Method of monitoring macrostickies in a recycling and paper or tissue making process involving recycled pulp
09562861 ยท 2017-02-07
Assignee
Inventors
- William A. Von Drasek (Oak Forest, IL, US)
- Brett Brotherson (Lisle, IL, US)
- Sergey M. Shevchenko (Aurora, IL)
- Michael J. Murcia (DeKalb, IL, US)
Cpc classification
Y02W30/64
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
G01N21/6486
PHYSICS
International classification
Abstract
A challenge in using recycled material in the papermaking process is the presence of hydrophobic organics with adhesive properties commonly known as stickies. Hydrophobic agglomerates can result in spots or defects in the final paper product or deposit on papermaking equipment resulting in poor runnability and downtime. Technologies for monitoring and controlling microstickies exist. However, a need exists for a technique to rapidly determine the size and content of macrostickies (diameter>100 microns) in recycled pulp process streams. The present invention is a device and method to perform real-time macrostickies and/or any visible hydrophobic particle analysis in an aqueous medium. Using the present invention, furnish quality can be monitored and treatment performance can be monitored and controlled. The technique is based on fluorescence image analysis to identify and count sticky particles as well as measure their size.
Claims
1. A method for measuring the effectiveness of an additive added to an aqueous pulp slurry for decreasing macrostickie contaminants, the method comprising: shining light into an aqueous pulp slurry comprising macrostickie and non-macrostickie contaminants flowing across a streamlined body; adding a hydrophobic dye to the aqueous pulp slurry, such that the hydrophobic dye interacts with the macrostickie and non-macrostickie contaminants, the interaction causing a first modified fluorescent emission; capturing a digital image of the first modified fluorescent emission, the digital image having a background; correcting the background of the digital image; filtering from the digital image the first modified fluorescent emission caused by the non-macrostickie contaminant to create a first filtered image; adding an additive to the aqueous pulp slurry; repeating the shining, adding, detecting, capturing, correcting, and filtering to create a second filtered image; and comparing the first filtered image to the second filtered image to determine the effectiveness of the additive; wherein the streamlined body narrows the flow of the aqueous pulp slurry in the measurement area.
2. The method of claim 1, further comprising measuring a variable of the aqueous pulp slurry based on the altered digital image, wherein the variable is selected from a particle size distribution of macrostickies in the aqueous pulp slurry and a concentration of macrostickies in the aqueous pulp, and combinations thereof.
3. The method of claim 1, wherein the hydrophobic dye is a solvatochromatic dye comprised of a chemical selected from the group consisting of a phenoxazone dye, a carbocyanine, a pyridinium betaine dye, a polysulfonated pyrene, a rhodamine, a fluorescein, and combinations thereof.
4. The method of claim 1, wherein the hydrophobic dye is Nile Red.
5. The method of claim 1, wherein the hydrophobic dye is dissolved in a solvent that is miscible in water.
6. The method of claim 1, wherein the aqueous pulp slurry originates from a processing stage selected from the group consisting of a repulping stage, a deinking stage, a water loop stage, a wet-end stock preparation stage, a papermaking stage, and a tissuemaking stage.
7. The method of claim 1, wherein capturing a digital image of the modified fluorescent emission further includes capturing a digital image of modified fluorescent emission due to the presence in the slurry of contaminant other than macrostickies, and altering the digital image comprising strengthening the captured modified fluorescent emission due to the presence of macrostickies, and weakening the captured modified fluorescent emission due to the presence of contaminant other than macrostickies.
8. The method of claim 7, wherein altering the digital image further comprises filtering the digital image to remove weakened modified fluorescent emission and measuring the strengthened captured modified fluorescent emission.
9. The method of claim 7, wherein at least the capturing, the altering, and the measuring are repeated.
10. The method of claim 1, wherein the capturing is performed at a flow-through cell having an optical access window coated with a hydrophobic material.
