1
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Swanson KK, Mariscal DA, Djordjevic BZ, Zeraouli G, Scott GG, Hollinger R, Wang S, Song H, Sullivan B, Nedbailo R, Rocca JJ, Ma T. Applications of machine learning to a compact magnetic spectrometer for high repetition rate, laser-driven particle acceleration. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2022; 93:103547. [PMID: 36319355 DOI: 10.1063/5.0101857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Accepted: 09/20/2022] [Indexed: 06/16/2023]
Abstract
Accurately and rapidly diagnosing laser-plasma interactions is often difficult due to the time-intensive nature of the analysis and will only become more so with the rise of high repetition rate lasers and the desire to implement feedback on a commensurate timescale. Diagnostic analysis employing machine learning techniques can help address this problem while maintaining a high degree of accuracy. We report on the application of machine learning to the analysis of a scintillator-based electron spectrometer for experiments on high intensity, laser-plasma interactions at the Colorado State University Advanced Lasers and Extreme Photonics facility. Our approach utilizes a neural network trained on synthetic data and tested on experiments to extract the accelerated electron temperature. By leveraging transfer learning, we demonstrate an improvement in the neural network accuracy, decreasing the network error by 50%.
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Affiliation(s)
- K K Swanson
- Lawrence Livermore National Laboratory, Livermore, California 94550, USA
| | - D A Mariscal
- Lawrence Livermore National Laboratory, Livermore, California 94550, USA
| | - B Z Djordjevic
- Lawrence Livermore National Laboratory, Livermore, California 94550, USA
| | - G Zeraouli
- Lawrence Livermore National Laboratory, Livermore, California 94550, USA
| | - G G Scott
- Lawrence Livermore National Laboratory, Livermore, California 94550, USA
| | - R Hollinger
- Colorado State University, Fort Collins, Colorado 80523, USA
| | - S Wang
- Colorado State University, Fort Collins, Colorado 80523, USA
| | - H Song
- Colorado State University, Fort Collins, Colorado 80523, USA
| | - B Sullivan
- Colorado State University, Fort Collins, Colorado 80523, USA
| | - R Nedbailo
- Colorado State University, Fort Collins, Colorado 80523, USA
| | - J J Rocca
- Colorado State University, Fort Collins, Colorado 80523, USA
| | - T Ma
- Lawrence Livermore National Laboratory, Livermore, California 94550, USA
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2
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Vallières S, Salvadori M, Permogorov A, Cantono G, Svendsen K, Chen Z, Sun S, Consoli F, d'Humières E, Wahlström CG, Antici P. Enhanced laser-driven proton acceleration using nanowire targets. Sci Rep 2021; 11:2226. [PMID: 33500441 PMCID: PMC7838319 DOI: 10.1038/s41598-020-80392-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Accepted: 12/02/2020] [Indexed: 11/16/2022] Open
Abstract
Laser-driven proton acceleration is a growing field of interest in the high-power laser community. One of the big challenges related to the most routinely used laser-driven ion acceleration mechanism, Target-Normal Sheath Acceleration (TNSA), is to enhance the laser-to-proton energy transfer such as to maximize the proton kinetic energy and number. A way to achieve this is using nanostructured target surfaces in the laser-matter interaction. In this paper, we show that nanowire structures can increase the maximum proton energy by a factor of two, triple the proton temperature and boost the proton numbers, in a campaign performed on the ultra-high contrast 10 TW laser at the Lund Laser Center (LLC). The optimal nanowire length, generating maximum proton energies around 6 MeV, is around 1–2 \documentclass[12pt]{minimal}
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\begin{document}$$\upmu$$\end{document}μm. This nanowire length is sufficient to form well-defined highly-absorptive NW forests and short enough to minimize the energy loss of hot electrons going through the target bulk. Results are further supported by Particle-In-Cell simulations. Systematically analyzing nanowire length, diameter and gap size, we examine the underlying physical mechanisms that are provoking the enhancement of the longitudinal accelerating electric field. The parameter scan analysis shows that optimizing the spatial gap between the nanowires leads to larger enhancement than by the nanowire diameter and length, through increased electron heating.
