24,032 results on '"Scott, K."'
Search Results
2. Breaking The Ice: Video Segmentation for Close-Range Ice-Covered Waters
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MacMillan, Corwin Grant Jeon, Scott, K. Andrea, and Pan, Zhao
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Computer Science - Computer Vision and Pattern Recognition - Abstract
Rapid ice recession in the Arctic Ocean, with predictions of ice-free summers by 2060, opens new maritime routes but requires reliable navigation solutions. Current approaches rely heavily on subjective expert judgment, underscoring the need for automated, data-driven solutions. This study leverages machine learning to assess ice conditions using ship-borne optical data, introducing a finely annotated dataset of 946 images, and a semi-manual, region-based annotation technique. The proposed video segmentation model, UPerFlow, advances the SegFlow architecture by incorporating a six-channel ResNet encoder, two UPerNet-based segmentation decoders for each image, PWCNet as the optical flow encoder, and cross-connections that integrate bi-directional flow features without loss of latent information. The proposed architecture outperforms baseline image segmentation networks by an average 38% in occluded regions, demonstrating the robustness of video segmentation in addressing challenging Arctic conditions.
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- 2024
3. Towards Nanoscale and Element-Specific Lattice Temperature Measurements using Core-Loss Electron Energy-Loss Spectroscopy
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Palmer, Levi D., Lee, Wonseok, Fajardo, Jr., Javier, Talin, A. Alec, Gage, Thomas E., and Cushing, Scott K.
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Condensed Matter - Materials Science ,Physics - Chemical Physics - Abstract
Measuring nanoscale local temperatures, particularly in vertically integrated and multi-component systems, remains challenging. Spectroscopic techniques like X-ray absorption and core-loss electron energy-loss spectroscopy (EELS) are sensitive to lattice temperature, but understanding thermal effects is nontrivial. This work explores the potential for nanoscale and element-specific core-loss thermometry by comparing the Si L2,3 edge's temperature-dependent redshift against plasmon energy expansion thermometry (PEET) in a scanning TEM. Using density functional theory (DFT), time-dependent DFT, and the Bethe-Salpeter equation, we ab initio model both the Si L2,3 and plasmon redshift. We find that the core-loss redshift is due to bandgap reduction from electron-phonon renormalization. Our results indicate that despite lower core-loss signal intensity and thus accuracy compared to PEET, core-loss thermometry still has important advantages. Specifically, we show that the Varshni equation easily interprets the core-loss redshift, which avoids plasmon spectral convolution for PEET in complex materials. We also find that core-loss thermometry is more accurate than PEET at modeling thermal lattice expansion unless the temperature-dependent effective mass and dielectric constant are known. Furthermore, core-loss thermometry has the potential to measure nanoscale heating in multi-component materials and stacked interfaces with elemental specificity at length scales smaller than the plasmon's wavefunction., Comment: 33 pages, 5 main text figures, 1 table
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- 2024
4. Dynamic Competition Between Orbital and Exchange Interactions Selectively Localizes Electrons and Holes Through Polarons
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Mendes, Jocelyn L., Shin, Hyun Jun, Seo, Jae Yeon, Lee, Nara, Choi, Young Jai, Varley, Joel B., and Cushing, Scott K.
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Condensed Matter - Materials Science - Abstract
Controlling the effects of photoexcited polarons in transition metal oxides can enable the long timescale charge separation necessary for renewable energy applications as well as controlling new quantum phases through dynamically tunable electron-phonon coupling. In previously studied transition metal oxides, polaron formation is facilitated by a photoexcited ligand-to-metal charge transfer (LMCT). When the polaron is formed, oxygen atoms move away from iron centers, which increases carrier localization at the metal center and decreases charge hopping. Studies of yttrium iron garnet and erbium iron oxide have suggested that strong electron and spin correlations can modulate photoexcited polaron formation. To understand the interplay between strong spin and electronic correlations in highly polar materials, we studied gadolinium iron oxide (GdFeO3), which selectively forms photoexcited polarons through an Fe-O-Fe superexchange interaction. Excitation-wavelength-dependent transient extreme ultraviolet (XUV) spectroscopy selectively excites LMCT and metal-to-metal charge transfer transitions (MMCT). The LMCT transition suppresses photoexcited polaron formation due to dominant Hubbard interactions, while MMCT transitions result in photoexcited polaron formation within ~373+/-137 fs due to enhanced superexchange interactions. Ab initio theory demonstrates that both electron and hole polarons localize on iron centers following MMCT. In addition to understanding how strong electronic and spin correlations can control strong electron-phonon coupling, these experiments separately measure electron and hole polaron interactions on neighboring metal centers for the first time, providing insight into a large range of charge-transfer and Mott-Hubbard insulators., Comment: 29 pages, 14 figures
