MULTI-PUMP CONTROL SYSTEM
20220019182 · 2022-01-20
Inventors
Cpc classification
H04Q2209/60
ELECTRICITY
F04D15/0066
MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
F04D13/12
MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
F04D15/029
MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
F04D15/0088
MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
F05D2260/81
MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
G08B21/182
PHYSICS
International classification
Abstract
A multi-pump control system with a control module, a processing module, communication interface, and a storage module. The system is configured to change a number n of running pumps, and receive a signal indicative of a power consumption P and information about a speed ω of one of the n running pumps before and after two different changes of the number n of running pumps. The system is configured to determine, before and after at least two different changes of the number n of running pumps, without a measurement of a differential pressure Δp and of a flow Q, two approximated pump characteristics P.sub.n and Δ{tilde over (p)}.sub.n, wherein each of the approximated pump characteristics P.sub.n and Δ{tilde over (p)}.sub.n is unambiguously defined by a pair of parameters (θ.sub.1, θ.sub.2; θ.sub.3, θ.sub.4). The system is configured to store the pair of parameters (θ.sub.1, θ.sub.2; θ.sub.3, θ.sub.4) for each of the determined approximated pump characteristics P.sub.n and Δ{tilde over (p)}.sub.n.
Claims
1. A multi-pump control system comprising: a control module; a processing module; a communication interface; and a storage module; wherein the control module is configured to change a number of running pumps of a multi-pump system; wherein the communication interface is configured to receive a signal indicative of a power consumption P and information about a speed w of at least one of the running pumps before and after at least two different changes of an operating parameter of the running pumps; wherein the processing module is configured to determine, before and after at least two different changes of the operating parameter of the running pumps, without a measurement of a differential pressure and of a flow, at least is two approximated pump characteristics, wherein each of the approximated pump characteristics is unambiguously defined by a pair of parameters; selectively changing the number of operating pumps based on the pair of parameters.
2. A multi-pump control system according to claim 1, wherein the at least two different changes of the operating parameter of the running pumps differ from each other by one of the number of the running pumps before and after the respective change and by a load point during the respective change, wherein the load point is determined by one of the power consumption and speed of the at least one of the running pumps.
3. A multi-pump control system according to claim 1, wherein the approximated pump characteristics P.sub.n and Δ{tilde over (p)}.sub.n are defined by the formulas
4. A multi-pump control system according to claim 1, wherein the processing module is configured to use a scaled flow and a scaled pressure differential for obtaining the pairs of parameters.
5. A multi-pump control system according to claim 1, wherein the processing module is configured to determine the pairs of parameters for which a difference between an actual total power consumption of m running pumps after a change of the number of the running pumps from n to m and a previously predicted total power consumption is minimal.
6. A multi-pump control system according to claim 1, wherein the control module is configured to operate the multi-pump system with the number of the running pumps at a speed having the least total power consumption at a required load point under a condition that the speed lies between a predetermined maximum speed and a predetermined minimum speed of the running pumps.
7. A multi-pump control system according to claim 1, wherein the processing module is configured to validate the pairs of parameters before the pairs of parameters are stored, wherein the pairs of parameters are validated if the parameters fulfil predetermined validation criteria.
8. A multi-pump control system according to claim 1, wherein the processing module is configured to validate the pairs of parameters before the pairs of parameters are stored, wherein the pairs of parameters are validated if an actual total power consumption of m running pumps after a change of the number of running pumps from n to m lies within a predetermined range about a previously predicted total power consumption.
9. A multi-pump control system according to claim 1, wherein the processing module is configured to determine at least one parameter
10. A multi-pump control system according to claim 9, wherein the processing module is configured to validate the pairs of parameters only if the at least one parameter
11. A multi-pump control system according to claim 1, wherein the processing module is configured to one of regularly, periodically and sporadically update the pairs of parameters.
12. A multi-pump control system according to claim 1, wherein the communication interface is configured to trigger a no-flow alarm if an actual total power consumption P.sub.n fulfils the formula P.sub.n≤θ.sub.1ω.sub.n.sup.3α, wherein α defines an alarm threshold, n denotes the number of pumps, ω denotes the speed of the at least one of the n running pumps, and θ.sub.1 denotes one parameter of one pair of the pair of parameters.
