industrial//rotating machinery//centrifugal pump
A centrifugal pump is a rotating machine that moves liquid by spinning an impeller, which flings the liquid outward and converts that speed into pressure, and it is the most common machine in water networks, refineries, chemical plants and cooling circuits. Its behaviour is summed up in its characteristic curve, the head (the pressure rise, expressed as a height of liquid) it delivers at each flow for a given speed: high head at zero flow, falling as the flow grows.
A centrifugal pump is a rotating machine that moves liquid by spinning an impeller, which flings the liquid outward and converts that speed into pressure, and it is the most common machine in water networks, refineries, chemical plants and cooling circuits. Its behaviour is summed up in its characteristic curve, the head (the pressure rise, expressed as a height of liquid) it delivers at each flow for a given speed: high head at zero flow, falling as the flow grows.
The pump does not choose its own flow. The piping it feeds has its own curve, the head needed to push each flow through pipes, valves and elevation, rising with flow roughly as its square. The operating point is where the two curves cross. Throttling a valve steepens the circuit curve and moves the point to lower flow and higher head; a partial blockage does the same, which is how a model can tell a blocked pipe from a weak pump. It cannot tell the blockage from the throttled valve, so when only the circuit relation protests the first check is the position of every valve on the line, far cheaper than opening the pipe.
For a fixed circuit, flow scales with speed, head with its square and power with its cube.
These pump affinity laws make the speed-normalized power P~=P (nref/n)3\tilde P=P,(n_{\text{ref}}/n)^3P~=P(nref/n)3 nearly constant for a healthy pump at any speed, so a rise in it means something rubs or clogs. It is the textbook example of a physical feature that lets a model generalize to speeds it never saw, or replaces the model with a limit (physics-based features).
The curves turn four ordinary measurements (shaft speed, flow, pressure rise, motor current) into three structured residuals for a centrifugal pump: the measured pressure against the pump curve at the measured speed and flow, the current against the motor model, the flow against the circuit curve at the measured pressure. Each fault upsets a different pair, which separates biased sensors, impeller wear, a blockage and an electrical fault of the motor (fault signature matrix).
The cube law is why variable-speed drives save so much energy on pumps and fans: throttling wastes the excess head in a valve, while slowing the pump removes it at the source (VFD).
The curves come from the manufacturer for a new pump and drift with impeller wear, so the model that predicts pressure has to be recalibrated now and then, a small instance of keeping a digital twin honest.