US20090126888A1

US20090126888A1 - Fluorometric method for monitoring surface additives in a papermaking process

Info

Publication number: US20090126888A1
Application number: US12/047,736
Authority: US
Inventors: Rodney H. Banks; Zhiyi Zhang
Original assignee: Nalco Co LLC
Current assignee: Ecolab USA Inc
Priority date: 2007-11-19
Filing date: 2008-03-13
Publication date: 2009-05-21
Also published as: CN101970755A; EP2271803B1; CA2717146A1; WO2009114750A1; EP2271803A1; MX2010009912A; CA2717146C; CN101970755B; AU2009223163A1

Abstract

A method of monitoring and optionally controlling the addition of one or more surface additives to a papermaking process via fluorometric means is disclosed.

Description

CROSS REFERENCE TO RELATED APPLICATION

This application is a continuation-in-part of U.S. patent application Ser. No. 11/942,065, which is herein incorporated by reference.

FIELD OF THE INVENTION

This invention pertains to monitoring and optionally controlling the addition of one or more surface additives to a papermaking process.

BACKGROUND OF THE INVENTION

Current practice for measuring the amount of surface additive(s) usually consists of a manual technique of sheet disintegration and/or mass balance calculations that are relative in nature.
In the case of starch pickup at the size press, a papermaker (e.g. a boardmaker) will in many cases grossly over apply the amount of starch added to a papermaking process, in order to ensure enough starch is held on the surface of the sheet for the functional intent Past trials included metering size press applications, which allowed the reduction of starch via a blade application technique. While this allowed a significant reduction of starch in the range of 50-70%, the risk associated with failures due to unpredicted and uncontrolled variations of starch pickup was too great to overcome. As a result, many papermakers reverted to puddle style size presses in order to ensure enough starch was added to the sheet.
A more accurate and timely measurement of the amount of surface additives on a sheet is therefore desired. This potentially will allow the papermaker to drive addition rates to very low levels, while being able to quickly predict and control statistically out of specification addition rates.

SUMMARY OF THE INVENTION

The present disclosure provides for a method of monitoring and optionally controlling the addition of one or more surface additives to a papermaking process comprising the following steps: (a) adding a known amount of one or more surface additives to a papermaking process either alone or in known proportion with a known amount of one or more inert fluorescent tracers, wherein the surface additives can only be added alone when the surface additives are capable of fluorescing; (b) measuring the fluorescence of the surface additives and/or one or more inert fluorescent tracers at a point subsequent to adding the surface additives and after a sheet has been formed, wherein the surface additives can only be measured when they are capable of fluorescing and wherein fluorescence is measured with a reflectance based fluorometer; (c) correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers on a sheet with the concentration of the surface additives in a coating on a sheet and/or thickness of a coating on a sheet; and (d) optionally controlling the addition of one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet.
A method of monitoring and optionally controlling the addition of one or more surface additives to a papermaking process comprising the following steps: a) adding a known amount of a composition containing one or more surface additives to a papermaking process either alone or in known proportion with a known amount of one or more inert fluorescent tracers, wherein the composition containing the surface additives can only be added alone when the surface additives are capable of fluorescing; b) measuring the fluorescence of the surface additives and/or one or more inert fluorescent tracers at a point prior to sheet formation; c) optionally measuring the fluorescence of the composition containing the surface additives and/or one or more inert fluorescent tracers at a point subsequent to adding the surface additives and after a sheet has been formed, wherein the surface additives can only be measured when they are capable of fluorescing and wherein fluorescence is measured with a reflectance based fluorometer; d) correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers with the concentration of the surface additives, and if step c) occurs, then correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers on a sheet with the concentration of the surface additives in a coating on a sheet and/or thickness of a coating on a sheet; and e) optionally controlling the addition of the composition containing one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the concentration of the surface additives, and if step c) occurs, then optionally controlling the addition of the composition containing one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet.
A method of monitoring and optionally controlling the addition of one or more surface additives to a papermaking process comprising the following steps: a) adding a known amount of a composition containing one or more surface additives to a papermaking process either alone or in known proportion with a known amount of one or more inert fluorescent tracers, wherein the composition containing the surface additives can only be added alone when the surface additives are capable of fluorescing; b) measuring the fluorescence of the surface additives and/or one or more inert fluorescent tracers in an apparatus that serves to hold or feed or apply an aqueous composition into said papermaking process; c) optionally measuring the fluorescence of the composition containing the surface additives and/or one or more inert fluorescent tracers at a point subsequent to adding the surface additives and after a sheet has been formed, wherein the surface additives can only be measured when they are capable of fluorescing and wherein fluorescence is measured with a reflectance based fluorometer; d) correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers with the concentration of the surface additives, and if step c) occurs, then correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers on a sheet with the concentration of the surface additives in a coating on a sheet and/or thickness of a coating on a sheet; and e) optionally controlling the addition of a composition containing one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the concentration of the surface additives; and if step c) occurs, then optionally controlling the addition of a composition containing one or more surface additives to a papermaking process by adjusting the concentration of the surface additives in the apparatus in response to coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 shows a schematic of how a reflectance-based fluorometer would work in one embodiment of the invention.