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- 2024
5. Travel time and energy dissipation minima in heterogeneous subsurface flows
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Hansen, Scott K. and O'Malley, Daniel
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Physics - Fluid Dynamics ,Mathematical Physics ,Physics - Geophysics - Abstract
We establish a number of results concerning conditions for minimum energy dissipation and advective travel time in porous and fractured media. First, we establish a pair of converse results concerning fluid motion along a streamline between two points of fixed head: the minimal advective time is achieved under conditions of constant energy dissipation, and minimal energy dissipation is achieved under conditions of constant velocity along the streamline (implying homogeneous conductivity in the vicinity of the streamline). We also show directly by means of variational methods that minimum advection time along a streamline with a given average conductivity is achieved when the conductivity is constant. Finally, we turn our attention to minimum advection time and energy dissipation in parallel and sequential fracture systems governed by the cubic law: for which fracture cross-section and conductivity are intimately linked. We show that, as in porous domains, flow partitioning between different pathways always acts to minimize system energy dissipation. Finally, we consider minimum advection time as a function of aperture distribution in a sequence of fracture segments. We show that, for a fixed average aperture, a uniform-aperture system displays the shortest advection time. However, we also show that any sufficiently small small perturbations in aperture away from uniformity always act to reduce advection time.
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- 2024
6. Upscaling transport in heterogeneous media featuring local-scale dispersion: flow channeling, macro-retardation and parameter prediction
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Zhou, Lian and Hansen, Scott K.
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Physics - Fluid Dynamics ,Condensed Matter - Statistical Mechanics ,Physics - Geophysics - Abstract
Many theoretical treatments of transport in heterogeneous Darcy flows consider advection only. When local-scale dispersion is neglected, flux-weighting persists over time; mean Lagrangian and Eulerian flow velocity distributions relate simply to each other and to the variance of the underlying hydraulic conductivity field. Local-scale dispersion complicates this relationship, potentially causing initially flux-weighted solute to experience lower-velocity regions as well as Taylor-type macrodispersion due to transverse solute movement between adjacent streamlines. To investigate the interplay of local-scale dispersion with conductivity log-variance, correlation length, and anisotropy, we perform a Monte Carlo study of flow and advective-dispersive transport in spatially-periodic 2D Darcy flows in large-scale, high-resolution multivariate Gaussian random conductivity fields. We observe flow channeling at all heterogeneity levels and quantify its extent. We find evidence for substantial effective retardation in the upscaled system, associated with increased flow channeling, and observe limited Taylor-type macrodispersion, which we physically explain. A quasi-constant Lagrangian velocity is achieved within a short distance of release, allowing usage of a simplified continuous-time random walk (CTRW) model we previously proposed in which the transition time distribution is understood as a temporal mapping of unit time in an equivalent system with no flow heterogeneity. The numerical data set is modeled with such a CTRW; we show how dimensionless parameters defining the CTRW transition time distribution are predicted by dimensionless heterogeneity statistics and provide empirical equations for this purpose.
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- 2024
7. PyDDC: An Eulerian-Lagrangian simulator for density driven convection of $\mathrm{CO_2}$--brine systems in saturated porous media
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Sen, Sayan and Hansen, Scott K.
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Physics - Fluid Dynamics - Abstract
PyDDC is a particle tracking reservoir simulator capable of solving non-linear density driven convection of single phase carbon-dioxide ($\mathrm{CO_2}$)--brine fluid mixture in saturated porous media at the continuum scale. In contrast to the sate-of-the-art Eulerian models, PyDDC uses a Lagrangian approach to simulate the Fickian transport of single phase solute mixtures. This introduces additional flexibility of incorporating anisotropic dispersion and benefits from having no numerical artifacts in its implementation. It also includes $\mathrm{CO_2}$--brine phase equilibrium models, developed by other researchers, to study the overall dynamics in the presence of electrolyte brine at different pressure and temperatures above the critical point of $\mathrm{CO_2}$. We demonstrate the implementation procedure in depth, outlining the overall structure of the numerical solver and its different attributes that can be used for solving specific tasks.
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- 2024
8. Ambivalent Pleasures: Soft Drugs and Embodied Anxiety in Early Modern Europe
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Taylor, Scott K., author and Taylor, Scott K.
