Brunel University, Uxbridge, UB8 3PH, UK.
Principal Investigator Director of Water Operational Research Centre Tel: (01895) 203296 Fax: (01895) 812556 Email: roger.powell@brunel.ac.uk http://www.brunel.ac.uk/depts/mes/People/Academics/rpowe.htm Prof. Khalil Hindi
|
|
High quality data is a prerequisite to the introduction of high levels of information processing for both strategic planning and operational management. In this regard, state and parameter estimation could play a crucial role. A state-estimator is an algorithm that computes the current state of a system from on-line measurements.When applied to water networks it can be viewed as an on-line monitoring system capable of tracking the time varying flows and pressures in real-time. However, the results of such an algorithm depend crucially on the quality of the data it uses. Uncertainty in many of the measurements and parameters, coupled with a high sensitivity between pressure and flow, will lead to inaccurate state estimates.
Some water networks will be amenable to state-estimation whilst others will not and so it is important to know which systems are in which category.
A direct spin-off from some methods of state estimation is on-line data
validation and burst detection. It is proposed to couple state estimation
with parameter estimation. Parameter estimation is a method of calibrating
and adjusting model parameters such that the difference between actual
and calculated measurements is minimised. Parameter estimation could, for
instance, be used for estimating the size of a burst or the size of background
leakage. Uncertainty information is crucial in parameter estimation, as
the more uncertain parameters are the ones that will tuned.
In the space of less than on year, a very significant amount of progress has been made towards the first two objectives:
[1] Andersen, J.H. Powell, R.S. 'Simulation of Water Networks containing Controlling Elements'. Journal of Water Resources Planning and Management, ASCE May/June 1999, vol 125, issue 3, pp 162-169.
[2] Andersen, J.H. Powell, R.S. 'A loop based Simulator and Implicit State-Estimator'. Submitted to: International Conference on Computing and Control for the Water Industry CCWI99 .