Implementation of a neural network for digital pulse shape analysis on a FPGA for on-line identification of heavy ions
- 1. Departamento de Ingeniería Elétrónica, Sistemas Informáticos y Automática, Universidad de Huelva, 21071 Huelva (Spain)
- 2. Departamento Ingeniería Eléctrica y Térmica, Universidad de Huelva, 21071 Huelva (Spain)
- 3. Departamento de Física Aplicada, Universidad de Huelva, 21071 Huelva (Spain)
Description
Pulse shape analysis techniques for the identification of heavy ions produced in nuclear reactions have been recently proposed as an alternative to energy loss and time of flight methods. However this technique requires a large amount of memory for storing the shapes of charge and current signals. We have implemented a hardware solution for fast on-line processing of the signals producing the relevant information needed for particle identification. Since the pulse shape analysis can be formulated in terms of a pattern recognition problem, a neural network has been implemented in a FPGA device. The design concept has been tested using 12,13C ions produced in heavy ion reactions. The actual latency of the system is about 20 μs when using a clock frequency of 50 MHz.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.nima.2012.01.034Additional details
Identifiers
- DOI
- 10.1016/j.nima.2012.01.034;
- PII
- S0168-9002(12)00074-5;
Publishing Information
- Journal Title
- Nuclear Instruments and Methods in Physics Research. Section A, Accelerators, Spectrometers, Detectors and Associated Equipment
- Journal Volume
- 674
- Journal Page Range
- p. 99-104
- ISSN
- 0168-9002
- CODEN
- NIMAER
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 44108428
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY;
- Descriptors DEI
- CARBON 12; CARBON 13; ENERGY LOSSES; HEAVY ION REACTIONS; HEAVY IONS; IMPLEMENTATION; LAYERS; MHZ RANGE 01-100; NEURAL NETWORKS; PARTICLE IDENTIFICATION; PATTERN RECOGNITION; PULSE SHAPERS; SI SEMICONDUCTOR DETECTORS; SIGNALS; TIME-OF-FLIGHT METHOD
- Descriptors DEC
- CARBON ISOTOPES; CHARGED PARTICLES; ELECTRONIC CIRCUITS; EVEN-EVEN NUCLEI; EVEN-ODD NUCLEI; FREQUENCY RANGE; IONS; ISOTOPES; LIGHT NUCLEI; LOSSES; MEASURING INSTRUMENTS; MHZ RANGE; NUCLEAR REACTIONS; NUCLEI; PULSE CIRCUITS; RADIATION DETECTORS; SEMICONDUCTOR DETECTORS; SIGNAL CONDITIONERS; STABLE ISOTOPES
Optional Information
- Copyright
- Copyright (c) 2012 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.