13. A method for controlling a multi-pump system, the method comprising the steps of: changing a number of running pumps of a multi-pump system; receiving a signal indicative of a power consumption and information about a speed of at least one of the running pumps before and after at least two different changes of an operating parameter of the running pumps; determining, before and after at least two different changes of the operating parameter of the running pumps, without measurement of a differential pressure and of a flow, at least two approximated pump characteristics, wherein each of the approximated pump characteristics is unambiguously defined by a pair of parameters; and selectively changing the number of operating pumps based on the pair of parameters.
14. A method according to claim 13, wherein the at least two different changes of the operating parameter of the running pumps differ from each other by one of a number of the running pumps before and after the respective change, and by a load point during the respective change, wherein the load point is determined by one of the power consumption and the speed of the at least one of the running pumps.
15. A method according to claim 13, wherein a scaled flow and a scaled pressure differential is used for obtaining the pairs of parameters.
16. A method according to claim 13, wherein the approximated pump characteristics P.sub.n and Δ{tilde over (p)}.sub.n are defined by the formulas
17. A method according to claim 13, further comprising the step of determining the pairs of parameters for which a difference between an actual total power consumption of m running pumps after a change of the number of the running pumps from n to m and a previously predicted total power consumption is minimal.
18. A method according to claim 13, further comprising the step of operating the multi-pump system with the number of the running pumps at the speed having the least total power consumption at a required load point under the condition that the speed lies between a predetermined maximum speed and a predetermined minimum speed of the running pumps.
19. A method according to claim 13, further comprising the step of validating the pairs of parameters before the pairs of parameters are stored, wherein the pairs of parameters are validated if the parameters fulfil a predetermined validation criteria.
20. A method according to claim 13, further comprising the step of validating the pairs of parameters before the pairs of parameters are stored, wherein the pairs of parameters are validated if an actual total power consumption of m running pumps after a change of the number of the running pumps from n to m lies within a predetermined range about a previously predicted total power consumption.
21. A method according to claim 13, further comprising the step of determining at least one parameter
22. A method according to claim 21, wherein the pairs of parameters are only validated if the at least one parameter
23. A method according to claim 13, further comprising the step of one of regularly, periodically and sporadically updating the pairs of parameters.
24. A method according to claim 13, further comprising the step of triggering a no-flow alarm if an actual total power consumption P.sub.n fulfils the formula P.sub.n≤θ.sub.1ω.sub.n.sup.3α, wherein α defines an alarm threshold, n denotes the number of pumps, ω denotes a speed of the at least one of the n running pumps, θ.sub.1 denotes one parameter of one pair of the pair of parameters.
25. A computer readable medium with instructions for executing the method according to claim 13.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0053] Embodiments of the present disclosure will now be described by way of example with reference to the following figures of which:
[0054]
[0055]
[0056]
[0057]
[0058]
[0059]
DETAILED DESCRIPTION
[0060]
[0061] A multi-pump control system 5, comprising a control module 7, a processing module 9, communication interface 11, and a storage module 13, is in direct or indirect, wireless or wired communication connection with variable frequency control units VFC.sub.1, VFC.sub.2, VFC.sub.3 of the respective pumps 3a, 3b, 3c. The communication interface 11 is configured to send signals to and receive signals from the variable frequency control units VFC.sub.1, VFC.sub.2, VFC.sub.3 via bi-directional communication line 15. The communication line 15 may be a bus line as shown in
[0062] The processing module 9 is configured to process received signals and to execute calculations based on the received signals. The signals may be received by the communication interface 11 from the variable frequency control units VFC.sub.1, VFC.sub.2, VFC.sub.3 via communication line 15 and/or from the outlet pressure sensor 19 via signal connection 17. The storage module 13 is configured to store the results of the calculations performed by the processing module 9.
[0063] The control module 7 is configured to control the operation of the pumps 3a, 3b, 3c based on the stored results by sending commands through the communication interface 11 via bi-directional communication line 15 to the variable frequency control units VFC.sub.1, VFC.sub.2, VFC.sub.3. It should be noted that the control module 7, the processing module 9, the communication interface 11, and the storage module 13 may be physically distributed over the control system 5, which is preferably comprised within a single control unit, e.g. a computer device comprising a CPU, a permanent or temporary data storage and a network connection. Alternatively, some or all of the modules 7, 9, 11, 13 may be arranged in physically separate units being in signal connection with each other. Two or more of the modules may be combined in a combined is module, so that the functionality of more than one module may be provided by such a combined module.
