is a skewed normal distribution, with a longer tail at the high values of time (t), and therefore the value obtained for the residence time is the "median" and not the "mean" average. The "median" average is an over- estimation of the "mean" average residence time in the current system. A second problem with this method is that the operator has to discern the point at which all of the tracer has disappeared (tmax)' which in practice is dif- ficult and can result in error. A previous report by Hendra et aI.3 in the literature described the application of Raman spectroscopy to the in-line analysis of molten poly(ethylene terephthalate) us- ing a specially constructed glass die. In this study, the effects in Raman spectra were interpreted in terms of changes in molecular shape caused by varying shear rate and melt temperature. However, no studies were made of the RTD in the system. A novel technique for the determination of the RTD for an extrusion process has been explored and reported in the current study, where off-line Raman spectroscopic measurements were employed to determine the concen- tration of a tracer in high-density polyethylene (BP HD5050ea). It was necessary for the tracer to satisfy the following requirements: It must have an intense Raman signal close to a ref- erence band in the base polymer. The Raman signal should not be masked by a band in the base polymer. Effective mixing with the base polymer has to occur. It must be nonreactive under extrusion conditions. It must be capable of being pulsed into the feed port. It was found that titanium dioxide (TiOz, BDH) mixed with polyethylene under the extrusion conditions and had strong Raman scattering at v(TiO) 650 cm-I. Application of Raman Spectroscopy for Determining Residence Time Distributions in Extruder Reactors N. J. WARD, H. G. M. EDWARDS,* A. F. JOHNSON, D. J. FLEMING, and P. D. COATES Interdisciplinary Research Centre in Polymer Science and Technology, University of Bradford, Richmond Road, Bradford, West Yorkshire BD7 IDP, u.K. Index Headings: Raman spectroscopy; Residence time distribution; Tracer; Extrusion. INTRODUCTION The time that a polymeric material spends in the barrel of an extruder is known as its residence time. In an ideal plug flow reactor, all elements of the fluid travel at the same velocity, and the residence time of each fluid ele- ment is the same. 1 However, the velocity profile devel- oped in twin-screw extruders is nonideal because of back- mixing, as well as the slow exchange of bulk material to and from a polymer film on the barrel wall or screw surfaces. Consequently, a distribution of residence times is produced for the polymer, and this distribution is known as the exit age distribution or residence time dis- tribution (RTD). The measurement of the RTD in an ex- truder usually involves a stimulus-response method.z The extrusion process is subjected to a pulse input of a tracer at the feed port. The concentration of the tracer in the extrudate is then recorded as a function of time. A graph- ical plot of the tracer concentration against extrusion time produces the RTD curve. Some tracers which have been employed in the literature and the relevant property mea- sured are given in Table 1. The average residence time can be determined during the extrusion process by the addition of a pulse of carbon masterbatch (time, t = 0). The time when the extrudate changes color (t = tmin) and the time when the extrudate returns to its original color (t = tmax) are recorded. The average residence time (RT) may be calculated from Eq. 1: Received 15 December 1995; accepted 10 January, 1996. * Author to whom correspondence should be sent. RT = (tmax + tmin) 2 (1) 812 Volume 50, Number 6, 1996 0003-7028/96/5006-0812$2.00/0 © 1996 Society for Applied Spectroscopy APPLIED SPECTROSCOPY

Application of Raman Spectroscopy (tmax tmin) (1) for ...TABLE II. Calculations for the determination of the F(6) plot (Fig. 2). Mass flow rate 4 kglh." Time, cet) t (min) E(t) - E(8)c(t)C(t)b8F(8)=cet)X=E(8)r!::I.ttlrX~oX

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Page 1: Application of Raman Spectroscopy (tmax tmin) (1) for ...TABLE II. Calculations for the determination of the F(6) plot (Fig. 2). Mass flow rate 4 kglh." Time, cet) t (min) E(t) - E(8)c(t)C(t)b8F(8)=cet)X=E(8)r!::I.ttlrX~oX

EXPERIMENTAL

Powdered TiOz (2 g) was pressed into a small pelletwith a ten-ton laboratory press, so that it could be addedto the extruder as a pulse. The APV MP2030 co-rotating,30-mm fully intermeshing, self-wiping, twin-screw extru­der was operated at a mass flow rate of 4 kg/h, and the

