In order to comply with safety and security standards for nuclear waste storage and non-proliferation treaties, producers of waste containing uranium or plutonium often need to measure the amount of nuclear materials in their radioactive waste. The radiological characterization of nuclear materials by passive and active neutron measurement is one of the historical research activities of the Nuclear Measurement Laboratory (LMN) of the CEA/IRESNE Institute.

Proportional counters filled with 3He or covered with boron are the reference detectors used for these techniques, which are reference tools for measuring plutonium or uranium. In passive measurement, neutron coincidence makes it possible to discriminate spontaneous fission events associated in particular with 240Pu from neutrons resulting from (a, n) reactions. In active measurement, the active neutron interrogation technique (DDT) provides information on the amount of fissile isotopes inside a waste package.

In order to reduce the sensitivity of neutron measurement techniques to matrix attenuation and contaminant localization effects, one of the objectives of the thesis is to study the coupling of different types of measurements, such as channel-by-channel measurement, emission tomography or high-energy X-ray radiography, within a framework of advanced statistical methods. The thesis also aims to evaluate the contribution of advanced statistical methods, such as regression algorithms, Bayesian approaches (among which the Gaussian process), and neural networks, to reduce the uncertainty associated with the plutonium mass.

Particular attention will be paid to the treatment of heterogeneities in the matrix and the distribution of the radioactive contaminant. The influence of these heterogeneities can be particularly difficult to quantify, requiring not only the use of advanced statistical methods, but also an in-depth experimental study using the SYMETRIC neutron measurement station of the CEA/IRESNE Institute.

The thesis work will be carried out at the CEA site of Cadarache Nuclear Measurement Laboratory, which is a professional laboratory, expert in non-destructive methods of radiological, elementary and physical characterization of objects whether radioactive or not. It is equipped with leading technological platforms, located in the TOTEM facility (neutron and gamma measurements) and the INB Chicade (SYMETRIC platforms for neutron measurement and CINPHONIE for high-energy RX imaging). Finally, the doctoral student will work in a collaborative environment where the different teams interact closely with each other.