Poisson ensemble inversion
View Patent ↗A method for determining a distribution of events, a method for determining a distribution of particle sizes in a sample of air, and an apparatus for performing the same are provided. The method includes obtaining a measured ensemble property distribution function for one or more events, generating one or more theoretical ensemble property distribution functions based on Poisson statistics using one or more model parameters, and determining an event parameter property distribution function by fitting one or more of the theoretical ensemble property distribution functions to the measured ensemble property distribution function using a forward inversion algorithm.
1. An apparatus comprising:
a property distribution function (PDF) generating system comprising electronics; and
an extinction probe including a housing, one or more mirrors, a light source and a detector, the detector configured to receive light that passes from the light source through an air sample;
wherein the electronics are configured to determine a measured particle property distribution function (PDF) for one or more events using the extinction probe, generate one or more theoretical ensemble property distribution functions (PDF) based on Poisson statistics using one or more model parameters using the PDF generating system, and determine an event parameter property distribution function (PDF) by data fitting one or more of the theoretical ensemble PDFs to the measured particle PDF, wherein the one or more theoretical ensemble PDFs include at least one or more random distributions;
wherein the detector and the light source are within the hosing and a path of the light is manipulated by the mirrors.
2. The apparatus of claim 1 , wherein the measured particle PDF further includes data obtained using a second instrument, and the measured particle PDF, the one or more theoretical ensemble PDFs, and the event parameter PDF are each two-dimensional property distribution functions.
3. The apparatus of claim 2 , further comprising:
a backscattered light detector;
wherein the measured particle PDF includes data received from the backscattered light detector.
4. The apparatus of claim 1 , further comprising:
a polarization detector;
wherein the measured particle PDF includes data received from the polarization detector.
5. The method of claim 1 , wherein the measured ensemble PDF records one or more linear and independent events.
6. The method of claim 1 , wherein the measured ensemble PDF includes one or more events that are randomly distributed in a sample space.
7. The method of claim 1 , wherein the measured ensemble PDF includes events that are obtained during a defined interval of time.
8. The method of claim 1 , wherein the measured ensemble PDF, the one or more theoretical ensemble PDFs, and the event parameter PDF are each n-dimensional property distribution functions, with n having a value that is greater than one.
9. The method of claim 8 , wherein obtaining the measured ensemble PDF includes using n detectors.