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- 2024
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9. 'Allowing Space for Voice…All Our Voices': Understanding Ho'ouna Pono Implementation through Educational Leadership Perspectives in Rural Hawai'i Schools
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Kelsie H. Okamura, Tessa Palafu, Katlyn An, Sarah Momilani Marshall, Steven Keone Chin, Kelly A. Stern, Byron J. Powell, Sara J. Becker, David S. Mandell, and Scott K. Okamoto
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Epidemiological research over the past two decades has highlighted substance use disparities that affect Native Hawaiian and Pacific Islander youth, and the lack of effective approaches to address such disparities (Okamoto et al. in Asian American Journal of Psychology 10(3):239-248, 2019). The Ho'ouna Pono curriculum is a culturally grounded, teacher-implemented, video-enhanced substance use prevention program that has demonstrated efficacy in rural Hawai?i in a large-scale trial (Okamoto in Asian American Journal of Psychology 10(3):239-248, 2019). Despite its potential to ameliorate health disparities and address youth substance use, prevention programs such as Ho'ouna Pono have been poorly disseminated and implemented across Hawai?i, raising the question: "Why are effective prevention programs not used in communities that most need them?" The present study used concept mapping to understand previously identified implementation barriers and develop implementation strategies for Ho'ouna Pono. Seven Hawai?i Department of Education (HIDOE) educational leaders and administrators sorted Ho'ouna Pono implementation barriers (e.g., "There is a lack of HIDOE funding to support prevention curricula"), named concepts, and rated barriers' perceived impact and difficulty. Multidimensional scaling and cluster analysis yielded a five-cluster solution: (1) Kumu (Hawaiian word for teacher) Controlled, (2) School Level Buy-in, (3) Curriculum, (4) Student Attitudes + Mindsets (Family + Community), and (5) Policy. Participant ratings identified eight high-impact and low-difficulty barriers. Discussion revealed important intersections among barriers indicating the need for coordinated and cross-level implementation strategies to support Ho'ouna Pono sustainment. Brainstormed implementation strategies using participants' own language highlighted a need for participatory methods in school settings to bidirectionally share ways to best sustain substance use prevention programs.
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- 2024
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10. Measuring Instructional Interactions during Reading Instruction for Students Receiving Intervention in Middle School
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Scott K. Baker, Patrick C. Kennedy, Dean Richards, Nancy J. Nelson, Hank Fien, and Christian T. Doabler
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More than two-thirds of middle school students do not read proficiently. Research has shown that targeted interventions using explicit instruction methods can improve reading outcomes for struggling readers. A central feature of explicit instruction is the systematic implementation of instructional interactions, but it is not clear what specific instructional interaction practices lead to stronger outcomes for middle school readers. This study used a regression discontinuity design to compare the frequency and impact of instructional interactions experienced by U.S. eighth-grade students who received a targeted reading intervention (n = 1,461) with those who did not (n = 4,292). Results indicated that students who received intervention experienced far more instructional interactions with their teachers than did students who did not. However, the association between rates of interaction and student need in the intervention group was minimal, and the relationship between the rate of instructional interactions and reading growth was mixed. Implications for intervening with struggling students in the middle grades are discussed.
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- 2024
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11. The In-Medium Similarity Renormalization Group at Finite Temperature
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Smith, Isaac G., Hergert, Heiko, and Bogner, Scott K.
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Nuclear Theory - Abstract
The study of nuclei at finite temperature is of immense interest for many areas of nuclear astrophysics and nuclear-reaction science. A variety of ab initio methods are now available for computing the properties of nuclei from interactions rooted in Quantum Chromodynamics, but applications have largely been limited to zero temperature. In the present work, we extend one such method, the In-Medium Similarity Renormalization Group (IMSRG), to finite temperature. Using an exactly-solvable schematic model that captures essential features of nuclear interactions, we show that the FT-IMSRG can accurately determine the energetics of nuclei at finite temperature, and we explore the accuracy of the FT-IMSRG in different parameter regimes, e.g., strong and weak pairing. In anticipation of FT-IMSRG applications for finite nuclei and infinite matter, we discuss differences arising from the choice of working with the canonical and the grand canonical ensembles. In future work, we will apply the FT-IMSRG with realistic nuclear interactions to compute nuclear structure and reaction properties at finite temperature, which are important ingredients for understanding nucleosynthesis in stellar environments, or modeling reactions of hot compound nuclei., Comment: 14 pages, 11 figures
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- 2024
12. Hidden correlations in stochastic photoinduced dynamics of a solid-state electrolyte
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McClellan, Jackson, Zong, Alfred, Pham, Kim H., Liu, Hanzhe, Iton, Zachery W. B., Guzelturk, Burak, Walko, Donald A., Wen, Haidan, Cushing, Scott K., and Zuerch, Michael W.
