A control is disclosed that can optimize performance and dosing economy of a reductant used with selective catalyst reduction (SCR) devices, such as in combustion exhaust streams. Particularly, a feedback control is configured to generate a command for a dosing rate of reductant that at least meets deNOx targets for a system, while also being limited within a maximum allowed dosing rate determined by the maximum allowed NH3 slip.
Selective catalyst reduction (SCR) devices are widely known and used, and are particularly used in combustion exhaust streams of diesel engines, as one example.
To meet Environmental Protection Agency (EPA) requirements, SCR devices are used to introduce a reductant which reduces NOx generated in engine exhaust systems. Along with SCR devices, sensory and feedback control capabilities have been employed to detect the presence of NOx and to introduce a reductant, based on the NOx detected by the control. The introduced reductant reacts with the NOx to facilitate its reduction. Feedback control modules can greatly improve NOx reduction or “deNOx” performance.
However, due to cross-sensitivity of sensors employed in known feedback control modules, NH3 (e.g. ammonia) that is present in the system also is read as NOx by the sensor (known as an “NH3 slip”). The NH3 slip is unwanted emissions caused by limited catalyst capability. When the control system generates a certain amount of NH3 slip, the NOx sensor reports the NH3 slip as NOx due to its dual sensitivity to NH3. As electrochemical sensors are typically used in such SCR devices in order to keep costs down, rather than optical sensors which are significantly more expensive (e.g. Fourier Transform Infrared Spectroscopy (FTIR) sensors), such cross-sensitivity of the sensor has been known to occur. The incorrect sensing information triggers false positive feedback, causing reductant introduction into the system at higher dosages, which can lead to an unstable system and reductant waste.
Thus, improvements can still be made to SCR devices, particularly those using a feedback control and improvements can still be made to limit overall reductant dosing.
The following technical disclosure describes an improved dosing control that can help optimize reduction of NOx in engine exhaust material, while limiting introduction of a reductant into an exhaust system, and while meeting dosing requirements, for example EPA dose requirements. Generally, the dosing control is configured to generate a resulting dosing command through a weighing factor, where the weighing factor is applied to process upper (“limit”) and lower (feed-forward) limit dosing commands to generate the resulting dosing command.
In one embodiment, an apparatus for introducing a reductant into an exhaust system includes at least one sensor configured to detect NOx produced during engine combustion, and includes a controller operatively connected with the sensor. The controller is configured to receive an output of NOx detected by the sensor. The controller is configured to process the output from the sensor and generate a resulting dosing command having an instruction to introduce a reductant into the exhaust system. The resulting dosing command is generated with a weighing factor and from a lower limit dosing command (feed-forward dosing command), which is determined by emission requirements or targets, and from an upper limit dosing command (“limit” dosing command), which is limited by the maximum allowed NH3 slips. The weighing factor is configured to be applied to the lower and upper limit dosing commands, such that the weighing factor processes the lower and upper limit dosing commands into end values of the resulting dosing command.
In one embodiment, the controller includes a feedback control module configured to receive the output from the sensor and generate the weighing factor. In yet another embodiment, the feedback control module is configured to only adjust the weighing factor and apply it to the lower and upper limit dosing commands for processing.
In one embodiment, the controller is configured to periodically update the resulting dosing command, where the sensor is configured to periodically detect NOx produced and the controller periodically generates an updated resulting dosing command.
As one example only, the dosing control described is useful with selective catalytic reduction devices for combustion engine exhaust systems. For instance, at least one sensor is operatively connected to an outlet of a selective catalyst reduction device. A doser is operatively connected to the controller and connected to the selective catalyst reduction device, where the doser is configured to receive the resulting dosing command from the controller and configured to introduce the reductant into the exhaust system at the outlet of the selective catalyst reduction device. The amount of reductant introduced is based on the resulting dosing command received from the controller.
In another embodiment, a method of controlling introduction of a reductant into an exhaust system includes calculating a lower limit dosing command and calculating an upper limit dosing command. An emission level is calculated based upon a detected NOx output and is compared to an emission target, where an emission error thereby is generated. Through a feedback controller, a weighing factor is generated based on the emission error. A resulting dosing command is calculated using the lower (feed-forward) and upper (“limit”) limit dosing commands together with the weighing factor.
