Difference between revisions of "Theoretical analysis of 2n accidentals rates"
Line 11: | Line 11: | ||
We will see in the next section, that because n follows the Poissonian distribution, this can be simplified to | We will see in the next section, that because n follows the Poissonian distribution, this can be simplified to | ||
− | ::<math>\ | + | ::<math>\frac{1}{2}\bar{v}^2\lambda^2</math> |
For the case of two-neutron events in pairs of pulses, a similar line of reasoning leads the following result | For the case of two-neutron events in pairs of pulses, a similar line of reasoning leads the following result |
Revision as of 20:17, 24 January 2018
Introduction
A given photon pulse may cause multiple neutron-producing reactions, ranging from zero to "infinity" reactions. The number of neutron-producing reactions actually occurring in a given pulse is denoted by the random variable
, and is assumed to follow the Poissonian distribution. Each neutron-producing interaction is said to produce correlated neutrons, where the random variable is the distribution of the number of neutrons produced in a single neutron-producing reaction. Each of the are independent and identically distributed random variables, so the purpose of the subscript is to distinguish between several distinct neutron-producing interactions which may occur in a single pulse.The beam has a Bremsstrahlung end point of 10.5 MeV, which energetically allows for only two possible neutron-producing interactions, 1n-knochout and photofission. Thus,
is equal to the photofission neutron multiplicity, plus a contribution at from 1n-knockout events. The analysis that follows does not need to distinguish between 1n-knockout events and photofission events that emit a single neutron, since in both cases, a single neutron is emitted that is uncorrelated with all other neutrons.Summary of what follows
To find the rate of detecting pairs of uncorrelated neutrons, first find the mean number of the number of pairs available for detection each pulse (or pulse pair), and then multiply by the detector array's two-neutron efficiency. For single pulses, the average number of pairs available for detection is found by finding the average number of ways to select two separate reactions from pulses, which have an average of
reactions, and then multiplying this by the average number of uncorrelated pairs of neutrons formed between two reactions. The average number of neutrons formed between any two independent reactions is just . The number of ways to choose two elements from a set of n elements is , so the average number of correlated neutron pairs available for detection in single pulses is given byWe will see in the next section, that because n follows the Poissonian distribution, this can be simplified to
For the case of two-neutron events in pairs of pulses, a similar line of reasoning leads the following result
Variable reference
variable | Description |
---|---|
A random variable for the number of neutron producing reactions occurring in a single pulse. | and are used to distinguish between the two different of a two pulse pair.|
, | A random variable for the number of correlated neutrons produced by a single neutron-producing reaction in a given pulse. The index only distinguishes between distinct and independent instances of | .
is the probability of detecting a pair of two uncorrelated neutrons, provided that we know nothing else about them except that they are uncorrelated.. | |
Poissonian mean for the number of neutron-producing interactions per pulse. | |
Represents the series | , which is the number of possible accidentals that exist in a given pulse.|
Represents the series | , which is the total number of two neutron pairs that can be formed across two separate pulses.|
The number of terms of the form | in .|
The number of terms of the form | in .|
represents the event that an accidental is detected in a single pulse. | |
represents the event that a two-neutron pair is detected when examining events across two separate pulses. |
Accidental estimation
The rate of detected accidentals can be estimated from the two-neutron "coincidence" rate of different pulse (DP) events, or in other words, when examining pairs of two pulses, the rate at which there are two neutron events – with at least one in each pulse. Under suitable conditions, the rate of accidentals is very close to 1/2 of two-neutron rate of DP events.
During the derivation of this result, a pulse is considered in which there are
neutron-producing interactions, where each individual reaction produces correlated neutrons, where ranges from 1 to . This event is denoted as, , and its probability by the expression, .Assumptions and approximations
There are two approximations which are required to make this result valid.
1. Poissonian statistics
The number of neutron-producing reactions occurring per pulse,
, follows the Poissonian distribution. This can be seen as an approximation to the binomial distribution, where the number of independent trials is much greater than the typical number of successes. Each beam electron constitutes an independent binomial trial, where a success is the event that an electron produces a Bremsstrahlung photon, which then makes it's may to the target and induces a neutron-producing reaction. With trillions of electrons per pulse, there were on the order of one photo-nuclear reactions per pulse.2. Small detection probability
The probability of detecting two specific uncorrelated neutrons in a given pulse, denoted by
, is independent of how many other neutrons are emitted in that same pulse. These two neutrons could be among, say, 8 other neutrons which are emitted in the same pulse, and the assumption is that has the same value as it would if no other neutrons are emitted.This is only an approximation, however, since each detector can register at most one hit per pulse, and so the effective efficiency of the entire array drops as the number of particles emitted increases. In other words, it is being assumed that neutrons do not "compete" against one another for a chance to be detected. This approximation is justified because each detector covers only 0.5% out of
sr, and the rate of detected two-neutron coincidences per pulse is on the order of 10E-5, and no triple neutron events were recorded. I am making a point to address this, because it accounts for the fact that the SP/DP accidental ratio is significantly greater than 1/2 for photons, which are strictly accidentals.This assumption can be expressed mathematically as:
As a result, to find the probability of detecting an accidental in a given pulse, simply count all possible accidental pairs in that pulse and multiply the result by
:- where,
- is the event that an accidental is detected.