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Affiliation(s)
- S Vallières
- INRS-EMT, 1650 blvd. Lionel-Boulet, Varennes, QC, J3X 1P7, Canada. .,CELIA, Univ. of Bordeaux, 351 Cours de la Libération, 33400, Talence, France.
| | - M Salvadori
- INRS-EMT, 1650 blvd. Lionel-Boulet, Varennes, QC, J3X 1P7, Canada.,National Agency for New Technologies, Energy and Sustainable Economic Development, Via Enrico Fermi 45, 00044, Frascati, Rome, Italy.,Univ. of Rome "La Sapienza", P. Aldo Moro 5, 00185, Rome, Italy
| | - A Permogorov
- Department of Physics, Lund University, 22100, Lund, Sweden
| | - G Cantono
- Department of Physics, Lund University, 22100, Lund, Sweden
| | - K Svendsen
- Department of Physics, Lund University, 22100, Lund, Sweden
| | - Z Chen
- INRS-EMT, 1650 blvd. Lionel-Boulet, Varennes, QC, J3X 1P7, Canada
| | - S Sun
- INRS-EMT, 1650 blvd. Lionel-Boulet, Varennes, QC, J3X 1P7, Canada
| | - F Consoli
- National Agency for New Technologies, Energy and Sustainable Economic Development, Via Enrico Fermi 45, 00044, Frascati, Rome, Italy
| | - E d'Humières
- CELIA, Univ. of Bordeaux, 351 Cours de la Libération, 33400, Talence, France
| | - C-G Wahlström
- Department of Physics, Lund University, 22100, Lund, Sweden
| | - P Antici
- INRS-EMT, 1650 blvd. Lionel-Boulet, Varennes, QC, J3X 1P7, Canada
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3
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Vallières S, Salvadori M, Puyuelo-Valdes P, Payeur S, Fourmaux S, Consoli F, Verona C, d'Humières E, Chicoine M, Roorda S, Schiettekatte F, Antici P. Thomson parabola and time-of-flight detector cross-calibration methodology on the ALLS 100 TW laser-driven ion acceleration beamline. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2020; 91:103303. [PMID: 33138598 DOI: 10.1063/5.0020257] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 10/02/2020] [Indexed: 06/11/2023]
Abstract
We report on the cross-calibration of Thomson Parabola (TP) and Time-of-Flight (TOF) detectors as particle diagnostics, implemented on the most recent setup of the ALLS 100 TW laser-driven ion acceleration beamline. The Microchannel Plate (MCP) used for particle detection in the TP spectrometer has been calibrated in intensity on the tandem linear accelerator at the Université de Montréal. The experimental data points of the scaling factor were obtained by performing a pixel cluster analysis of single proton impacts on the MCP. A semi-empirical model was extrapolated and fitted to the data to apply the calibration also to higher kinetic energies and to extend it to other ion species. Two TOF lines using diamond detectors, placed at +6° and -9° with respect to the target-normal axis, were benchmarked against the TP spectrometer measurements to determine the field integrals related to its electric and magnetic dispersions. The mean integral proton numbers obtained on the beamline were about 4.1 × 1011 protons/sr with a standard deviation of 15% in the central section of the spectrum around 3 MeV, hence witnessing the high repeatability of the proton bunch generation. The mean maximum energy was of 7.3 ± 0.5 MeV, well in agreement with similar other 100 TW-scale laser facilities, with the best shots reaching 9 MeV and nearly 1012 protons/sr. The used particle diagnostics are compatible with the development of a high-repetition rate targetry due to their fast online readout and are therefore a crucial step in the automation of any beamline.