Other features of novelty and various advantages of the disclosure are pointed out in the following detailed description. For a better understanding of such features and their advantages, reference should also be made to the drawings which form a further part hereof, and to the accompanying descriptive matter, in which there are illustrated and described various embodiments of the inventive concepts.
Generally, a dosing control as described herein includes a configuration to generate a resulting dosing command through a weighing factor, where the weighing factor is applied to upper and lower limit dosing commands to generate end values of the resulting dosing command. The control can provide optimized reduction of NOx in engine exhaust material, without excessive introduction of a reductant into an exhaust system, and while still meeting needed reductant doses, such given by EPA requirements.
A unique control scheme is presented, where the dosing command generation includes a feed-forward command (i.e. lower limit) generation and a limit command generation (i.e. upper limit), where both commands are processed using the weighing factor. For example, in feed-forward command generation the necessary amount of dosing for meeting emission requirements or targets is generated (i.e. EPA requirements), while in limit command generation the maximum allowed dosing rate is provided, which is limited by the maximum allowed NH3 slip. The weighing factor is generated for adjusting the resulting dosing command to be within dosing rate values generated in the feed-forward command generation and the limit command generation. Thereby, a tradeoff is made between the best performance (limit command generation) and the best urea dosing economy (feed-forward command generation) by using the weighing factor.
As one example, a NOx slip value acquired from a NOx sensor downstream of an SCR device is screened, and a trustable NOx slip value is evaluated for generating the weighing factor. Such a control helps to avoid system instabilities, since a weighing factor rather than the control system gains is modified, and an adjustment range of the resulting dosing command is limited within the dosing commands generated in the feed-forward command generation and the “limit” command generation while using the weighing factor. Using such a control design, the necessary dosing command is provided (i.e. EPA standards), while deNOx performance and dosing economy are optimized. It will be appreciated that the control described herein can be easily calibrated to function with multiple SCR configurations and engines.
In one embodiment, the sensor S (101) and weighing factor generation are configured in a feedback control module 102 (Feedback Dosing Cmd. Calc.), where a NOx level output from the selective catalyst device is used to generate the weighing factor for adjusting the resulting dosing command. A dosing command generation module 104 (Dosing Command Generation) uses the weighing factor to process an upper limit dosing command generated in a module 105 (“Limit” Dosing Cmd. Calc.) and a lower limit dosing command provided by a module 107 (Feed Forward Cmd. Calc.). In one embodiment, the upper limit dosing command is generated by using inputs that include the maximum allowed NH3 slips (Max. Allowed NH3 Slip) and the NOx concentration at the selective catalyst reduction device (NOx Concentration at SCR inlet). In one embodiment, the lower limit dosing command is generated by using inputs that include the maximum allowed NOx concentration at an outlet of a selective catalyst reduction device (Max. Allowed NOx Con. At SCR Outlet) and the NOx concentration at an inlet of the selective catalyst reduction device (NOx Concentration at SCR inlet).
As further shown in
By using the weighing factor, the resulting dosing command is calculated based on the upper limit and lower limit dosing commands (described in detail below). The resulting dosing command then is used as an instruction to the SCR device so that a doser and doser driver may introduce a reductant into the exhaust system. In one embodiment, the reductant to be introduced is urea. It will be appreciated to one of skill in the art, however, that other known reductants may be employed if desired or necessary.
As another example of an additional input (
The feedback control module includes a block 201 that provides compensation for the NOx sensor value (NOx Sensor Value Compensation). In one embodiment, the compensation is to address the effects of cross-sensitivity and pressure. As one example, the following formula (Equation 1) represents the cross-sensitivity to NH3 and NO2 concentration:
NOxActP=NOxSenP−kNH3NH3+kNO2NO2
where
NOxActP represents actual NOx parts per million (ppm) value at pressure P;
NOxSenP represents NOx sensor ppm value at pressure P;
kNH3 represents coefficient of NH3 compensation;
NH3 represents NH3 ppm value;
kNO2 represents coefficient of NO2 compensation, and
NO2 represents NO2 ppm value.
In certain embodiments, kNH3=0.9 as an example and kNO2=0.9 as an example.
In carrying out compensation of the NOx sensor value, the feedback control module may also be configured to provide pressure compensation. Cross-sensitivity compensation coefficient values and pressure compensation formula are determined by characteristics of the NOx sensor.