11. A method of monitoring a variable, the method comprising; shining light into an aqueous pulp slurry having visible contaminants flowing across a streamlined body; adding a hydrophobic dye into the aqueous pulp slurry such that a modified fluorescent emission occurs and is capturable in the flow across the streamlined body; capturing, via a digital camera, a digital image of the modified fluorescent emission in the aqueous pulp slurry flowing across the streamlined body; altering the digital image to isolate the fluorescent emission caused by the interaction of the hydrophobic dye with at least one visible contaminant of the visible contaminants; and measuring the variable of the aqueous pulp slurry based on the altered digital image; wherein the streamlined body narrows the flow of the aqueous pulp slurry in the measurement area; wherein the variable is selected from concentration of the visible contaminants, average particle size of the visible contaminants, effectiveness of an additive added to the aqueous pulp slurry, and combinations thereof.
12. The method of claim 11, wherein the hydrophobic dye is a solvatochromatic dye comprised of a chemical selected from a phenoxazone dye, a carbocyanine, a pyridinium betaine dye, a polysulfonated pyrene, a rhodamine, a fluorescein, and combinations thereof.
13. The method of claim 11, wherein the hydrophobic dye is Nile Red.
14. The method of claim 11, wherein the altering comprises correcting the digital image, the correcting strengthening the captured modified fluorescent emission caused by the interaction of the hydrophobic dye and the visible contaminant, and weakening the captured modified fluorescent emission caused by the interaction of the hydrophobic dye and anything other than the visible contaminant.
15. The method of claim 1, wherein one or more of the macrostickie contaminants have a particle size of 100 microns or more.
16. The method of claim 11, wherein one or more of the macrostickie contaminants have a particle size of 100 microns or more.
17. The method of claim 11, wherein the aqueous pulp slurry originates from a processing stage selected from the group consisting of a repulping stage, a deinking stage, a water loop stage, a wet-end stock preparation stage, a papermaking stage, and a tissuemaking stage.
18. The method of claim 11, wherein at least the capturing, the altering, and the measuring are repeated.
19. The method of claim 11, wherein the variable is the concentration of the visible contaminants.
20. The method of claim 1, wherein the light is from a LED light source.
21. The method of claim 11, wherein the light is from a LED light source.
Description
BRIEF DESCRIPTION OF THE SEVERAL VIEWS OF THE DRAWINGS
(1) The benefits and advantages of the present invention will become more readily apparent to those of ordinary skill in the relevant art after reviewing the following detailed description and accompanying drawings, wherein:
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DETAILED DESCRIPTION OF THE INVENTION
(10) While the present invention is susceptible of embodiment in various forms, there is shown in the drawings and will hereinafter be described a presently preferred embodiment with the understanding that the present disclosure is to be considered an exemplification of the invention and is not intended to limit the invention to the specific embodiment illustrated.
(11) It should be further understood that the title of this section of this specification, namely, Detailed Description of the Invention, relates to a requirement of the United States Patent Office, and does not imply, nor should be inferred to limit the subject matter disclosed herein.
DEFINITIONS
(12) For purposes of this patent application, the following terms have the definitions set forth below:
(13) Aqueous pulp slurry means any aqueous medium that may or may not contain some level of pulp.
(14) Aqueous pulp slurry circulation device means a device that circulates an aqueous pulp slurry through a conduit. A typical aqueous pulp slurry circulation device is a pump.
(15) Capturing means recording an image.
(16) Concentration means any measurement of a subset of a whole per the whole. Concentration as related to this application may be measured as mass of the subset per volume of the whole, volume of the subset per volume of the whole, quantity of the subset per mass of the whole, quantity of the subset per volume of the whole, quantity of the subset per quantity of the whole, and so forth. For the purposes of this patent application, particle count is a type of concentration measurement.
(17) Contaminant means any organic material found in an aqueous slurry that is not pulp, water, or a material that is intentionally added to the aqueous slurry. Typical contaminants are stickies, pitch, and like substances.
(18) Digital microscopic camera means a camera that is capable of capturing microscopic images in a digital storage format.