FIG. 2 shows a graph of individual fluorescence vs. individual starch dry pick-up shown by a starch and inert fluorescent tracer combination.

DETAILED DESCRIPTION OF THE INVENTION

DEFINITIONS

“Papermaking process”/“papermaking processes” refer to a method(s) of making any kind of paper products (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 conventional manner generally known to those skilled in the art. The papermaking process/processes may also include a pulping stage, i.e. making pulp from woody raw material and bleaching stage, i.e. chemical treatment of the pulp for brightness improvement. Moreover, the papermaking process includes all processing steps applied to a paper sheet up till the end-user receives and optionally analyzes the paper sheet prior to use of the paper product.
“Sheet” “sheets” refer to sheet(s) formed as a result of or during a papermaking process/papermaking processes.
“Surface additive”/“surface additives” refer to papermaking additive(s) that impart one or more chemical and/or physical (e.g. mechanical) properties on a sheet surface. For example, the sheet can be a paper sheet, tissue sheet, board sheet, or any other type of sheet produced by a papermaking process. For example, an imparted chemical property may allow “ink” to bind to the paper in a more efficacious manner.
“NADH” refers to Nicotinamide Adenine Dinucleotide, reduced, and/or derivatives thereof.
“ATP” means Adenosine Tri-Phosphate.