This equation is valid for the mean average value ofRT only with the provision that the RTD is a normaldistribution. However, the RTD from an extrusion pro­cess is a skewed normal distribution, with a longer tailat the high values of time (t), and therefore the valueobtained for the residence time is the "median" and notthe "mean" average. The "median" average is an over­estimation of the "mean" average residence time in thecurrent system. A second problem with this method isthat the operator has to discern the point at which all ofthe tracer has disappeared (tmax)' which in practice is dif­ficult and can result in error.

A previous report by Hendra et aI.3 in the literaturedescribed the application of Raman spectroscopy to thein-line analysis of molten poly(ethylene terephthalate) us­ing a specially constructed glass die. In this study, theeffects in Raman spectra were interpreted in terms ofchanges in molecular shape caused by varying shear rateand melt temperature. However, no studies were made ofthe RTD in the system.

A novel technique for the determination of the RTDfor an extrusion process has been explored and reportedin the current study, where off-line Raman spectroscopicmeasurements were employed to determine the concen­tration of a tracer in high-density polyethylene (BPHD5050ea). It was necessary for the tracer to satisfy thefollowing requirements:

• It must have an intense Raman signal close to a ref­erence band in the base polymer.

• The Raman signal should not be masked by a band inthe base polymer.

• Effective mixing with the base polymer has to occur.• It must be nonreactive under extrusion conditions.• It must be capable of being pulsed into the feed port.

It was found that titanium dioxide (TiOz, BDH) mixedwith polyethylene under the extrusion conditions and hadstrong Raman scattering at v(TiO) 650 cm-I.

Application of Raman Spectroscopyfor Determining Residence TimeDistributions in Extruder Reactors

N. J. WARD, H. G. M. EDWARDS,*A. F. JOHNSON, D. J. FLEMING,and P. D. COATESInterdisciplinary Research Centre in Polymer Scienceand Technology, University of Bradford, RichmondRoad, Bradford, West Yorkshire BD7 IDP, u.K.

Index Headings: Raman spectroscopy; Residence time distribution;Tracer; Extrusion.

INTRODUCTION

The time that a polymeric material spends in the barrelof an extruder is known as its residence time. In an idealplug flow reactor, all elements of the fluid travel at thesame velocity, and the residence time of each fluid ele­ment is the same. 1 However, the velocity profile devel­oped in twin-screw extruders is nonideal because of back­mixing, as well as the slow exchange of bulk material toand from a polymer film on the barrel wall or screwsurfaces. Consequently, a distribution of residence timesis produced for the polymer, and this distribution isknown as the exit age distribution or residence time dis­tribution (RTD). The measurement of the RTD in an ex­truder usually involves a stimulus-response method.z Theextrusion process is subjected to a pulse input of a tracerat the feed port. The concentration of the tracer in theextrudate is then recorded as a function of time. A graph­ical plot of the tracer concentration against extrusion timeproduces the RTD curve. Some tracers which have beenemployed in the literature and the relevant property mea­sured are given in Table 1.

The average residence time can be determined duringthe extrusion process by the addition of a pulse of carbonmasterbatch (time, t = 0). The time when the extrudatechanges color (t = tmin) and the time when the extrudatereturns to its original color (t = tmax) are recorded. Theaverage residence time (RT) may be calculated from Eq. 1:

Received 15 December 1995; accepted 10 January, 1996.* Author to whom correspondence should be sent.

R T = (tmax + tmin)2 (1)

812 Volume 50, Number 6, 19960003-7028/96/5006-0812$2.00/0

© 1996 Society for Applied SpectroscopyAPPLIED SPECTROSCOPY

Page 2: Application of Raman Spectroscopy (tmax tmin) (1) for ...TABLE II. Calculations for the determination of the F(6) plot (Fig. 2). Mass flow rate 4 kglh." Time, cet) t (min) E(t) - E(8)c(t)C(t)b8F(8)=cet)X=E(8)r!::I.ttlrX~oX

TABLE I. Tracers used to determine RTDs in extruders.