(19) Flow-through cell means an apparatus having at least one non-opaque space that allows flow of a fluid, slurry, or the like, through the apparatus, allowing for outside observation of the flow through the apparatus.
(20) Fluid includes any aqueous medium, homogeneous or heterogeneous, and, in particular, liquids used in the pulp and paper industry such as an aqueous papermaking suspension from a papermaking process (e.g., a fluid containing fibers in a pulping stage), a thin stock, a thick stock, aqueous suspensions drawn from the papermaking process (e.g., various locations from a papermaking machine or pulping process), aqueous fluid in a Uhle box, press dewatering section, and/or any part of the papermaking process that one of ordinary skill in the art would need to monitor hydrophobic contaminants. For purposes of this patent application, a slurry is a fluid.
(21) Hydrophobic dye means any dye capable of emitting a fluorescent emission when interacting with a contaminant as defined above.
(22) Macroscopic contaminant means any contaminant having a particle size of greater than or equal to 0.10 mm, as typically used by the pulp and paper industry. A visible hydrophobic particle is an example of a type of macroscopic contaminant, though it may not be the only type of macroscopic contaminant.
(23) Non-macroscopic contaminant means any contaminant that is not a macroscopic contaminant.
(24) Papermaking process means a method of making any kind of paper product (e.g., paper, tissue, board, etc.) from pulp comprising forming an aqueous cellulosic papermaking furnish, draining the furnish to form a sheet, and drying the sheet. The steps of forming the papermaking furnish, draining, and drying may be carried out in any manner generally known to those skilled in the art. The papermaking process may include a pulping stage (e.g., making pulp from woody raw material or secondary fiber) and bleaching stage (e.g., chemical treatment of the pulp for brightness improvement). Furnishes can contain fillers and/or other contaminants.
(25) Temperature control device means any device or combination of devices that provide heating, cooling, or heating and cooling, either manually or automatically, so that a temperature may be controlled.
(26) Variable means a measurable or quantifiable value. While not wishing to be restricted, examples of variables typically measured in the context of the invention include particle size distribution, concentration, particle count, the effectiveness of an additive, etc.
(27) Visible contaminant means any contaminant that is detectable by a microscope or microscopic camera. A visible contaminant is a form of macroscopic contaminant.
(28) The invention is directed to an on-line method for assessing visible, and more specifically macroscopic contaminants in an aqueous slurry, particularly an aqueous pulp slurry containing recycled furnish. These contaminants can be broadly divided into two categories: hydrophilic dirt particles and hydrophobic stickies. Hard hydrophobic particles such as pieces of plastic can also be present in such a slurry, but these particles are typically removed at a pulp preparation stage of a papermaking process. The method allows quantifying said contaminants in a flow of dilute pulp slurry. Specifically, intermediately sized stickies and macrostickies can be selected and characterized on-line. In its preferred embodiment, the method involves treatment of the pulp slurry with a fluorescent dye. Both concentration and size distribution of these particles can be assessed through combined hydrophobicity-dependent fluorescent dye injection, optical excitation and imaging, and image analysis. In addition, visible dirt particles can be characterized using conventional optical means. Thus, the full picture of macroscopic contamination of recycled pulp can be obtained using the same optical flow-through setup that can be realized in the form of a pump-driven, closed-loop, batch configuration or a continuous sidestream apparatus at a mill.
(29) It is important that this characterization can be made in an actual pulp flow, with furnish present, without any filtering or sample preparation. Moreover, the pulp can be characterized in the same experiment for the level of hydrophobic microparticles deposited on its surface. Altogether, the method allows one to characterize the efficiency of screening at the mill, the quality of the supplied furnish, and the degree of hydrophobic coating of the pulp.
(30) As a first aspect of the current invention, a method and apparatus are described for detecting visible stickies in a multiphase fluid made up of water having a chemical composition typically found in a paper mill, fibrous pulp, and mixture of hydrophilic and hydrophobic particles. Detection of the visible hydrophobic particle by fluorescence requires at least four steps.