Preferred Embodiments

As described above, one or more surface additives added to a papermaking process are tracked by a fluorometrie-based protocol. This requires that the medium exposed to fluorescence is suitable for fluorometric measurement, e.g. the entire film depth of a coating is excited and its emission collected. One of ordinary skill in the art could determine this without undue experimentation.
The fluorometric protocol includes the following approaches: (1) the one or more surface additives are capable of fluorescing, inherent and/or modified to fluoresce, e.g. with a fluorescent moiety or by reacting with an in-system molecule or by other means aside from inherent characteristics, (2) one or more inert fluorescent tracers are added in known proportion with the surface additives, or (3) a combination thereof.
When a surface additive is capable of fluorescing, the fluorescence can be directly correlated to the concentration of the surface additive in a coating/thickness of a coating containing the surface additive, e.g. by calibrating fluorescence intensity with the concentration of the surface additive and/or thickness of a coating containing the surface additive. One of ordinary skill in the art could carry out this procedure without undue experimentation.
In one embodiment, the surface additives are inherently fluorescent.
In another embodiment, a fluorescent moiety can be covalently attached to the non-fluorescent surface additives. Therefore, the functionalized surface additives have fluorescent properties.
When an inert fluorescent tracer is involved, the inert fluorescent tracer is added in known proportion with the surface additive. The amount of surface additive or thickness of a coating containing a surface additive can be inferred from the fluorescence of the inert fluorescent tracer, e.g. by calibrating fluorescence intensity with concentration of the additive in a coating on a sheet and/or thickness of a coating containing the additive on a sheet. One of ordinary skill in the art could carry out this procedure without undue experimentation.
In one embodiment, the inert fluorescent tracers can be added to a coating formulation at a specific known concentration such that by measuring the concentration of inert fluorescent tracers, the amount of the coating on a sheet or surface additives in a coating on a sheet can be inferred.
It may also be possible to monitor both a surface additive that is fluorescent and an inert fluorescent tracer. The amount of the coating on a sheet or surface additives in a coating on a sheet can be inferred from the fluorescence of the inert fluorescent tracer and fluorescence of the surface additive, by calibrating fluorescence intensity with concentration of the additive in a coating on a sheet and/or thickness of a coating containing the additive on a sheet. One of ordinary skill in the art could carry out this procedure without undue experimentation.
Various types of one or more inert fluorescent tracers may be utilized for this invention.
One of ordinary skill in the art would know what an inert fluorescent tracer is.
In one embodiment, an inert fluorescent tracer is a substance, which is chemically non-reactive with any components in the papermaking process and does not itself degrade with time. It is completely soluble in the system at all relevant levels of concentration. Its fluorescence intensity is always/substantially proportional to its concentration and is not quenched or otherwise diminished by the system.
In another embodiment, an inert fluorescent tracer is an inert fluorescent tracer that is not appreciably or significantly affected by any other chemistry in a papermaking process. To quantify what is meant by “not appreciably or significantly affected”, this statement means that an inert fluorescent compound has no more than a 10% change in its fluorescent signal, under conditions normally encountered in papermaking process. Conditions normally encountered in a papermaking process are known to people of ordinary skill in the art of a papermaking process.
In another embodiment, the desired characteristics for an inert fluorescent tracer, preferably include: high water solubility, excellent chemical stability, good fluorescence properties at manageable wavelengths (e.g. not be quenched by other additives in the sheet/paper sheetboard components), and can be monitored in the presence of common optical brightening agents, e.g. outside the wavelength of optical brighteners to prevent interference between optical brighteners and inert fluorescent tracers.
In another embodiment, the inert fluorescent tracer is a FDA-approved tracer, which is required, for example, in food packaging.
