25 research outputs found
Life of a Photon in X-ray Spectroscopy
This thesis summarizes the experimental work in which an ultrafastX-ray laser plasma source was combined with variousscalable direct detection schemes to test a novel approach forlab-based time-resolved X-ray absorption spectroscopy. A laserplasma source based on a water jet target was built and commissioned.X-ray and electron emissions of this source were characterizedwith various direct detection schemes. The proceduresfor spectral retrieval with direct detection CCD’s were optimizedwith regard to the laser plasma source. The novel approach of usinga single photon measuring cryogenic microcalorimeter arrayas a high-resolution (DE/E 2000 @ 6 keV) energy-dispersivedetector was investigated. The potentially very high quantumefficiency, large detection angle and straightforward scalabilitymake this device an interesting photon analyzer for low photonyield experiments. In this thesis a prototype version of this detectorwas built (in cooperation), implemented and commissionedinto the laser plasma setup. With this combination of a lab-basedbroad-band source and the free standing microcalorimeter spectrometerhigh resolution X-ray absorption spectra in transmissionmode were achieved. The thesis presents the first hard X-rayabsorption fine structure (XAFS) spectrum taken with this novelapproach and discusses further improvements and applications
Machine Learning in Nuclear Physics
Advances in machine learning methods provide tools that have broad
applicability in scientific research. These techniques are being applied across
the diversity of nuclear physics research topics, leading to advances that will
facilitate scientific discoveries and societal applications.
This Review gives a snapshot of nuclear physics research which has been
transformed by machine learning techniques.Comment: Comments are welcom
Recommended from our members
Nevada Test Site-Directed Research and Development, FY 2007 Report
The Nevada Test Site-Directed Research and Development (SDRD) program completed a very successful year of research and development activities in FY 2007. Twenty-nine new projects were selected for funding this year, and eight projects started in FY 2006 were brought to conclusion. The total funds expended by the SDRD program were 153 thousand. An external audit conducted in September 2007 verified that appropriate accounting practices were applied to the SDRD program. Highlights for the year included: programmatic adoption of 8 SDRD-developed technologies; the filing of 9 invention disclosures for innovation evolving from SDRD projects; participation in the tri-Lab Laboratory Directed Research and Development (LDRD) and SDRD Symposium that was broadly attended by Nevada Test Site (NTS), National Nuclear Security Administration (NNSA), LDRD, U.S. Department of Homeland Security (DHS), and U.S. Department of Defense (DoD) representatives; peer reviews of all FY 2007 projects; and the successful completion of 37 R&D projects, as presented in this report. In response to a company-wide call, authors throughout the NTS complex submitted 182 proposals for FY 2007 SDRD projects. The SDRD program has seen a dramatic increase in the yearly total of submitted proposals--from 69 in FY 2002 to 182 this year--while the number of projects funded has actually decreased from a program high of 57 in FY 2004. The overall effect of this trend has helped ensure an increasingly competitive program that benefited from a broader set of innovative ideas, making project selection both challenging and rewarding. Proposals were evaluated for technical merit, including such factors as innovation, probability of success, potential benefit, and mission applicability. Authors and reviewers benefited from the use of a shortfalls list entitled the 'NTS Technology Needs Assessment' that was compiled from NTS, National Weapons Laboratory (NWL), and NNSA sources. This tool continues to be of considerable value in aligning the SDRD program with mission priorities, and was expanded in FY 2007 to include technology development needs from the DHS and other agencies with missions closely aligned to that of the NTS
GSI Scientific Report 2016
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