NH3 slip is estimated using urea dosing command (NH3 Cmd.) and deNH3 efficiency (deNH3 Eff.), which is calculated in the upper “limit” dosing command generation.
To estimate NO2 slip, the SCR reactions are simplified using the following assumptions:
Assumption 1. Only two reactions: fast-SCR reaction and standard-SCR reaction are considered;
Assumption 2. Only NO and NO2 exist in exhaust NOx to SCR;
Assumption 3. Fast-SCR reaction has absolute priority in the two SCR reactions (i.e., standard-SCR only happens when there is no fast-SCR).
Based on these assumptions, the NO2 slip is calculated using the equations:
when CNH3effdeNH3≦min(CNO,CNO2)efffast
CNO2slip=min(CNO,CNO2)−CNH3effdeNH3/β;
when CNH3effdeNH3>CNO2efffast
CNO2slip=CNO2(1−efffast
when CNH3effdeNH3>CNOefffast
CN02slip=(CNO2−CNOefffast
effdeNO2=(CNH3effdeNH3/β−CNOefffast
In the equations, CNO2 is NO2 concentration at the SCR inlet; CNO is NO concentration at the SCR inlet; CNH3, is NH3 concentration at the SCR inlet (dosing cmd.), and CNO2Slip is NO2 slip at tailpipe; efffast
Turning back to
Accurate screening of the NOx sensing value is dependent on various conditions. Such conditions which may affect accurate screening of the NOx sensing value include, for example, NOx value changing rate and SCR bed temperature. When the SCR bed temperature is too low or too high, such as due to the error and uncertainties in estimating NH3 slip and NO2 slip, NOx value compensation may not be accurate, thereby affecting NOx sensing value accuracy. Further, where there exists a large difference between SCR inlet temperature and SCR outlet temperature (i.e. a large difference between exhaust gas temperature and bed temperature), uncertainty may be induced in estimating catalyst capability, which may affect the accuracy of the NOx sensing value.
Other conditions which may affect accurate NOx sensing values include exhaust flow rate. Where the exhaust flow is too low, urea distribution may be non-uniform, therefore affecting NOx sensing accuracy. Where the exhaust flow is too high, due to higher uncertainty in the exhaust flow sensor, estimates of NH3 slip and NO2 slip could be affected resulting in deterioration of NOx sensing accuracy.
Still other conditions which may have an affect on NOx sensing value accuracy include, NOx concentration, where a NOx sensing value may only be accurate within a certain NOx concentration range. Likewise, accurate sensing of NOx value may depend upon other operation conditions, such as ambient pressure, and the presence of NH3 slips and NO2 slips.
Once screening of the NOx sensing value has been performed, the feedback control module is configured to provide evaluation of the NOx level. In some embodiments, evaluation of the NOx level includes evaluation of the tailpipe NOx level (Block 203, Tailpipe NOx Level Evaluation). One purpose of SCR device control is to limit the NOx level at the tailpipe within a range, while considering dosing economy, performance, and sensitivity to sensor uncertainties. The feedback control module is configured to perform NOx level evaluation by calculating the average NOx level at the tailpipe during a calibratable period of time. As one example, the tailpipe NOx level limits may include a range such as from 1.6 g/kwh to 1.9 g/kwh (e.g. for Euro5 standard). It will be appreciated that the feedback control module periodically updates NOx level value with a calibrated rate.
Once evaluation of the NOx level has been performed, the feedback control module is configured to perform an error generation in a block 204 (Error Generation). In performing error generation, the feedback control module may set a target NOx range at the tailpipe as a command for the control system. In one embodiment, the target NOx range includes an upper value (Tailpipe NOx
In one embodiment, the feedback control module compares the above evaluation of the NOx level or NOx emission with the target NOx range values, and generates an error. If NOx emission is higher than the upper value (i.e. Tailpipe NOx
In one embodiment, the feedback control module includes a proportional integral derivative (PID) controller in a controller block (FDBK Controller (P)) 205. It will be appreciated that the feedback control module is not necessary limited to a proportional-integral-derivative controller, and may be any suitable control feedback loop mechanism used in industrial control systems. Generally, the feedback control module is configured to correct an error between a measured process variable and a desired set point by calculating and then outputting a correction action that can adjust the process accordingly.