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Condensed Matter - Materials Science ,Physics - Data Analysis, Statistics and Probability ,Physics - Optics - Abstract
Photoexcitation by ultrashort laser pulses plays a crucial role in controlling reaction pathways, creating nonequilibrium material properties, and offering a microscopic view of complex dynamics at the molecular level. The photo response following a laser pulse is, in general, non-identical between multiple exposures due to spatiotemporal fluctuations in a material or the stochastic nature of dynamical pathways. However, most ultrafast experiments using a stroboscopic pump-probe scheme struggle to distinguish intrinsic sample fluctuations from extrinsic apparatus noise, often missing seemingly random deviations from the averaged shot-to-shot response. Leveraging the stability and high photon-flux of time-resolved X-ray micro-diffraction at a synchrotron, we developed a method to quantitatively characterize the shot-to-shot variation of the photoinduced dynamics in a solid-state electrolyte. By analyzing temporal evolutions of the lattice parameter of a single grain in a powder ensemble, we found that the sample responses after different shots contain random fluctuations that are, however, not independent. Instead, there is a correlation between the nonequilibrium lattice trajectories following adjacent laser shots with a characteristic "correlation length" of approximately 1,500 shots, which represents an energy barrier of 0.38~eV for switching the photoinduced pathway, a value interestingly commensurate with the activation energy of lithium ion diffusion. Not only does our nonequilibrium noise correlation spectroscopy provide a new strategy for studying fluctuations that are central to phase transitions in both condensed matter and molecular systems, it also paves the way for discovering hidden correlations and novel metastable states buried in oft-presumed random, uncorrelated fluctuating dynamics.
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- 2024
13. Region-level labels in ice charts can produce pixel-level segmentation for Sea Ice types
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Patel, Muhammed, Chen, Xinwei, Xu, Linlin, Chen, Yuhao, Scott, K Andrea, and Clausi, David A.
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Computer Science - Computer Vision and Pattern Recognition - Abstract
Fully supervised deep learning approaches have demonstrated impressive accuracy in sea ice classification, but their dependence on high-resolution labels presents a significant challenge due to the difficulty of obtaining such data. In response, our weakly supervised learning method provides a compelling alternative by utilizing lower-resolution regional labels from expert-annotated ice charts. This approach achieves exceptional pixel-level classification performance by introducing regional loss representations during training to measure the disparity between predicted and ice chart-derived sea ice type distributions. Leveraging the AI4Arctic Sea Ice Challenge Dataset, our method outperforms the fully supervised U-Net benchmark, the top solution of the AutoIce challenge, in both mapping resolution and class-wise accuracy, marking a significant advancement in automated operational sea ice mapping., Comment: Published at ICLR 2024 Machine Learning for Remote Sensing (ML4RS) Workshop
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- 2024
14. Peptide Receptor Radionuclide Therapy Improves Survival in Patients Who Progress After Resection of Gastroenteropancreatic Neuroendocrine Tumors
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Borbon, Luis C., Sherman, Scott K., Breheny, Patrick J., Chandrasekharan, Chandrikha, Menda, Yusuf, Bushnell, David, Bellizzi, Andrew M., Ear, P. H., O’Dorisio, M. Sue, O’Dorisio, Thomas M., Dillon, Joseph S., and Howe, James R.
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- 2024
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15. Hickam’s Dictum: An Analysis of Multiple Diagnoses
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Aberegg, Scott K., Poole, Brian R., and Locke, Brian W.
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- 2024
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16. Investigation of nanophotonic lithium niobate waveguides for on-chip evanescent wave sensing
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Harper, Nathan A., Hwang, Emily Y., Kocheril, Philip A., Lam, Tze King, and Cushing, Scott K.
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Physics - Optics ,Physics - Applied Physics - Abstract
Thin-film lithium niobate is a promising photonic platform for on-chip optical sensing because both nonlinear and linear components can be fabricated within one integrated device. To date, waveguided sample interactions for thin-film lithium niobate are not well explored. Compared to other integrated platforms, lithium niobate's high refractive index, birefringence, and angled sidewalls present unique design challenges for evanescent wave sensing. Here, we compare the performance of the quasi-transverse-electric (TE) and the quasi-transverse-magnetic (TM) mode for sensing on a thin-film lithium niobate rib waveguide with a 5 mM dye-doped polymer cladding pumped at 406 nm. We determine that both modes have propagation losses dominated by scatter, and that the absorption due to the sample only accounts for 3% of the measured losses for both modes. The TM mode has better overlap with the sample than the TE mode, but the TM mode also has a stronger propagation loss due to sidewall and sample induced scattering (32.5 $\pm$ 0.3 dB/cm) compared to the TE mode (23.0 $\pm$ 0.2 dB/cm). The TE mode is, therefore, more appropriate for sensing. Our findings have important implications for on-chip lithium niobate-based sensor designs., Comment: 9 pages, 3 figures (main text); 6 pages, 5 figures (supplemental). Submitted to Optics Express
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- 2024
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17. Hardware Trojan Detection Potential and Limits with the Quantum Diamond Microscope
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Lenz, Jacob N., Perryman, Scott K., Martynowych, Dmitro J., Hopper, David A., and Oliver, Sean M.