Tracer

KNOiNaN03Carbon in LDPEAntimony oxideIron powderMn560,

Property measured

Electrical conductivity"Colorb

X-ray fluorescence'MagnetismdRadioactivitye

1102

aD. B. Todd and H. F. Irving, Chern. Eng. Prog. 65, I (1969).b T. Sakai, SPE ANTEC Tech. Papers 33, (1987).'CO J. Rauwendaal, Polym. Eng. Sci. 21,1092 (1981).d J. P. Pauux and A. Ainser, Polymer Processing Society 9th Annual

Meeting, Manchester, U.K. (1993).'L. P. B. M. Janssen, R. W. Hollander, M. W. Spoor, and J. M. Smith,

AIChE J. 25, 351 (1979).

PE

pellet of TiOz was introduced to the feed port. A sampleof extrudate was collected at the die once every 10 s forsubsequent Raman analysis. The Raman spectroscopicequipment comprised two main parts: a Spectra-Physics2020-5 argon-ion laser with a nominal output power of1.5 W at 488.0 nm, and a Spex Industries 1401 doublemonochromator with photon-counting detection accom­plished with an EMI 9789 QA photomultiplier tube.Spectrometer control was carried out with a Nicolet 1180computer. Raman spectra (1 scan) of the samples wereobtained between 575 and 1175 cm-I (Fig. 1). Relevantpeak areas were calculated with the use of a PC softwarepackage.4 The peak area at 650 cm-I for TiOz was ratioedwith the peak area at 1150 cm-I for HDPE, so that therelative peak areas could be plotted against time to pro­duce an RTD curve.

600 700

1102

I~ SECDNDS

800 900

Raman Shift (em-I)

1000 1100

PE

RESULTS AND DISCUSSION

The mean residence time in these processes, t, is givenby Wolf et al.:5

t =2: t· C(t) . !1to

2: C(t)·!1to

(2)700

180 SECDNDS

eOo 900

Raman Shift (em-I)

1000 1100

where C(t) is the tracer concentration, relative to poly­ethylene, and !1t represents the time interval between thesamples. Thus, the mean residence times for the extrusionprocess at 4 and 8 kg/h were calculated to be 175 (seeTable II) and 118 s, respectively.

The residence times (t) can be normalized to the meanresidence time (t):

1102

e =!.t

(3)

where e is the normalized time, t is the residence-time,and t is the mean residence time. Similarly, the tracerconcentration at time equal to t can be normalized to thetotal tracer concentration:

210 SECDNDS

in which E(t) is the normalized tracer concentration, C(t)is the tracer concentration, and !1t is the time interval

FIG. 1. Raman spectra of high-density polyethylene with varying lev­els of Ti02 incorporated at t = 150, 180, and 210 s.

Raman Shift (em-I)

E(t) = C(t)

2: C(t)!1to

(4) 600 700 800 900 1000 1100

APPLIED SPECTROSCOPY 813

Page 3: Application of Raman Spectroscopy (tmax tmin) (1) for ...TABLE II. Calculations for the determination of the F(6) plot (Fig. 2). Mass flow rate 4 kglh." Time, cet) t (min) E(t) - E(8)c(t)C(t)b8F(8)=cet)X=E(8)r!::I.ttlrX~oX

TABLE II. Calculations for the determination of the F(6) plot (Fig. 2). Mass flow rate 4 kglh."

Time,

cet)E(t) -t (min)

C(t)bcet) X 6.t8 = tlrc(t) X !::I.t~o cet}6.tE(8) = r X E(t)E(8) X MF(8)