The PID controller is used to calculate a control signal, which is the weighing factor value, from the error values. The PID converts error values to control values (weighing factor values). By way of example only, if a weighing factor change of 0.2 (unitless) is desired, when an error of 0.5 g/kwh is present, a gain of 0.4 would be needed to do the calculation. In other examples, if there is a desire to accumulate the error for adjustment, an integrator may be used.
The result value generated in the controller block 205 is then further processed in a block 206 (Weighing Factor Generation). In the block 206, the system determines if the value generated in feedback control can be used as the weighing factor. In case of, e.g., sensor errors, or no update for a long time, when feedback values are not trustable, the system uses values generated using other means, e.g., using lookup tables, rather than that generated by the feedback controller. The weighing factor is generated using the feedback control module described above and the dosing control applies the weighing factor to the lower (feed-forward) and upper (“limit”) limit dosing commands in generating the resulting dosing command.
As above, dosing control is configured to periodically update the resulting dosing command through the feedback control module. In another embodiment, the dosing control may be configured to include at least one look-up table as an input for generating the weighing factor if necessary, such as when the sensor fails or when the resulting dosing command is not updated for a period of time by the feedback control module. Some exemplary look-up tables may include but are not limited to an input of engine speed and an input of total fueling.
Among its benefits, the feedback control module is a “safe” control, since the resulting dosing command may only be adjusted within a range as allowed by emission requirements. Feedback control can be used to suitably adjust the resulting dosing command for uncertainties in SCR inlet NOx estimations and variations in system parameters due to ambient changes and catalyst aging. Different from previous feedback control designs, the feedback control herein does not control reductant dosing by directly using sensed NOx, rather sensed NOx are processed to estimate emission level. The processed values are used to generate a weighing factor, which may be later updated or modified for periodically adjusting the resulting dosing command. That is, the feedback control module of the dosing control may modify dosing indirectly as needed, where the input for generating the command uses information gained from the exhaust output.
Turning to generation of the lower and upper limit dosing commands,
η=(CNH3/CNOx)α/β (Equation 2)
where
β represents NH3 to NOx ratio in reaction (β changes with NO2/NO ratio);
CNOx represents NOx concentration at the SCR device inlet;
CNH3 represents NH3 concentration at the SCR device inlet (the lower limit dosing command is calculated using CNH3)
α represents deNOx efficiency when ANR equals β (ANR: Ammonia to NOx Ratio); and
η represents deNOx efficiency.
When the NH3/NOx≦β, the following Equation 3 also may be considered by the dosing control.
CNOxη=CNOx−CSlipNOx (Equation 3)
where
CNOxη represents NOx reacted in catalyst;
CNOx represents NOx at the SCR device inlet; and
CSlipNOx represents NOx slip (emission) at the SCR device outlet.
However, where NH3/NOx>β, then the catalyst is not capable, as the feed forward command equals limit command, which is further described below with respect to
According to equations (2) and (3), the NH3 concentration CNH3 is:
CNH3=β(CNOx−CslipNOx)/α (Equation 4)
Turning back to
When catalyst temperature is too high, due to the oxidation of NH3 back to NOx, the deNOx conversion efficiency will decrease. T1 is defined as the temperature at which deNOx efficiency starts to decrease and T2 represents the high temperature limit for dosing, and as that for Ta and Tb, T1=f1 (Sv, NO2/NO), T2=f2 (Sv, NO2/NO). The deNOx efficiency at ANR of β and temperature T1 is E1, E1=g1 (Sv, NO2/NO). The deNOx efficiency at ANR of β and temperature T2 is E2, E2=g2 (Sv, NO2/NO). As further shown in
It will be appreciated that the efficiency calculation may be an input of either or both the lower (feed-forward) and upper (“limit”) limit dosing commands. The efficiency calculation as an input for the feed-forward dosing command is not shown, however, one of skill in the art would be able to determine an efficiency calculation as an input for calculating the feed-forward dosing command using known methods. Based on the deNOx efficiency at ANR of β both deNOx efficiency and deNH3 efficiency can be obtained.
deNH3
Turning specifically to the upper (“limit”) limit dosing command, the dosing control design calculates the upper limit dosing command, which is also called the “limit” dosing command. Generally, the “limit” dosing command is calculated as the reference at which a maximum reductant dosage is allowed for the system.