(31) First, a fluorophore dye is added into a multiphase flow at a fixed concentration, mixing rate, time, and sample temperature. In a closed-loop system, the dye is dosed into a container that contains the bulk of the pulp slurry and that is equipped with a mixer. The pulp is circulated through the loop, residence time is determined experimentally (until the readings are stable), and measurements are taken repeatedly to assess the margin of error. In a sidestream flow-through system, the mixing is provided by devices, potentially including a stationary mixer or a coiled hose and sufficient residence time. Controlling residence time, concentration, and sample temperature affects the fluorophore dye absorption rate on to the hydrophobic particle surface, thereby affecting the measurement time.
(32) Second, an excitation light source illuminates the hydrophobic particle having a fluorophore dye sorbed on the surface.
(33) Third, an imaging device is used to measure fluorescence emitted from the hydrophobic particle resulting from the energy transfer process of the fluorophore absorbing photons from the excitation source.
(34) Fourth, an imaging processing algorithm is used to distinguish a hydrophobic particle from the background and determine the size of the particle. By collecting and processing a series of images in a flowing system the number and particle size distribution for macrostickies is determined. Details for the different steps are further described.
(35) An apparatus to detect and measure the size and distribution of macrostickies is illustrated in
(36) The excitation source 100 used can be either pulsed or continuous. Examples of light sources that can be used include wavelength specific sources such as LED, laser (diode, Nd:YAG, Ar-ion, etc.), or combination of any white light source (LED, incandescent, arc lamp, etc.) and optical filter to attain the appropriate excitation wavelength(s). The preferred method is to collimate the light source to uniformly illuminate the area being imaged. Multiple or a single light source can be used with an angle of incidents () ranging from slightly greater than zero degrees to perpendicular. For the configuration shown in
(37) A preferred embodiment of imaging device 101 is an array detector camera with a combination lens and filter assembly. The camera detector can be either a CMOS or CCD type provided the quantum efficiency (or low lux) is high enough at short exposure times to detect the fluorescence. The combination of high quantum efficiency and short exposure time is required to detect the particles' weak fluorescence in a flowing medium without skewing or blurring. The typical quantum efficiency for standard commercially available CCD cameras is high enough to detect fluorescence for this application. In addition, typical CCD cameras use global shuttering that helps in reducing image skewing or blurring.
(38) CMOS cameras can also be used, but greater care in camera selection is needed because these cameras typically have poorer quantum efficiency and use a rolling shutter technology. Specialized high gain CMOS or image intensified CMOS cameras can be used, but these devices are typically more expensive. For the lens filter combination, the choice of lens depends on the desired magnification and the filter used will depend on the fluorescence emission wavelength.
(39) The image processing steps used in the identification and size determination of a hydrophobic particle are outlined in the flow chart shown in
(40) The flow chart in
(41) A second aspect of the invention uses a combination of cameras to monitor both fluorescence from hydrophobic particles coated with a fluorophore dye and transmittance properties through the multiphase fluid to identify hydrophilic particles, fibers, and flocculants. An illustration of the dual camera system is shown in
(42) A third aspect of the invention is a method to concentrate the multiphase fluid in the measurement area by using a streamlined body 200 as shown in
(43) A fourth aspect of the invention is based on capturing sticky particles (micro and macro) on an optical window coated with a semi hydrophobic transparent material similar to that described by Shevchenko et al. (U.S. Patent Application Publication No. 2009/0056897) and its continuation-in-part (U.S. patent application Ser. No. 12/907,478, filed in Oct. 19, 2010), both applications herein incorporated by reference. However, instead of using a quartz crystal microbalance to detect the accumulation of sticky particles adhering to a coated substrate, here the method is based on monitoring the change in fluorescence over time. The configuration is similar to
(44) Finally, all the configurations shown in
(45) An embodiment of the present invention is a method for monitoring the size of at least one macroscopic contaminant, or the concentration of macroscopic contaminants, in an aqueous medium, such as an aqueous pulp slurry, and more particularly aqueous recycled pulp slurry. The aqueous medium is comprised of contaminants, both macroscopic and microscopic. The method comprises the steps of providing a flow of the aqueous pulp slurry; injecting a hydrophobic dye into the flow of the aqueous pulp slurry, the injecting performed so that the hydrophobic dye interacts with the contaminants, the interaction causing a change in fluorescent emission; capturing an image of the change in fluorescent emission, the image having a background; correcting the background of the image; filtering from the image the captured change in fluorescent emission caused by the non-macroscopic contaminant; and quantifying the particle size of the at least one macroscopic contaminant, or the concentration of the macroscopic contaminants, using the non-filtered captured change in fluorescent emission. The method is performed with an apparatus comprising a flow-through cell, a light source, and at least one digital microscopic camera. The correcting the background strengthens the captured change in fluorescent emission caused by the interaction of the hydrophobic dye and the macroscopic contaminant(s), while it weakens the captured change in fluorescent emission of the non-macroscopic contaminant(s) and fibers coated with a hydrophobic layer. The emission from the fibers is much less intense than from the visible/macroscopic hydrophobic contaminants.