In one embodiment, one or more inert fluorescent tracers are selected from the group consisting of at least one of the following: fluorescein or fluorescein derivatives, rhodamine or rhodamine derivatives, a sulfonate salt of naphthalene, a sulfonate salt of pyrene, a sulfonate salt of stilbene, a sulfonate salt of biphenyl, phenylalanine, tryptophan, tyrosine, vitamin A (retinol), vitamin B2 (riboflavin), vitamin B6 (pyridoxin), vitamin E (α-tocopherols), NADH, ATP, ethoxyquin, caffeine, vanillin, naphthalene sulfonate formaldehyde condensate, a phenyl sulfonate formaldehyde condensate, sulfonated lignin, a polymer containing at least one of the following moieties naphthalene sulfonates, pyrene sulfonates, biphenyl sulfonates, or stilbene sulfonates.
Depending on the papermaking process, the optimum concentration of inert fluorescent tracers will vary. One of ordinary skill in the art can determine the amount of inert fluorescent tracers without undue experimentation. Preferably, e.g., in the case of starch, higher concentrations of inert fluorescent tracers work better than lower concentrations of inert fluorescent tracers.
When measuring a paper sheet or solid surface, the fluorometer utilized should be a reflectance-based fluorometer since it is desired to determine the thickness of an applied thin coating onto the surface of an opaque sheet. One or more may be utilized.
A reflectance-based fluorometer is available from Nalco Company or Ocean Optics, Dunedin, Fla.
A diagram of one embodiment of a reflectance-based fluorometer is given in FIG. 1.
The reflectance fluorometer uses an optical fiber to excite the tracer on a sheet and monitor its reflected fluorescence. A suitable light source, such as an LED, xenon flash lamp or discharge lamp provides the excitation light. The raw source light is filtered by a suitable excitation filter (available from Semrock, Inc./Andover, Inc.) to remove unwanted wavelengths in the fluorescence emission region. The light is reflected at 90 degrees and additionally filtered by a dichroic filter to give a new beam along a different direction. The beam is focused onto the core of a fiber optic cable by an appropriate lens. The other end of the fiber optic is positioned close to or touching the surface of the paper sheet in order to illuminate a region of its surface causing fluorescence emission. The emission is captured by the same fiber which carries the reflected light back to the lens where it is collimated and directed back onto the dicbroic filter. Reflected excitation light is reflected back to the source while the fluorescence passes straight through to an emission filter. A suitable optical detector, such as a photodiode or photomultiplier tube, detects the filtered light. An optional reference detector can be used to correct for varying light source intensity.
Other designs for reflectance-based fluorometers would be apparent to one of ordinary skill in the art.
Other types of fluorometers may be utilized, especially in cases where fluorescence of a non-solid surface is measured.
In one embodiment, a handheld or benchtop fluorometer can be used when measuring the wet-end of a papermaking process prior to sheet formation or when one is measuring fluorescence of an aqueous composition of surface additives in an apparatus wherein the sample is collected and put into a cuvette that is inserted into the fluorometer. Alternatively, a fiber optic based handheld or benchtop fluorometer can be used wherein the probe is immersed in the collected sample for a fluorescence reading.
In another embodiment, an in-line fluorometer can be used when measuring the wet-end of a papermaking process prior to sheet formation or when one is measuring fluorescence of an aqueous composition of surface additives in an apparatus wherein the sample flows through a suitable flow cell in which sample fluorescence can be continuously measured. Alternatively, a fiber optic based, in-line fluorometer can be used wherein the probe is mounted such that it is immersed in the sample or mounted in a flow cell for a fluorescence measurement.
Various types of surface additives may be utilized in the present invention.
In one embodiment, the surface additives are selected from the group consisting of at least one of the following: starch, pigments, binders, plasticizers, and other additives to improve the physical properties of a paper/board sheet, including surface strength, brightness, printability, water resistance, or adhesion of subsequent coatings.
In another embodiment, the surface additives contain a covalently bonded fluorescent moiety.
In another embodiment, the starch contains a covalently bonded fluorescent moiety.
The surface additives may be added at various stages in the papermaking process.
In one embodiment, the surface additives are added between a forming section of a papermaking process and a press section of a papermaking process.
In another embodiment, the surface additives are added at the wet-end of a papermaking process.
In another embodiment, the surface additives are added to a papermaking process between or at a water box and a sheet.
The fluorescence of the sheet may be measured at various points in the papermaking process.
In one embodiment, the fluorescence is measured at some point after the press section.
In another embodiment, the fluorescence is measured after the dryer section of a papermaking process.