[0064]
[0065] The present disclosure, provides a solution to quickly and reliably find the best switching points for cutting in/out a pump in absence of a measurement of the total flow Q or the pressure differential Δp. The control method and system described herein provides a quick and reliable way to predict a total power consumption {circumflex over (P)}.sub.m if the multi-pump system 3 were run with m pumps instead of the currently running n pumps, wherein in =n+1 or =n−1. The predicted total power consumption {circumflex over (P)}.sub.m may be used to compare it with the actual current total power consumption P.sub.n to decide if it is more energy-efficient to run with m pumps instead of n pumps.
[0066] The total power consumption P.sub.n for running n pumps can be predicted on the basis of a general model. This general model may be denoted in form of the following formulas:
where Q is the total flow through the multi-pump system 3, ω.sub.n is the speed of the n running pumps, Δ{tilde over (p)}.sub.n is the pressure differential delivered by the n running pumps. Moreover, α.sub.P,b.sub.P, c.sub.P and α.sub.h, b.sub.h, c.sub.h are model parameters that model the operational performance of one of the pumps 3a,b,c of the multi-pump system 3 shown in
{tilde over (Q)}=b.sub.PQ.
Similarly, the pressure differential Δp may be scaled by the model parameters b.sub.P and c.sub.h as follows to get a “scaled pressure differential” Δ{tilde over (p)}.sub.n:
This results in a scaled model parametrization as follows:
[0067] In the above scaled model parametrization, the scaled flow {tilde over (Q)} and the scaled pressure differential Δ{tilde over (p)}.sub.n are unknown variables, and θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4 are pairs of model parameters. Thus, by way of the scaling, the number of parameters was reduced from six to four. It is possible to formulate an optimization problem, which minimizes the difference between the predicted power consumption {circumflex over (P)}.sub.7, after the change from n running pumps to m running pumps and the actual total power consumption P.sub.m when running with m pumps. The optimization problem may be formulated by
wherein the predicted power consumption {circumflex over (P)}.sub.m=ƒ.sub.θ(P.sub.n,ω.sub.n,n,m) for running m pumps in the future is a function of the current power consumption P.sub.n at currently running n pumps, the current pump speed ω.sub.n, the current number n of running pumps and the future number m of running pumps after the cut-in/out of a pump. In certain embodiments of the control method and system described herein, ƒ.sub.θ may be a map defined by a neural network or another multivariate analysis. A preferred implementation of ƒ.sub.θ may be based on previously determined pump characteristics and may be given by the following set of equations. Such an implementation is particularly interesting as it depends on only a few parameters and therefore converges very fast:
{tilde over (Q)}=g.sub.θ.sup.−1(P.sub.n,ω.sub.n,n),
Δ{tilde over (p)}=h.sub.θ({tilde over (Q)},ω.sub.n,n),
ω.sub.m=h.sub.θ.sup.−1(Δ{tilde over (p)},{tilde over (Q)},m),
{circumflex over (P)}.sub.m=g.sub.θ({tilde over (Q)},ω.sub.m,m).
[0068] Once the pairs of model parameters θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4 are determined, the predicted power consumption {circumflex over (P)}.sub.m can be compared with the current power consumption to decide whether it is more energy efficient to run with m pumps rather than n pumps. However, the pairs of model parameters θ.sub.1, θ.sub.3 and θ.sub.3, θ.sub.4 may change over time, for example due to a change of the inlet pressure, and may thus require to be continuously or regularly updated. As the functions g.sub.θ.sup.−1 and h.sub.θ.sup.−1 are nonlinear in the pairs of model parameters θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4, the optimization problem described above may be difficult to solve. In the following, control schemes are described as examples that facilitate a quick and reliable updating of the pairs of model parameters θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4.
[0069]
[0070] In order to decide when a switch to the power optimised mode is preferable, the pairs of parameters θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4 are preferably validated before they are stored by the storage module 13. For instance, the pairs of parameters θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4 are validated if the parameters fulfil predetermined validation criteria, e.g. by checking the expected sign of the parameters:
θ.sub.2<0,
θ.sub.3<0.
Furthermore, a further validation criterium may be applied like:
P.sub.m<{circumflex over (P)}.sub.m(1+β)∨P.sub.m>{tilde over (P)}.sub.m(1−β),
wherein β≥0 is a predetermined margin defining acceptable deviation between the estimated power consumption {circumflex over (P)}.sub.m for running with m pumps and the actual power consumption P.sub.m when running with m pumps.