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Physics - Instrumentation and Detectors ,Quantum Physics - Abstract
The Quantum Diamond Microscope (QDM) is an instrument with a demonstrated capability to image electrical current in integrated circuits (ICs), which shows promise for detection of hardware Trojans. The anomalous current activity caused by hardware Trojans manifests through a magnetic field side channel that can be imaged with the QDM, potentially allowing for detection and localization of the effects of tampering. This paper seeks to identify the capabilities of the QDM for hardware Trojan detection through the analysis of previous QDM work as well as QDM physical limits and potential Trojan behaviors. QDM metrics of interest are identified, such as spatial resolution, sensitivity, time-to-result, and field-of-view. Rare event detection on an FPGA is demonstrated with the QDM. The concept of operations is identified for QDM utilization at different steps of IC development, noting necessary considerations and limiting factors for use at different development stages. Finally, the effects of hardware Trojans on IC current activity are estimated and compared to QDM sensitivities to project QDM detection potential for ICs of varying process sizes.
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- 2024
18. Epidemiology of postinjury multiple organ failure: a prospective multicenter observational study
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Ting, Ryan S., Weaver, Natasha A., King, Kate L., Way, Teagan L., Sarrami, Pooria, Daniel, Lovana, Dinh, Michael, Nair, Priya, Hsu, Jeremy, D’Amours, Scott K., and Balogh, Zsolt J.
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- 2024
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19. Hot-Roll Fabrication of Anisotropic Nanograin Nd-Fe-B Magnet
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Pan, Chaochao, Ouyang, Gaoyuan, Tang, Wei, Liu, Xubo, Ott, Ryan, Nlebedim, Ikenna, Kim, Eunjeong, McCall, Scott K., Baker, Alexander A., and Cui, Jun
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- 2024
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20. “Allowing Space for Voice…All Our Voices”: Understanding Ho‘ouna Pono Implementation Through Educational Leadership Perspectives in Rural Hawai‘i Schools
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Okamura, Kelsie H., Palafu, Tessa, An, Katlyn, Marshall, Sarah Momilani, Chin, Steven Keone, Stern, Kelly A., Powell, Byron J., Becker, Sara J., Mandell, David S., and Okamoto, Scott K.
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- 2024
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21. Experimental Upper Bounds for Resonance-Enhanced Entangled Two-Photon Absorption Cross Section of Indocyanine Green
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He, Manni, Hickam, Bryce P., Harper, Nathan, and Cushing, Scott K.
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Quantum Physics ,Physics - Chemical Physics - Abstract
Resonant intermediate states have been proposed to increase the efficiency of entangled two-photon absorption (ETPA). Although resonance-enhanced ETPA (r-ETPA) has been demonstrated in atomic systems using bright squeezed vacuum, it has not been studied in organic molecules. We investigate for the first time r-ETPA in an organic molecular dye, indocyanine green (ICG), when excited by broadband entangled photons in near-IR. Similar to many reported virtual state mediated ETPA (v-ETPA) measurements, no r-ETPA signals are measured, with an experimental upper bound for the cross section placed at $6 \times 10^{-23}$ cm$^2$/molecule. In addition, the classical resonance-enhanced two-photon absorption (r-TPA) cross section of ICG at 800 nm is measured for the first time to be $20(\pm13)$ GM, suggesting that having a resonant intermediate state does not significantly enhance two-photon processes in ICG. The spectrotemporally resolved emission signatures of ICG excited by entangled photons are also presented to support this conclusion.
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- 2023
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22. Laser-driven ultrafast impedance spectroscopy for measuring complex ion hopping processes
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Pham, Kim H. and Cushing, Scott K.