In another embodiment, the fluorescence is measured after a dry line in a forming section.
In another embodiment, the fluorescence is measured proximate to the press section.
In another embodiment, the fluorescence is measured in a papermaking process after a paper is converted to a narrow web or a sheet before end use.
In another embodiment, the fluorescence of starch containing a covalently bonded fluorescent moiety and/or fluorescence of inert fluorescent tracers added in known proportion with the starch is measured after a dryer section and before a coating section of a papermaking process.
In another embodiment, the fluorescence of the surface additives and/or fluorescence of inert fluorescent tracers added in known proportion with said surface additives, excluding starch, are measured after the coating section of a papermaking process.
Fluorescence may be measured at a fixed point (one point), e.g. a measurement in the machine-direction, or at plurality of points, e.g. scanning a plurality of points across the sheet in a cross-directional manner relative to the direction of travel of the paper sheet. A reflectance fluorometer may be utilized in various ways to carry out this task. One of ordinary skill in the art would appreciate various ways of carrying out this task.
In one embodiment, the fluorescence is measured at one point or a plurality of points.
In another embodiment, the fluorometer may be configured to measure in the machine direction, e.g. positioned at a fixed point.
In another embodiment, the measurement of a plurality of points occurs by scanning a fluorometer in a cross-directional manner relative to the direction of said sheet in said papermaking process, similar to the way other sheet monitoring instruments such as brightness or basis weight probes do.
In another embodiment, the fluorometer is configured so that on-line measurements can be taken.
A controller may be utilized to implement the above-referenced protocol.
One or more controllers are in communication with the fluorometer and are programmed with an algorithm to collect said fluorescence measurements, correlate the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers on a sheet with the concentration of the surface additives in a coating on a sheet and/or thickness of a coating on a sheet; and optionally adjust the amount of the surface additives added to the papermaking process in response to the coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet in accord with a predetermined protocol.
Adjusting the amount of the surface additives added to the papermaking process in response to the coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet can be done in various ways.
As stated above, a controller can implement this response or it can be done manually through a papermaking process operator.
The adjustment can be done by various means.
In one embodiment, adjustment can be done through the use of a spray boom in which the feed rate of the surface additives to the paper sheet can be adjusted.
In another embodiment, one could adjust additive feed rates independently in a plurality of zones across the sheet based on fluorescence readings by scanning a fluorometer in a cross-directional manner relative to the direction of said sheet in said papermaking process.
In another embodiment, one could adjust papermaking process parameters such as sheet speed through the paper machine, and/or sheet moisture.
In another embodiment, the settings of a metering size press can be adjusted in response to the coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet to maintain a desired thickness or to maximize production tonnage rate or minimize over usage of additives or energy.
In another embodiment, the surface additives are added onto the sheet by one or more mechanisms: spray system, roller coater, blade coater, cast coater, rod coater, air knife coater, curtain coater, flexo coater, gravure coater, and screen coater.
In another embodiment, the apparatus may also include one or more parts of a paper machine in a papermaking process where the surface additives come in contact with a sheet in the papermaking process.
In another embodiment, one can adjust the concentration of surface additives in the apparatus in response to the fluorescence measurements made of one or more samples from the apparatus by a handheld, benchtop, in-line fluorometer, or a combination thereof.
With respect to measuring an apparatus that serves to hold or feed an aqueous composition into the papermaking process, the apparatuses may be of various varieties known to those of ordinary skill in the art. In particular, the apparatus may also include parts of the paper machine where the surface additives come in contact with the sheet.
In one embodiment, the apparatus is a chemical feeder or receptacle that holds one or more chemicals.
In a further embodiment, the chemicals are surface additives. With respect to the types of chemicals being feed into the process, they can of various types including, but not limited to the ones discussed above.
The following example is not limiting.

