Normalized standard deviation transition based dosimetry monitoring for laser treatment
Technologies are generally described for normalized standard deviation transition based dosimetry monitoring for laser treatment. In some examples, a response signal may be generated based on a physical response to a laser pulse detected through acoustic or optical means. Each response signal may be a time series of data with a number of points. Standard deviation may be determined for each response signal and normalized using a mean or comparable normalization factor. Thus, a robust distribution may be computed from the response to each laser pulse. A change in the normalized standard deviation from each single pulse's time domain response data may be used to determine how many laser pulses remain before completion of the treatment (similar to event onset response). Thus, laser treatment may be continued based on an estimation of remaining pulses for completion or ceased if completion is reached.
1. An apparatus for normalized standard deviation transition based dosimetry monitoring of a laser treatment, the apparatus comprising:
a detector configured to:
detect a plurality of responses from a treatment area upon sequentially applying a plurality of laser pulses to the treatment area as part of the laser treatment; and
derive a plurality of response signals from the plurality of responses corresponding to the plurality of laser pulses sequentially directed to the treatment area; and
a processor coupled to the detector, the processor configured to:
determine a standard deviation from each response signal following a receipt of each of the plurality of response signals;
derive a normalized standard deviation by dividing the standard deviation by an arithmetic mean of each of the plurality of response signals;
detect normalized standard deviation transition based on a change in the normalized standard deviations of two consecutive response signals among the plurality of response signals; and determine a number of laser pulses remaining to complete the laser treatment upon detecting the normalized standard deviation transition, the number of laser pulses being greater than 0.
2. The apparatus of claim 1 , wherein the processor is further configured to:
remove a first response signal from the determination of the standard deviation and the arithmetic mean.
3. The apparatus of claim 1 , wherein the detector is configured to detect the plurality of responses from the treatment area through acoustic detection or opto-reflectometry.
4. The apparatus of claim 1 , wherein, the processor is configured to further determine the number of laser pulses by performing a state based analysis of a change in the normalized standard deviation through one or more of a Markov state based analysis, a Bayesian state based analysis, or generation of an entropy-based decision tree based on the normalized standard deviation.
5. The apparatus of claim 1 , wherein the processor determines the standard deviation in a time domain.
6. The apparatus of claim 1 , wherein the treatment area is an eye.