(46) In another embodiment, the invention is a method for measuring the effectiveness of an additive. The additive is added to an aqueous slurry to decrease deposition of macroscopic contaminants in a papermaking process. The aqueous slurry is comprised of contaminants, both macroscopic and microscopic. The method comprises the steps of providing a flow of the aqueous slurry; injecting a hydrophobic dye into the flow of the aqueous slurry, the injecting performed so that the hydrophobic dye interacts with the contaminants, the interaction causing a first change in fluorescent emission; capturing an image of the first change in fluorescent emission, the image having a background; correcting the background of the image; filtering from the image the captured first change in fluorescent emission caused by the non-macroscopic contaminant; adding an additive to the aqueous slurry; repeating the injecting, the capturing, the correcting, and the filtering steps to create a non-filtered captured second change in fluorescent emission; and comparing the non-filtered captured second change in fluorescent emission with the non-filtered captured first change in fluorescent emission. The method is performed with an apparatus comprising a flow-through cell, a light source, and at least one digital microscopic camera. The correcting the background strengthens the captured changes in fluorescent emission caused by the interaction of the hydrophobic dye and the macroscopic contaminants, while it weakens the captured changes in fluorescent emission of the non-macroscopic contaminants.
(47) In yet another embodiment, the invention is a method for measuring the effectiveness of a microstickies fixative additive that decreases the concentration of non-visible (colloidal) microstickies in an aqueous slurry. The fixative additive attaches evenly to the surface of a fiber. As a result, the fluorescence of hydrophobically-coated fiber increases. The increase can be used to quantify the effect of the fixative. Typically, the fiber fluorescence is filtered as background from the captured image. In this embodiment, the filter is set up in such a way that the coated fiber fluorescence is measured and the fluorescence corresponding with both the visible and colloidal contaminants is filtered from the captured image.
(48) The additive is added to the aqueous slurry to decrease deposition of hydrophobic macroscopic contaminants in a papermaking process. The aqueous slurry is typically comprised of hydrophobic contaminants, both macroscopic and microscopic. The method comprises the steps of providing a flow of the aqueous slurry; injecting a hydrophobic dye into the flow of the aqueous slurry, the injecting performed so that the hydrophobic dye interacts with the contaminants, the interaction causing a change in fluorescent emission; capturing an image of the change in fluorescent emission, the image having a background; correcting the background of the image; filtering from the image the captured change in fluorescent emission caused by the macroscopic and microscopic free-floating contaminants; and determining the effectiveness of the additive using the non-filtered captured change in fluorescent emission caused by the fiber. The determining step may be performed by comparing the measured change in fluorescent emission caused by the fiber to average values or by any other means available to one skilled in the art. The method is performed with an apparatus comprising a flow-through cell, a light source, and at least one digital microscopic camera. The correcting the background strengthens the captured change in fluorescent emission caused by the interaction of the hydrophobic dye and the hydrophobic layer on the surface of the fibers, while it weakens the captured change in fluorescent emission of the free-floating contaminants.