EXAMPLES

Protocol

Coat weight or coat thickness testing was performed following a standard testing protocol. Several coating solutions containing various amounts of coating solids were applied to the surface of test sample sheets. Preferably, the solid content and inert fluorescent tracer ratio was kept constant for all solutions. The coat weight on each sample sheet can be varied at the coating application time using various coating techniques. After drying, the dry coat weight, or pick-up, was measured by weight difference. Every individual sample sheet was weighed before and after coating application and the dry coat weight calculated by weight difference. The fluorescence intensity of the dry starch film was measured at several locations for a given sample sheet. The series of fluorescence intensities were then averaged to yield a single fluorescence intensity value for each sample sheet. Two different fluorometers were used to measure the fluorescence intensity of each sample sheet.

Example 1

A test was run following the above-described protocol with three starch solutions containing increasing starch solids while maintaining the starch and inert fluorescent tracer ratio constant. The substrate for each test was an uncoated 21-point paperboard sheet. Each solution was applied on separate sample sheets at four different thicknesses via a manual application method. A fourth starch solution containing no inert fluorescent tracer was also applied to a series of sample sheets for comparison with the traced solutions. The blank used in this trial was an uncoated sample sheet.
FIG. 2 shows the starch dry coat weight (pick-up, in g/m²) plotted against the fluorescence intensity (in arbitrary units—relative fluorescence units (“RFU”)). Each point corresponds to an individual sample sheet. FIG. 2 shows that the measured fluorescence intensities of the entire series of sample sheets measured fall on a line along the plot area diagonal. The linear regression on all points shows very clearly the direct and reliable correlation between the starch dry pick-up and the amount of inert fluorescent tracer present in the layer as measured by fluorescence intensity. The trend line has a y-intercept very close to zero and an R²-factor greater than 0.96. In a few cases, one point is significantly removed from the line. The same stray points were observed with two separate fluorometers, indicating that it is a property of the sample sheet, not an instrument related error. Such points are likely due to defects in the starch layer on the paper web. This data demonstrates that coating defects can be detected with the methods of the claimed invention.

Claims

1. A method of monitoring and optionally controlling the addition of one or more surface additives to a papermaking process comprising the following steps:

a. adding a known amount of a composition containing one or more surface additives to a papermaking process either alone or in known proportion with a known amount of one or more inert fluorescent tracers, wherein the composition containing the surface additives can only be added alone when the surface additives are capable of fluorescing;

b. measuring the fluorescence of the surface additives and/or one or more inert fluorescent tracers at a point prior to sheet formation;

c. optionally measuring the fluorescence of the composition containing the surface additives and/or one or more inert fluorescent tracers at a point subsequent to adding the surface additives and after a sheet has been formed, wherein the surface additives can only be measured when they are capable of fluorescing and wherein fluorescence is measured with a reflectance based fluorometer;

d. correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers with the concentration of the surface additives, and if step c) occurs, then correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers on a sheet with the concentration of the surface additives in a coating on a sheet and/or thickness of a coating on a sheet; and

e. optionally controlling the addition of the composition containing one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the concentration of the surface additives, and if step c) occurs, then optionally controlling the addition of the composition containing one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet.

2. A method of monitoring and optionally controlling the addition of one or more surface additives to a papermaking process comprising the following steps:

b. measuring the fluorescence of the surface additives and/or one or more inert fluorescent tracers in an apparatus that serves to hold or feed or apply an aqueous composition into said papermaking process;

d. correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers with the concentration of the surface additives, and if step c) occurs, then correlating the amount of fluorescence of the surface additives when they are capable of fluorescing and/or inert fluorescent tracers on a sheet with the concentration of the surface additives in a coating on a sheet and/or thickness of a coating on a sheet;

e. optionally controlling the addition of a composition containing one or more surface additives to a papermaking process by adjusting the amount of the surface additives added to the papermaking process in response to the concentration of the surface additives; and if step c) occurs, then optionally controlling the addition of a composition containing one or more surface additives to a papermaking process by adjusting the concentration of the surface additives in the apparatus in response to coating thickness on a sheet and/or concentration of the surface additives in a coating on a sheet.

3. The method of claim 2 wherein said apparatus is a chemical feeder or receptacle that holds one or more chemicals.

4. The method of claim 3 wherein said chemicals are surface additives.

5. The method of claim 1 wherein the fluorescence is measured in a papermaking process after a paper is converted to a narrow web or a sheet before end use.

6. The method of claim 2 wherein the fluorescence is measured in a papermaking process after a paper is converted to a narrow web or a sheet before end use.

7. The method of claim 2 wherein the surface additives are added onto the sheet by one or more mechanisms: spray system, roller coater, blade coater, cast coater, rod coater, air knife coater, curtain coater, flexo coater, gravure coater, and screen coater.

8. The method of claim 2 wherein the apparatus may also include one or more parts of a paper machine in a papermaking process where the surface additives come in contact with a sheet in the papermaking process.

9. The method of claim 2 further comprising adjusting the concentration of the surface additives in the apparatus in response to the fluorescence measurements made of one or more samples from the apparatus by a handheld fluorometer, benchtop fluorometer, in-line fluorometer, or a combination thereof.