Abstract: A machine-learning tool learns from sensors' data of a nuclear reactor at steady state and maps them to controls of the nuclear reactor. The tool learns all given ranges of normal operation and responses for corrective measures. The tool may train another learning tool (or the same tool) that forecasts the behavior of the reactor based on real-time changes (e.g., every 10 seconds). The tool implements an optimization technique for differing half-life materials to be placed in the reactor. The tool maximizes isotope production based on optimal controls of the reactor.

Abstract: A machine-learning tool learns from sensors' data of a nuclear reactor at steady state and maps them to controls of the nuclear reactor. The tool learns all given ranges of normal operation and responses for corrective measures. The tool may train another learning tool (or the same tool) that forecasts the behavior of the reactor based on real-time changes (e.g., every 10 seconds). The tool implements an optimization technique for differing half-life materials to be placed in the reactor. The tool maximizes isotope production based on optimal controls of the reactor.

Abstract: A machine-learning tool learns from sensors' data of a nuclear reactor at steady state and maps them to controls of the nuclear reactor. The tool learns all given ranges of normal operation and responses for corrective measures. The tool may train another learning tool (or the same tool) that forecasts the behavior of the reactor based on real-time changes (e.g., every 10 seconds). The tool implements an optimization technique for differing half-life materials to be placed in the reactor. The tool maximizes isotope production based on optimal controls of the reactor.

Abstract: An apparatus is disclosed herein comprising one or more optically reflective materials, one or more electrodes, one or more photodetecting materials, and one or more substrates. At least one optically reflective material is electrically insulating, and the electrodes are positioned adjacent to the insulating optically reflective material. Additionally, the photodetecting materials are positioned on the substrates and are adjacent to the one or more electrodes. A method is disclosed comprising providing one or more photodetecting materials positioned on one or more substrates, placing one or more electrodes adjacent to the photodetecting materials, and placing one or more optically reflective materials adjacent to the electrodes and/or substrate. At least one optically reflective material is electrically insulating, and the insulating optically reflective material is placed adjacent to the electrodes. A method is also disclosed comprising providing an apparatus as above and using the apparatus.

Abstract: An apparatus is disclosed herein comprising one or more optically reflective materials, one or more electrodes, one or more photodetecting materials, and one or more substrates. At least one optically reflective material is electrically insulating, and the electrodes are positioned adjacent to the insulating optically reflective material. Additionally, the photodetecting materials are positioned on the substrates and are adjacent to the one or more electrodes. A method is disclosed comprising providing one or more photodetecting materials positioned on one or more substrates, placing one or more electrodes adjacent to the photodetecting materials, and placing one or more optically reflective materials adjacent to the electrodes and/or substrate. At least one optically reflective material is electrically insulating, and the insulating optically reflective material is placed adjacent to the electrodes. A method is also disclosed comprising providing an apparatus as above and using the apparatus.