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Physics - Instrumentation and Detectors ,Physics - Applied Physics - Abstract
Superionic conductors, or solid-state ion-conductors surpassing 0.01 S/cm in conductivity, can enable more energy dense batteries, robust artificial ion pumps, and optimized fuel cells. However, tailoring superionic conductors require precise knowledge of ion migration mechanisms that are still not well understood, due to limitations set by available spectroscopic tools. Most spectroscopic techniques do not probe ion hopping at its inherent picosecond timescale, nor the many-body correlations between the migrating ions, lattice vibrational modes, and charge screening clouds--all of which are posited to greatly enhance ionic conduction. Here, we develop an ultrafast technique that measures the time-resolved change in impedance upon light excitation which triggers selective ion-coupled correlations. We also develop a cost-effective, non-time-resolved laser-driven impedance method that is more accessible for lab-scale adoption. We use both techniques to compare the relative changes in impedance of a solid-state Li+ conductor Li0.5La0.5TiO3 (LLTO) before and after UV to THz frequency excitations to elucidate the corresponding ion-many-body-interaction correlations. From our techniques, we determine that electronic screening and phonon-mode interactions dominate the ion migration pathway of LLTO. Although we only present one case study, our technique can extend to O2-, H+, or other charge carrier transport phenomena where ultrafast correlations control transport. Furthermore, the temporal relaxation of the measured impedance can distinguish ion transport effects caused by many-body correlations, optical heating, correlation, and memory behavior.
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- 2023
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23. Highly efficient visible and near-IR photon pair generation with thin-film lithium niobate
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Harper, Nathan A., Hwang, Emily Y., Sekine, Ryoto, Ledezma, Luis, Perez, Christian, Marandi, Alireza, and Cushing, Scott K.
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Physics - Optics ,Physics - Applied Physics - Abstract
Efficient on-chip entangled photon pair generation at telecom wavelengths is an integral aspect of emerging quantum optical technologies, particularly for quantum communication and computing. However, moving to shorter wavelengths enables the use of more accessible silicon detector technology and opens up applications in imaging and spectroscopy. Here, we present high brightness ($(1.6 \pm 0.3) \times 10^{9}$ pairs/mW/nm) visible-near-IR photon pair generation in a periodically poled lithium niobate nanophotonic waveguide. The degenerate spectrum of the photon pairs is centered at 811 nm with a bandwidth of 117 nm. The measured on-chip source efficiency of $(2.3\pm 0.5) \times 10^{11}$ pairs/mW is on par with source efficiencies at telecom wavelengths and is also orders of magnitude higher than the efficiencies of other visible sources implemented in bulk crystal or diffused waveguide-based technologies. These results represent the shortest wavelength of photon pairs generated in a nanophotonic waveguide reported to date by nearly an octave., Comment: Main text: 10 pages, 6 figures; Supplementary material: 5 pages, 3 figures. Author initials updated
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- 2023
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24. A comparative study of predicting high entropy alloy phase fractions with traditional machine learning and deep neural networks
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Liu, Shusen, Bocklund, Brandon, Diffenderfer, James, Chaganti, Shreya, Kailkhura, Bhavya, McCall, Scott K., Gallagher, Brian, Perron, Aurélien, and McKeown, Joseph T.
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- 2024
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25. 30 years of youth system of care lessons learned – a qualitative study of Hawaiʻi’s partnership with the Substance Abuse and Mental Health Services Administration
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Okamura, Kelsie H., Jackson, David, Ching, Danielle L. Carreira, Suh, Da Eun, Hartsock, Tia L. R., Hee, Puanani J., and Shimabukuro, Scott K.
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- 2024
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26. Art therapy masks reflect emotional changes in military personnel with PTSS
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Estrada Gonzalez, V., Meletaki, V., Walker, M., Payano Sosa, J., Stamper, A., Srikanchana, R., King, J. L., Scott, K., Cardillo, E. R., Rhodes, C. Sours, Christensen, A. P., Darda, K. M., Workman, C. I., and Chatterjee, A.
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- 2024
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27. Nutritionally acquired immunodeficiency must be addressed with the same urgency as HIV to end tuberculosis
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Dauphinais, Madolyn R., Koura, Kobto G., Narasimhan, Prakash Babu, Mehta, Saurabh, Finkelstein, Julia L., Heysell, Scott K., and Sinha, Pranay
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- 2024
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28. Ultrasound shear wave speeds reduced following hamstring strain injury but not after returning to sport
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Crawford, Scott K., Wille, Christa M., Joachim, Mikel R., Lee, Kenneth S., and Heiderscheit, Bryan C.
