Pressure control in a supply grid

Patent metadata

Field	Value
Publication number	US-11906987-B2
Application number	US-202017422298-A
Country	US
Kind code	B2
Filing date	Feb 18, 2020
Priority date	Feb 25, 2019
Publication date	Feb 20, 2024
Grant date	Feb 20, 2024

Abstract

Methods, devices, and assemblies for controlling pressure in a supply grid are provided. The supply grid is suitable for supplying fluid to loads. The supply grid has first sensors for measuring the flow and/or the pressure of the fluid at first locations in the supply grid and a pump for pumping the fluid or a valve for controlling the flow of the fluid. The method includes: measuring the flow and/or pressure of the fluid at the first locations in the supply grid by the first sensors; predicting the pressure at the second location in the supply grid using a self-learning system based on the measured flows or pressures, wherein the self-learning system is trained to predict the pressure at a specified location in the supply grid; and actuating the pump or the valve at least also based on the pressure predicted by the trained system at the second location.

First claim

The invention claimed is:

1. A method for controlling pressure in a supply grid, wherein the supply grid is configured to supply consumers with a fluid and comprises a plurality of first sensors for measuring flow rates and/or pressures of the fluid at a plurality of first locations in the supply grid, and a pump for pumping the fluid or a valve for controlling a flow of the fluid, the method comprising:
training a self-learning system comprising:
measuring the flow rates and/or the pressures of the fluid at the plurality of first locations in the supply grid using the first sensors;
determining a pressure, by the self-learning system, at a second location among a plurality of second locations in the supply grid based on the flow rates and the pressures measured at the plurality of first locations;
determining a difference between the determined pressure and a target value;
adjusting the self-learning system taking into account the determined difference; and
repeating the measuring, the determining of the pressure, the determining of the difference, and the adjusting of the self-learning system until a specified termination criterion is met;

predicting a pressure at the second location among the plurality of second locations in the supply grid using the self-learning system based on the measured flow rates or the pressures of the fluid at the plurality of first locations; and
actuating the pump or the valve based on the predicted pressure at the second location.

2. The method of claim 1 , wherein the self-learning system is trained and the pressure control is performed for the plurality of second locations different from the plurality of first locations.

3. The method of claim 1 , wherein the termination criterion occurs when an average difference between the determined pressure at the second location and the target value falls below a specified threshold value.

4. The method of claim 1 , wherein the target value is based on an actual flow rate and/or pressure of the fluid at the second location measured by a second sensor.

5. The method of claim 4 , further comprising:
removing the second sensor from the supply grid after the training of the self-learning system.

6. The method of claim 1 , wherein the target value is determined by a simulation.

7. The method of claim 6 , wherein the simulation uses a topology of the supply grid, the locations and type of consumers, and an equivalent consumption profile for each consumer as input data.

8. The method of claim 7 , wherein the input data is reduced prior to the determination of the target value by a series expansion.

9. The method of claim 8 , wherein the series expansion is a principal component analysis.

10. The method of claim 1 , further comprising:
positioning the plurality of first sensors at the plurality of first locations in the supply grid such that measurement values of the plurality of first sensors are not correlated.

11. The method of claim 1 , wherein the fluid is water, and
wherein the supply grid is a drinking water supply grid or sewage system.

12. The method of claim 1 , wherein the fluid is a gas, and
wherein the supply grid is a gas network or district heating supply grid.

13. An apparatus for controlling pressure in a supply grid, wherein the supply grid is configured to supply consumers with a fluid and comprises a plurality of first sensors for measuring flow rates and/or pressures of the fluid at a plurality of first locations in the supply grid, and a pump for pumping the fluid or a valve for controlling a flow of the fluid, the apparatus comprising:
a self-learning system capable of training itself by: (1) measuring the flow rates and/or the pressures of the fluid at the first locations in the supply grid using the first sensors; (2) determining a pressure, by the self-learning system, at a second location among a plurality of second locations in the supply grid based on the flow rates and the pressures measured at the plurality of first locations; (3) determining a difference between the determined pressure and a target value; (4) adjusting the self-learning system taking into account the determined difference; and (5) repeating the measuring, the determining of the pressure, the determining of the difference, and the adjusting of the self-learning system until a specified termination criterion is met;
a first detection unit configured to detect fluid flow rates or the pressures measured by the plurality of first sensors at the plurality of first locations in the supply grid;
a prediction unit configured to predict a pressure at the second location among the plurality of the second locations by the trained self-learning system based on the flow rates or the pressures detected at the plurality of first locations by the first detection unit; and
an actuation unit configured to actuate the pump or the valve.

14. An arrangement comprising:
a supply grid configured to supply consumers with a fluid;
a plurality of first sensors configured to measure flow rates and/or pressures of the fluid at a plurality of first locations in the supply grid;
a pump configured to pump the fluid or a valve configured to control a flow of the fluid; and
an apparatus configured to control pressure in the supply grid, wherein the apparatus comprises:
a self-learning system capable of training itself by: (1) measuring the flow rates and/or the pressures of the fluid at the first locations in the supply grid using the first sensors; (2) determining a pressure, by the self-learning system, at a second location among a plurality of second locations in the supply grid based on the flow rates and the pressures measured at the plurality of first locations; (3) determining a difference between the determined pressure and a target value; (4) adjusting the self-learning system taking into account the determined difference; and (5) repeating the measuring, the determining of the pressure, the determining of the difference, and the adjusting of the self-learning system until a specified termination criterion is met;
a first detection unit configured to detect the flow rates or the pressures measured by the plurality of first sensors at the plurality of first locations in the supply grid;
a prediction unit configured to predict a pressure at the second location among the plurality of second locations by the trained self-learning system based on the flow rates or the pressures detected at the plurality of first locations by the first detection unit; and
an actuation unit configured to actuate the pump or the valve.

Assignees

• Siemens Ag

Inventors

• Allmaras Moritz
• Wehrstedt Jan Christoph
• Wever Utz

Classifications

• G06N3/0499

  Feedforward networks · CPC title

• G06N3/09

  Supervised learning · CPC title

• G05D16/208 Primary

  using a combination of controlling means as defined in G05D16/2013 and G05D16/2066 (G05D16/2073 takes precedence) · CPC title

• E03B7/075

  Arrangement of devices for control of pressure or flow rate · CPC title

• F17D3/01

  for controlling, signalling, or supervising the conveyance of a product · CPC title