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Affiliation(s)
- S Vallières
- INRS-EMT, 1650 Boul. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - M Salvadori
- INRS-EMT, 1650 Boul. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - P Puyuelo-Valdes
- INRS-EMT, 1650 Boul. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - S Payeur
- INRS-EMT, 1650 Boul. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - S Fourmaux
- INRS-EMT, 1650 Boul. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - F Consoli
- ENEA, Via Enrico Fermi 45, Frascati 00044, Italy
| | - C Verona
- Univ. of Rome "Tor Vergata", Via Cracovia 50, Roma 00133, Italy
| | - E d'Humières
- CELIA, Univ. of Bordeaux, 351 Cours de la Libération, Talence 33400, France
| | - M Chicoine
- Univ. of Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Quebec H3T 1J4, Canada
| | - S Roorda
- Univ. of Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Quebec H3T 1J4, Canada
| | - F Schiettekatte
- Univ. of Montréal, 2900 Boul. Édouard-Montpetit, Montréal, Quebec H3T 1J4, Canada
| | - P Antici
- INRS-EMT, 1650 Boul. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
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4
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Barberio M, Giusepponi S, Vallières S, Scisció M, Celino M, Antici P. Ultra-Fast High-Precision Metallic Nanoparticle Synthesis using Laser-Accelerated Protons. Sci Rep 2020; 10:9570. [PMID: 32532997 PMCID: PMC7293332 DOI: 10.1038/s41598-020-65282-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 04/22/2020] [Indexed: 11/09/2022] Open
Abstract
Laser-driven proton acceleration, as produced during the interaction of a high-intensity (I > 1 × 1018 W/cm2), short pulse (<1 ps) laser with a solid target, is a prosperous field of endeavor for manifold applications in different domains, including astrophysics, biomedicine and materials science. These emerging applications benefit from the unique features of the laser-accelerated particles such as short duration, intense flux and energy versatility, which allow obtaining unprecedented temperature and pressure conditions. In this paper, we show that laser-driven protons are perfectly suited for producing, in a single sub-ns laser pulse, metallic nanocrystals with tunable diameter ranging from tens to hundreds of nm and very high precision. Our method relies on the intense and very quick proton energy deposition, which induces in a bulk material an explosive boiling and produces nanocrystals that aggregate in a plasma plume composed by atoms detached from the proton-irradiated surface. The properties of the obtained particles depend on the deposited proton energy and on the duration of the thermodynamical process. Suitably controlling the irradiated dose allows fabricating nanocrystals of a specific size with low polydispersity that can easily be isolated in order to obtain a monodisperse nanocrystal solution. Molecular Dynamics simulations confirm our experimental results.
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Affiliation(s)
- M Barberio
- Institut National de la Recherche Scientifique (INRS), EMT Research Center, 1650 boul. Lionel-Boulet, Varennes, Quebec, J3X 1S2, Canada.
| | - S Giusepponi
- ENEA, C. R. Casaccia, Via Anguillarese 301, 00123, Rome, Italy
| | - S Vallières
- Institut National de la Recherche Scientifique (INRS), EMT Research Center, 1650 boul. Lionel-Boulet, Varennes, Quebec, J3X 1S2, Canada
- CELIA, Uni. of Bordeaux, 351 Cours de la Libération, Talence, 33400, France
| | - M Scisció
- Institut National de la Recherche Scientifique (INRS), EMT Research Center, 1650 boul. Lionel-Boulet, Varennes, Quebec, J3X 1S2, Canada
- ENEA Fusion and Technologies for Nuclear Safety Department, C.R. Frascati - Via Enrico Fermi 45, Frascati, Italy
| | - M Celino
- ENEA, C. R. Casaccia, Via Anguillarese 301, 00123, Rome, Italy
| | - P Antici
- Institut National de la Recherche Scientifique (INRS), EMT Research Center, 1650 boul. Lionel-Boulet, Varennes, Quebec, J3X 1S2, Canada.