As shown in the equations for calculating deNOx and deNH3 efficiencies, an ANR value is needed for the calculation. However, in “limit” dosing command generation, the NH3 concentration in the ANR (dosing level) is a term that is determined by using deNOx or deNH3 efficiency. Consequently, a “loop” exists in the calculation process resulting in an equation that needs to be solved for obtaining the “limit” dosing command.
To avoid solving non-linear equations in SCR control, a piece-wise linearization method can be used.
Referring to
For example, when NAR≦γ (i.e., ANR≧β), the deNOx efficiency is approximately constant at α. The “limit” dosing command can be calculated using Equation 6:
CNH3=CSlipNH3+αβCNH3,
where CslipNH3 is the NH3 slip at SCR outlet.
When NAR>γ, and more specifically, when γ<NAR≦γ1, the deNH3 efficiency is θ in the following Equation 7:
θ=k1(NAR)+b1 (Equation 7)
where in Equation 7, the coefficient k1 and parameter b1 are calculated, respectively, using Equation 8 and Equation 9:
k1=(ea−ea1)/(γ−γ1) (Equation 8)
b1=ea1−k1γ1; (Equation 9)
and when y1<NAR≦γ2, the deNH3 efficiency is θ in the following Equation 10:
θ=k2(NAR)+b2 (Equation 10)
where in Equation 10, the coefficient k2 and parameter b2 are calculated, respectively, using equation 11 and equation 12:
k2=(ea1−ea2)/(γ1−γ2) (Equation 11)
b2=ea2−k2γ2; (Equation 12)
when NAR>γ2, the deNH3 efficiency is θ in the following Equation 13:
θ=ea2. (Equation 13)
The limit dosing command can be calculated using the following Equation 14:
CNH3=CSlipNH3+θCNH3 (Equation 14)
Above, k1, k2, b1, and b2 are results calculated by using equations 7-12. For example, k1 and k2 functionally are slopes in linear fitting equations for deNH3 efficiency, and b1 and b2 functionally are bias values: deNH3 efficiency=k* (NOx/NH3)+b.
With further reference to
Ci1 is the NH3 dosing level CNH3 calculated according to Equation 6;
Ci2 is the NH3 dosing level CNH3 calculated according to Equations 7, 8, 9, and 14;
Ci3 is the NH3 dosing level CNH3 calculated according to Equations 10, 11, 12 and 14, and Ci4 is the NH3 dosing level CNH3 calculated according to Equations 13 and 14.
After the dosing commands are calculated, the following determination steps are performed to choose a valid value from Ci1, Ci2, Ci3, and Ci4. A determination is made as to whether CNOx/Ci1 (NAR) is less than or equal to gamma (γ). If yes (Y), then Ci1 is valid, and the value of Ci1 is used for generating the “limit” dosing command Ci. If no (N), then a determination is made as to whether CNOx/Ci2 is higher than gamma (γ), but lower than or equal to gamma 1 (γ1). If in this determination the result is yes (Y), then the value of Ci2 is used for calculating the upper “limit” dosing command Ci. If in this determination, the result is no (N), then a determination is made as to whether CNOx/Ci3 is higher than gamma 1 (γ1), but lower than or equal to gamma 2 (γ2). If in this determination, the result is yes (Y), then the value of Ci3 is selected. If no (N), then a determination is made as to whether CNOx/Ci4 is higher than gamma 2 (γ2). If in this determination, the result is yes (Y), then the value of Ci4 is selected. If the result is no (N), then result value Ci for “limit” dosing command generation is the minimum of Ci1, Ci2, Ci3, and Ci4.
As described, the upper limit dosing command is generated using linear calculations in at least one ANR regions. Further, in following the linear calculations, a result examination process, which examines if the assumptions for the linear calculations are valid, is used for selecting the valid linear calculation result as the upper limit dosing command.
It will be appreciated that when NAR>γ, or ANR≦β (normal dosing range), the deNH3 efficiency is not sensitive to ANR or NAR change (
Referring back to the weighing factor, once the lower and upper limit dosing commands have been generated, the weighing factor is applied to the lower (feed-forward) limit dosing command and the upper (“limit”) limit dosing command in generating the resulting dosing command. In one embodiment, the weighing factor may be applied to the upper limit dosing command in a product of the upper limit dosing command (limit cmd) and the weighing factor (factor), the value of which is within 0 to 1, according to the formula:
limit cmd*factor.