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- 2024
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29. Reactive oxygen species promote endurance exercise-induced adaptations in skeletal muscles
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Scott K. Powers, Zsolt Radak, Li Li Ji, and Malcolm Jackson
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Antioxidants ,Mitochondrial biogenesis ,Radicals ,Redox signaling ,Sports ,GV557-1198.995 ,Sports medicine ,RC1200-1245 - Abstract
The discovery that contracting skeletal muscle generates reactive oxygen species (ROS) was first reported over 40 years ago. The prevailing view in the 1980s was that exercise-induced ROS production promotes oxidation of proteins and lipids resulting in muscle damage. However, a paradigm shift occurred in the 1990s as growing research revealed that ROS are signaling molecules, capable of activating transcriptional activators/coactivators and promoting exercise-induced muscle adaptation. Growing evidence supports the notion that reduction-oxidation (redox) signaling pathways play an important role in the muscle remodeling that occurs in response to endurance exercise training. This review examines the specific role that redox signaling plays in this endurance exercise-induced skeletal muscle adaptation. We begin with a discussion of the primary sites of ROS production in contracting muscle fibers followed by a summary of the antioxidant enzymes involved in the regulation of ROS levels in the cell. We then discuss which redox-sensitive signaling pathways promote endurance exercise-induced muscle adaptation and debate the strength of the evidence supporting the notion that redox signaling plays an essential role in muscle adaptation to endurance exercise training. In hopes of stimulating future research, we highlight several important unanswered questions in this field.
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- 2024
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30. Determining Quasi-Equilibrium Electron and Hole Distributions of Plasmonic Photocatalysts using Photomodulated X-ray Absorption Spectroscopy
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Palmer, Levi D., Lee, Wonseok, Dong, Chung Li, Liu, Ru-Shi, Wu, Nianqiang, and Cushing, Scott K.
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Physics - Chemical Physics ,Condensed Matter - Materials Science ,Physics - Optics - Abstract
Most photocatalytic and photovoltaic devices operate under broadband, constant illumination. Electron and hole dynamics in these devices, however, are usually measured using ultrafast pulsed lasers in a narrow wavelength range. In this work, we prove that steady-state, photomodulated X-ray spectra from a non-time-resolved synchrotron beamline can be used to estimate electron and hole distributions. A set of plasmonic metal core-shell nanoparticles is designed to systematically isolate photothermal, hot electron, and thermalized electron-hole pairs in a TiO2 shell. Steady-state changes in the Ti L2,3 edge are measured with and without continuous-wave illumination of the nanoparticle's localized surface plasmon resonance. Ab initio excited-state X-ray theory developed for transient X-ray measurements is then applied to model the experimental spectra in an attempt to extract the resultant steady-state carrier distributions. The results suggest that, within error, the quasi-equilibrium carrier distribution can be determined even from relatively noisy data with mixed excited-state phenomena., Comment: 41 pages, 18 figures
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- 2023
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31. Antiadiabatic Small Polaron Formation in the Charge Transfer Insulator ErFeO3
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Kim, Ye-Jin, Mendes, Jocelyn L., Choi, Young Jai, and Cushing, Scott K.
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Condensed Matter - Materials Science ,Condensed Matter - Strongly Correlated Electrons - Abstract
Small polaron formation is dominant across a range of condensed matter systems. Small polarons are usually studied in terms of ground-state transport and thermal fluctuations, but small polarons can also be created impulsively by photoexcitation. The temporal response of the lattice and local electron correlations can then be separated, such as with transient XUV spectroscopy. To date, photoexcited small polaron formation has only been measured to be adiabatic. The reorganization energy of the polar lattice is large enough that the first electron-optical phonon scattering event creates a small polaron without significant carrier thermalization. Here, we use transient XUV spectroscopy to measure antiadiabatic polaron formation by frustrating the iron-centered octahedra in a rare-earth orthoferrite lattice. The small polaron is measured to take several picoseconds to form over multiple coherent charge hopping events between neighboring Fe3+-Fe2+ sites, a timescale that is more than an order of magnitude longer compared to previous materials. The measured interplay between optical phonons, electron correlations, and on-site lattice deformation give a clear picture of how antiadiabatic small polaron transport would occur in the material. The measurements also confirm the prediction of the Holstein and Hubbard-Holstein model that the electron hopping integral must be larger than the reorganization energy to achieve antiadiabaticity. Moreover, the measurements emphasize the importance of considering dynamical electron correlations, and not just changes in the lattice geometry, for controlling small polarons in transport or photoexcited applications.
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- 2023
32. ASO Visual Abstract: Peptide Receptor Radionuclide Therapy Improves Survival in Patients Who Progress After Resection of Gastroenteropancreatic Neuroendocrine Tumors
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Borbon, Luis C., Sherman, Scott K., Breheny, Patrick J., Chandrasekharan, Chandrikha, Menda, Yusuf, Bushnell, David, Bellizzi, Andrew M., Ear, Po H., O’Dorisio, M. Sue, O’Dorisio, Thomas M., Dillon, Joseph S., and Howe, James R.