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5
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Vallières S, Bienvenue C, Puyuelo-Valdes P, Salvadori M, d'Humières E, Schiettekatte F, Antici P. Low-energy proton calibration and energy-dependence linearization of EBT-XD radiochromic films. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2019; 90:083301. [PMID: 31472601 DOI: 10.1063/1.5109644] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Accepted: 07/11/2019] [Indexed: 06/10/2023]
Abstract
In this work, we calibrate the newly developed EBT-XD radiochromic films (RCFs) manufactured by Gafchromictm using protons in the energy range of 4-10 MeV. Irradiation was performed on the 2 × 6 MV tandem linear accelerator located at the Université de Montréal. The RCFs were digitized using an Epson Perfection V700 flatbed scanner using both the red-green-blue and grayscale channels. The proton fluences were measured with Faraday cups calibrated in absolute terms. The linear energy transfer function within the active layer of the films was calculated using the mass stopping power tables coming from the PSTAR database from the National Institute of Standards and Technology (NIST) to allow retrieval of the deposited dose. We find that the calibration curves for 7 and 10 MeV protons are nearly equivalent. The 4 MeV calibration curves exhibit a quenching effect due to the Bragg peak that falls close to the active layer. A linearization of this energy dependence was developed using a semiempirical parametric model to allow the generation of calibration curves for any incident proton energy within the present range. Excellent correspondence (<5% dose difference for the same netOD) of the 10 MeV calibration curves was noted when compared to existing high-energy proton (148.2 MeV) calibration curves reported in the literature. Our calibration extends the range of operation of EBT-XD films to low-energy proton beam dosimetry.
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Affiliation(s)
- S Vallières
- INRS-EMT, 1650 Blvd. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - C Bienvenue
- INRS-EMT, 1650 Blvd. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - P Puyuelo-Valdes
- INRS-EMT, 1650 Blvd. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - M Salvadori
- INRS-EMT, 1650 Blvd. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
| | - E d'Humières
- CELIA, University of Bordeaux, 351 Cours de la Libération, Talence 33400, France
| | - F Schiettekatte
- University of Montreal, 2900 Boulevard Edouard-Montpetit, Montréal, Quebec H3T 1J4, Canada
| | - P Antici
- INRS-EMT, 1650 Blvd. Lionel-Boulet, Varennes, Quebec J3X 1P7, Canada
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6
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Barberio M, Antici P. Laser-PIXE using laser-accelerated proton beams. Sci Rep 2019; 9:6855. [PMID: 31048722 PMCID: PMC6497714 DOI: 10.1038/s41598-019-42997-y] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Accepted: 04/10/2019] [Indexed: 11/09/2022] Open
Abstract
Laser-driven proton acceleration is a field of growing interest, in particular for its numerous applications, including in the field of materials science. A benefit of these laser-based particle sources is their potential for a relative compactness in addition to some characteristics at the source that differ from those of conventional, radio-frequency based proton sources. These features include, e.g., a higher brilliance, a shorter duration, and a larger energy spread. Recently, the use of laser-accelerated protons has been proposed in the field of Cultural Heritage, as alternative source for the Particle Induced X-ray Emission diagnostic ("laser-PIXE"), a particular ion beam analysis (IBA) technique that allows to precisely analyse the chemical composition of the material bulk. In this paper we study the feasibility of the laser-PIXE using laser-accelerated proton beams. We focus on materials specifically of interest for the Cultural Heritage domain. Using Geant4 simulations, we show that the laser-PIXE allows analysing a larger volume than conventional PIXE, profiting from the large energy spread of laser-accelerated protons. Furthermore, for specific materials, the large energy spread allows investigating multilayer materials, providing an advantage compared to conventional PIXE technologies.
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Affiliation(s)
- M Barberio
- INRS-EMT, 1650 boul, Lionel-Boulet, Varennes, QC, J3X 1S2, Canada
| | - P Antici
- INRS-EMT, 1650 boul, Lionel-Boulet, Varennes, QC, J3X 1S2, Canada.