- is the number of accidentals in a given pulse, or in other words, the number of ways to form pairs of two uncorrelated neutrons from the set of all neutrons produced in a given pulse.
When examining events in pulse pairs, if a neutron event occurs in the same detector in both pulses, the event with the larger time of flight is thrown out. This way,
is the same for any pair of uncorrelated neutrons, whether they were produced during the same, or two separate pulses. Thus, the same line of reasoning used to find the approximate probability of detecting two uncorrelated neutrons in a single pulse, can be applied to the case of pulse pairs:- where,
- is the event that a neutron is detected in both pulses
- is the total number of two-neutron pairs that can be made across two pulses by selecting a neutron produced in each pulse.
Combinatorics
Same pulses
The total number of accidentals in a given pulse,
is equal toFor example, consider a pulse with three fission events, producing sets of 2, 4, and 3 correlated neutrons. Counting the number of uncorrelated neutron pairs can be done as follows:
As another example, consider 4 fissions producing 2, 5, 3, and 1 correlated neutrons, then we have:
Fortunately, there is no need to consider the value of
for every possible set of , since the final result will depend only on the average number of terms in the series , and on the expected value of . The number of terms, denoted by , is equal to the number of ways to pick two reactions from a set of distinct reactions.- where again, is the number of reactions.
The expectation of
is expressible in terms of and , where the E denotes the expected value This is possible because is a sum of products of independent random variables, and by the linearity of expectation, its expected value becomes the sum of the product of the individual expectation values:\begin{array}{lcl} E[m_{sp}|n] &=& E[\sum_{i\neq j}v_iv_j|n]\\ & = & \overbrace{\bar{v}^2 + \bar{v}^2 + ... +\bar{v}^2}^{t_{sp} \text{ terms}}\\ &=&\frac{1}{2}n(n-1)\bar{v}^2 \end{array}
The expression,
, is known as a conditional expectation, which means that the expectation is computed for some fixed . The steps above use the fact that is a sum of terms of the form , and when taking the expectation of the sum, each term reduces identically to .The total expectation of
is computed by taking the expectation again, this time with respect to n\begin{array}{lcl} E[m_{sp}] & = & E \left [\frac{1}{2}n(n-1)\bar{v}^2 \right ]\\ & = & \frac{1}{2} \left (E[n^2]- E[n]\right ) *\bar{v}^2 \end{array}
is assumed to follow the Poissonian distribution, so its variance is equal to its mean, or stated mathematically, . Substituting this in for in the expression for gives
\begin{array}{lcl} E[m_{sp}] &=& \frac{1}{2}E[n]^2\bar{v}^2 \\ & = & \frac{1}{2} \lambda^2\bar{v}^2 \end{array} where
is the mean number of neutron producing reactions occurring per pulse. As argued before, the probability of detecting an accidental in some pulse, denoted by , is proportional to the number of accidentals available, times the two-neutron detection efficiency. To arrive at the final result, we take the expectation of :\begin{array}{lcl} E[P_{acc}] &=& E[m_{sp} \times p(d^2)] \end{array}
By approximation (2.) discussed above, the two-neutron detection efficiency
, is independent of , and can therefore be pulled out of the expectation value: \begin{array}{lcl} E[P_{acc}] &=& E[m_{sp}]p(d^2) \\ & = & \frac{1}{2} \lambda^2 \bar{v}^2 p(d^2) \end{array}As we shall see,
will also appear as a multiplicative constant in the result for DP events, allowing it to cancel in the ratio, SP/DP.Different pulses
When forming pairs of uncorrelated neutrons across separate pulses, the total number of pairs is given by:
Here,
, or the total number of terms of the form after expanding , is simply the product of the number of reactions in each pulse:The expected number of two-neutron pairs available in two-pulse events is:
Since the values of
from two separate pulse are independent, the linearity of expectation be applied to give, . Finally, the expected number of two-neutron pairs available when looking at DP events is:Following the same reasoning as for same pulse accidentals, the probability of a two-neutron event in a two pulse pair is:
\begin{array}{lcl} E[DP_{acc}] &=& E[m_{dp} \times p(d^2)] \\ &=& \lambda^2 \bar{v}^2 \times p(d^2) \end{array}