(49) In trying to prevent contaminants from depositing onto papermaking equipment, one may add a chemical to an aqueous slurry. The effectiveness of the additive may be measured via the invention by determining whether the concentration of macroscopic contaminants has increased, decreased, remained unchanged, falls within a selected range, or the particle size of the contaminants has become larger, smaller, or remained the same. The effectiveness of one specific class of additives that may include fixative additives can also be measured based on the change in fluorescence of hydrophobically-coated fibers that increases when more contaminants are fixed onto the fibers. Such a measurement could allow for the comparison of the effectiveness of one additive with another (or several), or the measurement could allow for optimization of the quantity or concentration of the additive to the aqueous pulp slurry. Similar calculations or comparisons could be performed for pulp sources, process variables, or any place where one of skill in the art may see fit.
(50) The light source may take the form of an LED, which is a preferred embodiment.
(51) The hydrophobic dye may be a solvatochromatic dye, such as a chemical comprising a phenoxazone dye, a carbocyanine, a pyridinium betaine dye, a polysulfonated pyrene, a rhodamine, a fluorescein, or some combination of one or more of these chemicals. A particularly preferred embodiment of the hydrophobic dye is comprised of Nile Red.
(52) The hydrophobic dye may be dissolved in an organic solvent that is miscible in water, such as methanol, ethanol, propanol, isopropanol, butanol, or some combination of one or more of these solvents.
(53) Illustrated in
(54) In an embodiment, the variable is a particle size distribution.
(55) In an embodiment, the variable is a concentration.
(56) In an embodiment, the variable is a particle count.
(57) In an embodiment, the variable is an effectiveness of an additive.
(58) The flow of the aqueous slurry can be provided from a processing stage of a papermaking process. Such a stage may be a repulping stage, a deinking stage, a water loop stage, a wet-end stock preparation stage, a papermaking stage, or a tissue-making stage. One of skill in the art would readily identify these stages and each's corresponding unit operations. The flow of the aqueous slurry can be provided from either a closed-loop circulation system, where the flow is supported by a pump, or from a sidestream arrangement at a mill.
Examples
(59) A portable batch analyzer as illustrated in
(60) TABLE-US-00001 TABLE I Camera configuration and processing settings for data collected in Tables II-VI. Camera Configuration Camera: Imaging Source DMK 31BU03 Exposure: 300 microseconds (1/3333) Gain: 900 Frame Rate: 7.5/second Lens: Pentax 25 mm f/1.4 with 10 mm extension tube Filter: Newport 5CGA-590 band pass filter Calibration: 10.05 micron/pixel Frame number: 5000 (11 min per test) Iteration time: 100 Image Processing Conditions Processing Step 1 Power Function: 2.66 2 Threshold Setting: Lower Level = 20, Upper Level = 255 3 Particle Filter (reject <80 micron dia.) 4 Store Particle Size Data
(61) In order to have comparable data, the dilution and consistency of each pulp needed to be factored into the data. The number of particles adjusted for consistency, indicated as No. adj. cons./100 in the tables below, represents comparable values between the two pulps. The values were calculated by dividing the number of particles by the dilution ratio (20%), then dividing by the consistency. The No. adj. cons. were then arbitrarily divided by 100, and those values are reported in the tables below.
(62) For the first experiment, a pulp having a low stickies content was used. The pulp had a consistency of 1.68%. In this experiment, the data were collected seven times starting after 45 mins. since the dye was added in order to provide full saturation beyond an induction period. The data show good reproducibility in both number of particles and particle size distribution. Table II illustrates the results of the first experiment.