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7
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Design and optimization of a compact laser-driven proton beamline. Sci Rep 2018; 8:6299. [PMID: 29674639 PMCID: PMC5908965 DOI: 10.1038/s41598-018-24391-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Accepted: 03/19/2018] [Indexed: 11/08/2022] Open
Abstract
Laser-accelerated protons, generated by irradiating a solid target with a short, energetic laser pulse at high intensity (I > 1018 W·cm-2), represent a complementary if not outperforming source compared to conventional accelerators, due to their intrinsic features, such as high beam charge and short bunch duration. However, the broadband energy spectrum of these proton sources is a bottleneck that precludes their use in applications requiring a more reduced energy spread. Consequently, in recent times strong effort has been put to overcome these limits and to develop laser-driven proton beamlines with low energy spread. In this paper, we report on beam dynamics simulations aiming at optimizing a laser-driven beamline - i.e. a laser-based proton source coupled to conventional magnetic beam manipulation devices - producing protons with a reduced energy spread, usable for applications. The energy range of investigation goes from 2 to 20 MeV, i.e. the typical proton energies that can be routinely obtained using commercial TW-power class laser systems. Our beamline design is capable of reducing the energy spread below 20%, still keeping the overall transmission efficiency around 1% and producing a proton spot-size in the range of 10 mm2. We briefly discuss the results in the context of applications in the domain of Cultural Heritage.
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8
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Barberio M, Scisciò M, Vallières S, Cardelli F, Chen SN, Famulari G, Gangolf T, Revet G, Schiavi A, Senzacqua M, Antici P. Laser-accelerated particle beams for stress testing of materials. Nat Commun 2018; 9:372. [PMID: 29371647 PMCID: PMC5785512 DOI: 10.1038/s41467-017-02675-x] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2017] [Accepted: 12/18/2017] [Indexed: 11/24/2022] Open
Abstract
Laser-driven particle acceleration, obtained by irradiation of a solid target using an ultra-intense (I > 1018 W/cm2) short-pulse (duration <1 ps) laser, is a growing field of interest, in particular for its manifold potential applications in different domains. Here, we provide experimental evidence that laser-generated particles, in particular protons, can be used for stress testing materials and are particularly suited for identifying materials to be used in harsh conditions. We show that these laser-generated protons can produce, in a very short time scale, a strong mechanical and thermal damage, that, given the short irradiation time, does not allow for recovery of the material. We confirm this by analyzing changes in the mechanical, optical, electrical, and morphological properties of five materials of interest to be used in harsh conditions. Recently, there has been significant progress on the application of laser-generated proton beams in material science. Here the authors demonstrate the benefit of employing such beams in stress testing different materials by examining their mechanical, optical, electrical, and morphological properties.
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Affiliation(s)
- M Barberio
- INRS-EMT, 1650 Boul. Lionel Boulet, Varennes, QC, Canada
| | - M Scisciò
- INRS-EMT, 1650 Boul. Lionel Boulet, Varennes, QC, Canada.,University of Rome "La Sapienza", Dip. SBAI and INFN, Via A. Scarpa 16, 00161, Roma, Italy
| | - S Vallières
- INRS-EMT, 1650 Boul. Lionel Boulet, Varennes, QC, Canada
| | - F Cardelli
- INRS-EMT, 1650 Boul. Lionel Boulet, Varennes, QC, Canada.,University of Rome "La Sapienza", Dip. SBAI and INFN, Via A. Scarpa 16, 00161, Roma, Italy
| | - S N Chen
- LULI, Ecole Polytechnique, Route de Saclay, 91128, Palaiseau, France.,Institute of Applied Physics, 46 Ulyanov Street, Nizhny Novgorod, Russia, 603950
| | - G Famulari
- Medical Physics Unit, McGill University, Montreal, QC, Canada
| | - T Gangolf
- LULI, Ecole Polytechnique, Route de Saclay, 91128, Palaiseau, France
| | - G Revet
- LULI, Ecole Polytechnique, Route de Saclay, 91128, Palaiseau, France.,Institute of Applied Physics, 46 Ulyanov Street, Nizhny Novgorod, Russia, 603950
| | - A Schiavi
- University of Rome "La Sapienza", Dip. SBAI and INFN, Via A. Scarpa 16, 00161, Roma, Italy
| | - M Senzacqua
- University of Rome "La Sapienza", Dip. SBAI and INFN, Via A. Scarpa 16, 00161, Roma, Italy
| | - P Antici
- INRS-EMT, 1650 Boul. Lionel Boulet, Varennes, QC, Canada.
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