[0071] If the above validation criteria are not fulfilled, they are not stored and updated. A shift from the speed control mode to the power optimised mode may then be rejected. The validation is preferably performed during a ramp-up/down of at least one pump before it starts contributing to the total flow Q. As long as a running pump does not provide flow, i.e. Q=0, the parameter θ.sub.1 can be determined by:
[0072]
[0073] For the control scheme B on the right-hand side of
P.sub.m<{circumflex over (P)}.sub.m(1+β)∨{tilde over (P)}.sub.m>{tilde over (P)}.sub.m(1−β).
A system change is indicated as soon as this criterium is suddenly not met anymore.
[0074] If the current parameter θ.sub.1 is known or previously validated, a no-flow alarm may be issued if a running pump suddenly stops contributing to the flow Q, which is indicated if the measured power consumption is not any more larger than estimated zero flow power consumption plus a margin a, i.e. the following criterium is not anymore fulfilled:
P.sub.meas>θ.sub.1ω.sup.3α,
wherein α>1 is a pre-determined margin defining the alarm threshold.
[0075] There may be further constraints to the most energy-efficient load points for cutting in/out pumps. For instance, in some embodiments of multi-pump systems, a speed limit of a pump may be reached before the most energy-efficient load point can be reached. An example of this is shown in
[0076]
[0077] If an additional power consumption P.sub.0=nθ.sub.0 of the VFCs (idle power consumption) is non-negligible, a further parameter θ.sub.0 may be determined together with the parameter θ.sub.1 during the cutting-in/out of a pump. For the is pump, which is cut-in or cut-out, the pump characteristics in terms of power consumption before the pump contributes to the total flow Q may then be given by:
P(k)=θ.sub.0+θ.sub.1ω(k).sup.3
wherein ω is the speed and P is the power consumption of the pump that is cut-in/out. The parameters θ+.sub.0 and θ.sup.1 may be identified from a series of power consumption and speed measurements during ramp up and ramp down of a pump. In case the idle power consumption P.sub.0 of the VFC is negligible compared to the total power consumption, θ+.sub.0 may be set to zero, and the following expression leads to an estimation of θ.sub.1:
It may, nevertheless, be beneficial for a robust determination of parameters to statistically determine the parameters θ.sub.0 and/or θ.sub.1 from a plurality of cut-in/out events during which data is collected and stored. For instance, an average value of previously determined parameters θ.sub.0 and/or θ.sub.1 may be used to update the parameters.
[0078] In a fourth step, a further Data-set 3 is collected and stored after the cut-in/out has been completed and the multi-pump system indicates steady operating conditions. As soon as the data sets of at least two different cut-in/out events have been collected and stored, the pairs of model parameters θ.sub.1, θ.sub.2 and θ.sub.3, θ.sub.4 may be fully determined and updated in a fifth step if they are found to be valid according to the applied validation criteria.
[0079] As shown in
P.sub.m<{circumflex over (P)}.sub.m(1+β)∨P.sub.m>{circumflex over (P)}.sub.m(1−β).
Furthermore, the fifth step of determining and updating the pairs of model parameters θ.sub.1, θ.sub.2 and +θ.sub.3, θ.sub.4 may only performed if data of at least two cut-in/out events was collected and stored. Otherwise, the estimation cycle is restarted to get the data from another cut-in/out event. It should be noted that the at least two different cut-in/out events should preferably be performed at different load points, preferably with different numbers of initially and finally running pumps.
[0080] Under the assumption that the total flow Q is essentially the same just before a cut-in/out of a pump and just after the cut-in/out of a pump, a scaled flow {tilde over (Q)}.sub.nm may be determined for changing from an operation with n running pumps to an operation with m running pumps by:
Therefore, the scaled flow {tilde over (Q)}.sub.nm can be determined from the collected data. The parameter θ.sub.2 may then be determined by:
[0081] A second cut-in/out event may be performed at a different load point with a change from an operation with k running pumps to an operation with I running pumps. The second pair of parameters θ.sub.3, θ.sub.4 may then be determined by:
[0082] Please note that this method also works for a 2-pump system, i.e., the step k.fwdarw.l may be equal to the step m.fwdarw.n or the two cut-in/out events may be n.fwdarw.m and m.fwdarw.n. In this case, the load points between the two cut-in/out events may still be different if they are performed at different speeds co and/or power consumptions P and/or total flows Q. This implies that the collection of data for the parameter update does not have to be performed by cut-in/out events at the most energy-efficient load points. For the sake of a parameter update alone, a cut-in/out event may be performed at a non-optimal load point.