(63) For the second experiment, a more contaminated pulp was characterized in the same manner. The pulp had a consistency of 4.15%. In this experiment, the data were collected continuously right after the dye was added. This test provided a dynamic picture and demonstrated the length of induction period before full saturation (40 mins. at room temperature; time to full saturation was reduced dramatically by adjusting the temperature to standard repulping conditions of 40 C.). The data show good reproducibility in both number of particles and particle size distribution upon the achievement of saturation. Table III illustrates the results of the second experiment. Comparison of the two experiments demonstrated consistent data for the two samples, gave an example of an induction period before dye equilibration, and allowed comparing contamination of the two pulps that matched the expectations. The ratio of stickies content approximately equaled 1:6.5, which was the expected ratio.
(64) In this third experiment, we varied testing temperature to assess its effect on the time of saturation. Under the chosen conditions, at room temperature stable readings (saturation) are achieved in about 1 hr. Increasing the temperature to 40 C. shortens this time to about 30 min and further increasing temperature to 55 C. (at the moment of adding the dye) to approximately 15 min.
(65) TABLE-US-00002 TABLE II Results for the First Experiment (Pulp with Low Stickies Content) No. Number No. of Particles Range Mean Std. Dev. adj. cons./100 1 85 3748 394 427 252.9762 2 66 4006 292 498 196.4286 3 65 3812 372 530 193.4524 4 62 3410 369 484 184.5238 5 57 2295 363 378 169.6429 6 79 1328 296 233 235.1190 7 60 1218 279 206 178.5714 AVG: 204.3651
(66) TABLE-US-00003 TABLE III Results for the Second Experiment (Pulp with High Stickies Content) Time, No. of No. adj. Number min. Particles Range Mean Std. Dev. cons./100 0 0 14 188 199 1 3 140 168.6747 2 6 538 309 187 85 648.1928 3 18 811 506 201 93 977.1084 4 30 956 579 204 94 1151.807 5 42 1116 696 209 103 1344.578 6 54 1079 605 209 00 1300.000 7 66 1128 804 204 97 1359.036 Nos. 5-7 1334.538 AVG:
(67) TABLE-US-00004 TABLE IV Results for the experiment conducted at 25 C. Time, No. of Std. No. adj. Number min. Particles Range Mean Dev. cons./100 1 6 6 376 355 152 18 2 16.5 19 537 257 164 57 3 29 34 554 214 123 101 4 40.5 35 376 203 107 104 5 53 44 569 242 143 131 6 86 63 599 276 167 187 7 98 68 613 253 132 202 8 153 61 842 314 181 182 9 165 55 1190 320 206 164 10 206.5 60 544 236 137 179 Av. 6-10 187
(68) TABLE-US-00005 TABLE V Results for the experiment conducted at 40 C. Time, No. of Std. No. adj. Number min. Particles Range Mean Dev. cons./100 1 6 11 514 268 158 33 2 19.5 41 539 285 164 122 3 31.5 52 696 275 169 155 4 45.5 56 753 276 169 167 5 75.5 58 799 304 205 173 6 133.5 46 773 284 160 137 7 145.5 58 800 310 198 173 Av. 3-7 159
(69) TABLE-US-00006 TABLE VI Results for the experiment conducted at 55 C. Time, No. of Std. No. adj. Number min. Particles Range Mean Dev. cons./100 1 6 17 527 263 153 51 2 17.5 63 575 252 157 187 3 29.5 63 1006 245 170 187 4 175.5 54 704 282 176 161 5 186.5 69 778 296 181 205 6 198.5 65 572 274 157 193 Av. 2-6 187
(70) All patents referred to herein, are hereby incorporated herein by reference, whether or not specifically done so within the text of this disclosure.
(71) In the present disclosure, the words a or an are to be taken to include both the singular and the plural. Conversely, any reference to plural items shall, where appropriate, include the singular.
(72) From the foregoing it will be observed that numerous modifications and variations can be effectuated without departing from the true spirit and scope of the novel concepts of the present invention. It is to be understood that no limitation with respect to the illustrated specific embodiments or examples is intended or should be inferred. The disclosure is intended to cover by the appended claims all such modifications as fall within the scope of the claims.