For the lower limit dosing command, the weighing factor may be applied to the lower limit dosing command in a product of the lower limit dosing command (feed-forward cmd) and the difference of 1 and the weighing factor (1−factor), according to the formula:
feed-forward cmd*(1−factor).
The resulting dosing command is the sum of these two values:
Resulting dosing command=feed-forward cmd*(1−factor)+limit cmd*factor.
Since the feed-forward dosing command is always equal or lower than the “limit” command, the above equation sets the resulting dosing command within the range determined by the lower (feed-forward) and upper (“limit”) commands. Thus, the resulting dosing command (or actual dosing instruction) to the doser is a specific dosing rate value within the lower and upper limits, and drawn from the range determined by the lower and upper limit commands which appears inside the controller.
Turning to
As described, the dosing control is used for introducing a reductant to reduce NOx exhaust material, such as that generated by an exhaust system employing a selective catalyst device. In one embodiment of the dosing control, a NOx sensor is disposed downstream of an SCR device (such as the NOx sensor 45). The sensor is operatively connected to a controller. It will be appreciated that the controller may be run in a central processing unit (such as the ECM 35) configured to carry out the control functions described, and may be configured to be activated manually or automatically as one of skill in the art could accomplish. As described, the controller receives the output of the sensors, and generates a weighing factor accordingly to be used in processing lower (feed-forward) limit and upper (“limit”) limit dosing commands. As one example, the SCR outlet NOx sensor and weighing factor generation are configured in a feedback control module of the dosing control, where a NOx level output from the selective catalyst device is used to produce the weighing factor to be used for adjusting the resulting dosing command. The resulting dosing command is then used as an instruction to the SCR device, where the controller delivers the instruction to an injection system such as a doser and a doser driver, so that the doser and doser driver may introduce a reductant into the exhaust system.
In one embodiment, the reductant to be introduced is urea. It will be appreciated, however, that other reductants may be employed if desired or necessary. It further will be appreciated that the dosing control described may be easily calibrated to function with multiple SCR configurations and engines.
As above, NH3 slips are unwanted emissions. This is because too much NH3 slip creates an undesirable smell (e.g. at more than 25 ppm), as a by-product of SCR reactions. Further, reductant overdosing causes dosing inefficiency and possible false positive feedback due to cross-sensitivity of NOx sensors. As a result, a maximum dosing command could become saturated (too much reductant is released). However, the dosing control as described herein is configured, such that the upper limit dosing command of the resulting dosing command is dependent upon a maximum allowed ammonia NH3 slips (i.e. the limit command) so as to avoid such undesired consequences. For example, the NH3 slip may be maintained to about 25 ppm or less.
Among its benefits, the feedback control module is a “safe” control, since the resulting dosing command may only be adjusted within a range as allowed by emission requirements and further limited by the weighing factor. Feedback control can be used to suitably adjust the resulting dosing command for uncertainties in SCR inlet NOx estimations and for variations in system parameters due to ambient changes and catalyst aging. Different from previous feedback control designs, the feedback control herein does not control reductant dosing by directly using sensed NOx, rather sensed NOx are processed to estimate emission level. The processed values are used to generate a weighing factor, which may be later updated or modified for periodic adjusting of the resulting dosing command. That is, the feedback control module of the dosing control may modify dosing indirectly as needed, where the input for generating the command uses information gained from the exhaust output. The feedback control herein further uses a linear method without requiring an iterative process for solving equations, as shown for example in calculating the upper (“limit”) dosing commands.
The inventive concepts disclosed herein may be embodied in other forms without departing from the spirit or novel characteristics thereof. The embodiments disclosed in this application are to be considered in all respects as illustrative and not limiting. The scope of the invention is indicated by the appended claims rather than by the foregoing description, and all changes which come within the meaning and range of equivalency of the claims are intended to be embraced therein.
Number | Name | Date | Kind |
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4473536 | Carberg et al. | Sep 1984 | A |
20070220865 | Cunningham et al. | Sep 2007 | A1 |
Number | Date | Country |
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2000-220438 | Aug 2000 | JP |
10-2003-0076976 | Sep 2003 | KR |
Number | Date | Country | |
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20090185954 A1 | Jul 2009 | US |