[0083] Under the assumption that all pumps are identical, the determined parameters from cutting in one pump can be used for cutting in any other pump. However, tolerances, disturbances, different wear or fouling may impact the estimation of parameters depending on which pump was cut-in/out for determining the parameters. At is preferable to statistically determine the parameters from a plurality of cut-in/out events with different pumps. Thereby, a good average curve for all the pumps may be obtained by estimating parameters for all pumps and use the mean parameters for optimal sequencing. At the same time, this reduces the risk that one of the pumps is not able to deliver flow, because the parameter update would not have been successful and/or a no-flow alarm would have been triggered. Moreover, statistical outliers from deviating pumps will not cause the control method to start the power optimal mode when this would not be indicated by the other “normal” pumps.
[0084] A further embodiment of the control method may use the assumption that the unknown inlet pressure is constant. If the unknown constant inlet pressure is denoted as p.sub.0, then the outlet pressure p is generally given by:
If the scaled flow {tilde over (Q)} is now used to express the outlet pressure p, it follows:
wherein θ.sub.5, θ.sub.6 is a further pair of parameters to be determined by using the outlet pressure measured by the outlet pressure sensor 19. As described above, the parameters may be determined and updated in two different cut-in/out events k.fwdarw.l and m.fwdarw.n, wherein {tilde over (Q)}.sub.nm≠{tilde over (Q)}.sub.kl and ω.sub.n≠ω.sub.k and ω.sub.m≠ω.sub.l if k=m and l=n. The parameters may then be determined by:
[0085] Please note that this embodiment requires a measurement of the outlet pressure, but not a measurement, determination or estimation of the pressure differential Δp. Therefore, the inlet pressure may remain unknown as long as it can be assumed to be constant. The previous embodiments of the control system and method does not even require a measurement of the outlet pressure, but it is usually equipped with a pressure sensor for providing a closed-loop pressure control for providing a set target outlet pressure.
[0086] Where, in the foregoing description, integers or elements are mentioned which have known, obvious or foreseeable equivalents, then such equivalents are herein incorporated as if individually set forth. Reference should be made to the claims for determining the true scope of the present disclosure, which should be construed so as to encompass any such equivalents. It will also be appreciated by the reader that integers or features of the disclosure that are described as optional, preferable, advantageous, convenient or the like are optional and do not limit the scope of the independent claims.
[0087] The above embodiments are to be understood as illustrative examples of the disclosure. It is to be understood that any feature described in relation to any one embodiment may be used alone, or in combination with other features described, and may also be used in combination with one or more features of any other of the embodiments, or any combination of any other of the embodiments. While at least one exemplary embodiment has been to shown and described, it should be understood that other modifications, substitutions and alternatives are apparent to one of ordinary skill in the art and may be changed without departing from the scope of the subject matter described herein, and this application is intended to cover any adaptations or variations of the specific embodiments discussed herein.
[0088] In addition, “comprising” does not exclude other elements or steps, and “a” or “one” does not exclude a plural number. Furthermore, characteristics or steps which have been described with reference to one of the above exemplary embodiments may also be used in combination with other characteristics or steps of other exemplary embodiments described above. Method steps may be applied in any order or in parallel or may constitute a part or a more detailed version of another method step. It should be understood that there should be embodied within the scope of the patent warranted hereon all such modifications as reasonably and properly come within the scope of the contribution to the art. Such modifications, substitutions and alternatives can be made without departing from the spirit and scope of the disclosure, which should be determined from the appended claims and their legal equivalents.
[0089] While specific embodiments of the invention have been shown and described in detail to illustrate the application of the principles of the invention, it will be understood that the invention may be embodied otherwise without departing from such principles.
LIST OF REFERENCE NUMERALS
[0090] 1 fluid network [0091] 3 multi-pump system [0092] 3a,b,c pumps [0093] 4a,b,c valves [0094] 5 control system [0095] 7 control module [0096] 9 processing module [0097] 11 communication interface [0098] 13 storage module [0099] 15 communication line [0100] 17 signal connection [0101] 19 outlet pressure sensor