0.00

0.00 0.000.000.0000.0000.0000.0000.0001.67

0.10 0.]80.570.0170.0] ]0.0330.0020.0021.84

0.90 1.730.630.1500.10]0.2930.0]70.0192.00

2.00 4.]70.690.3340.2240.6520.0370.0562.]7

6.10 ]3.750.741.0190.6821.9880.] ]30.]702.34

5.20 ]2.600.800.8680.58]].6950.0970.2672.50

7.50 ]9.380.861.2530.8392.4440.]390.4072.67

5.75 ]5.830.920.9600.6431.8740.1070.5142.84

4.80 ]4.030.970.8020.5371.5640.0890.6043.00

5.60 ]7.271.030.9350.626].8250.]040.7093.]7

3.20 10.4]1.090.5340.358].0430.0590.7683.34

4.00 ]3.691.150.6680.4471.3040.0740.8433.50

2.75 9.851.200.4600.3080.8960.05]0.8943.67

1.70 6.381.260.2840.]900.5540.0320.9263.84

0.80 3.]41.320.]340.0890.26]0.0]50.94]4.00

0.80 3.271.380.]340.0890.26]0.0]50.9564.]7

0.95 4.041.430.]590.1060.3]00.0]80.9744.34

0.60 2.651.490.]000.0670.]960.0] ]0.9854.50

0.60 2.751.550.1000.0670.]960.0110.9964.67

0.20 0.951.600.0330.0220.0650.0041.0004.83

0.00 0.000.000.0000.0000.0000.000].000Sum = 53.55

Sum = 156.07Sum = 8.94

"Mean residence time, r = 156.07/53.55 = 2.9] min (175 s). b Raman peak areas (TiO/polyethylene).

between the samples. E(t) can also be normalized to themean residence time:

t

F(e) = L E(e)· 6.e.o

(6)

E(e) = tEet). (5)

The cumulative normalized tracer concentration, F(e),may then be obtained:5

A plot of the cumulative normalized tracer concentra­tion [F(8)] against normalized time (8), the F(8) distri­bution, may be used to calculate the proportion of ma-

=o

:;: 0.8~=::I~§...

.•..

.s 0.6'1::.•..

tI.I

S~a

E=: 0.4~>...

.•..0:

'3a::I 0.2o

o

o 0.1

-+- 8kg/h.--+-Wolf et 01. (1986)

- . - Plug flow

-o-4kg/h.

0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9

1'--

1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8

Normalized Time

FIG. 2. F(8) functions for a co-rotating twin-screw extruder (current work), counter-rotating twin-screw extruder, and plug flow.

814 Volume 50, Number 6, 1996

Page 4: Application of Raman Spectroscopy (tmax tmin) (1) for ...TABLE II. Calculations for the determination of the F(6) plot (Fig. 2). Mass flow rate 4 kglh." Time, cet) t (min) E(t) - E(8)c(t)C(t)b8F(8)=cet)X=E(8)r!::I.ttlrX~oX

c

terial which spends a given percentage of the mean res­idence time in the barrel (Fig. 2). It is apparent that thenormalized distributions with polyethylene flow rates of4 and 8 kg/h overlay each other. The plots show that thematerial spends at least 60% of the mean residence timein the extruder, and all the material has exited before180% of the mean residence time has been reached.

The distributions in the current work in Fig. 2 havebeen superimposed with two other residence time distri­butions. Simple plug flow is indicated, where all the ma­terial spends the mean residence time in the system, anda vertical line passing through e = 1 is produced. There­fore, the F(e) plot can highlight the process deviationfrom a plug flow residence time distribution, and differ­ent configurations or operating conditions can be com­pared. For comparison with the current work, a set ofdata from Wolf et aP is also provided. Wolf et al. useda 90-mm counter-rotating twin-screw extruder operatingat 62 kg/h at a screw speed of 30 rpm. The counter-

rotating extruder has a narrower distribution than the co­rotating twin-screw used in the present work. All the ma­terial spends at least 85% of the mean residence time inthe counter-rotating twin-screw extruder, compared with60% in the current work.

CONCLUSION

The potential of measuring residence time distributionsby Raman spectroscopy has been demonstrated in thecurrent work, and further studies are in progress whichextend the work to in-line analysis.

1. O. Levenspeil, Chemical Reaction Engineering (Wiley, New York1972), 2nd ed.

2. D. B. Todd, Intern.Polym.Process. 8, I (1993).3. P. J. Hendra, D. B. Morris, R. D. Sang, and H. A. Willis, Polymer

9, 23 (1982).4. LabCalc, commercial software (Galactic Industries, Salem, New

Hampshire, 1990).5. D. Wolf, N. Holin, and D. H. White, Polym. Eng. Sci. 26, 640

(1986).

APPLIED SPECTROSCOPY 815