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- 2024
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33. Conclusion: An English Opium-Eater
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Taylor, Scott K., author
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- 2024
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34. Who from Excess Is Free?: Medicine and Addiction
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Taylor, Scott K., author
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- 2024
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35. Chocolate, or an Indian Drink: The Cultural Geography of Drugs and Alcohol
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Taylor, Scott K., author
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- 2024
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36. Introduction: A Unified Drug Culture
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Taylor, Scott K., author
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- 2024
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37. Who Should Poison the People?: The Ethics of Commerce
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Taylor, Scott K., author
- Published
- 2024
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38. Do We Take Physick Every Day?: Early Modern Wellness and Self-Medication
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Taylor, Scott K., author
- Published
- 2024
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39. And So the Game Goes Round: Women and Sociability
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Taylor, Scott K., author
- Published
- 2024
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40. Stained with Spots of Human Blood: Disgust, Pleasure, and the Senses
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Taylor, Scott K., author
- Published
- 2024
- Full Text
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41. Successful DNA amplification of DNA from non-destructive buccal swabbing in Vespertilionid and Rhinolophid bats
- Author
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Hughes, Morgan, Brown, Scott K, Martin, Rémi, Young, Christopher H, and Maddock, Simon
- Published
- 2024
- Full Text
- View/download PDF
42. Asian American and Native Hawaiian/Pacific Islander Substance Use and Disparities: Review of Current Evidence and Recommendations for the Field
- Author
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Subica, Andrew M., An, Katlyn, and Okamoto, Scott K.
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- 2024
- Full Text
- View/download PDF
43. Durability testing of actual Hanford waste glasses and their non-radioactive simulant glasses
- Author
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Reiser, Joelle T., Cordova, Elsa A., Neeway, James J., Cooley, Scott K., Parruzot, Benjamin, Kruger, Albert A., and Vienna, John D.
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- 2024
- Full Text
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44. Strong Interaction Physics at the Luminosity Frontier with 22 GeV Electrons at Jefferson Lab
- Author
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Accardi, A., Achenbach, P., Adhikari, D., Afanasev, A., Akondi, C. S., Akopov, N., Albaladejo, M., Albataineh, H., Albrecht, M., Almeida-Zamora, B., Amaryan, M., Androić, D., Armstrong, W., Armstrong, D. S., Arratia, M., Arrington, J., Asaturyan, A., Austregesilo, A., Avagyan, H., Averett, T., Gayoso, C. Ayerbe, Bacchetta, A., Balantekin, A. B., Baltzell, N., Barion, L., Barry, P. C., Bashir, A., Battaglieri, M., Bellini, V., Belov, I., Benhar, O., Benkel, B., Benmokhtar, F, Bentz, W., Bertone, V., Bhatt, H., Bianconi, A., Bibrzycki, L., Bijker, R., Binosi, D., Biswas, D., Boër, M., Boeglin, W., Bogacz, S. A., Boglione, M., Bondí, M., Boos, E. E., Bosted, P., Bozzi, G., Brash, E. J., Briceño, R. A., Brindza, P. D., Briscoe, W. J., Brodsky, S. J, Brooks, W. K., Burkert, V. D., Camsonne, A., Cao, T., Cardman, L. S., Carman, D. S., Carpinelli, M, Cates, G. D., Caylor, J., Celentano, A., Celiberto, F. G., Cerutti, M., Chang, Lei, Chatagnon, P., Chen, C., Chen, J-P, Chetry, T., Christopher, A., Christy, E., Chudakov, E., Cisbani, E., Cloët, I. C., Cobos-Martinez, J. J., Cohen, E. O., Colangelo, P., Cole, P. L., Constantinou, M., Contalbrigo, M., Costantini, G., Cosyn, W., Cotton, C., Courtoy, A., Dusa, S. Covrig, Crede, V., Cui, Z. -F., D'Angelo, A., Döring, M., Dalton, M. M., Danilkin, I., Davydov, M., Day, D., De Fazio, F., De Napoli, M., De Vita, R., Dean, D. J., Defurne, M., Deur, A., Devkota, B., Dhital, S., Di Nezza, P., Diefenthaler, M., Diehl, S., Dilks, C., Ding, M., Djalali, C., Dobbs, S., Dupré, R., Dutta, D., Edwards, R. G., Egiyan, H., Ehinger, L., Eichmann, G., Elaasar, M., Elouadrhiri, L., Alaoui, A. El, Fassi, L. El, Emmert, A., Engelhardt, M., Ent, R., Ernst, D. J, Eugenio, P., Evans, G., Fanelli, C., Fegan, S., Fernández-Ramírez, C., Fernandez, L. A., Fernando, I. P., Filippi, A., Fischer, C. S., Fogler, C., Fomin, N., Frankfurt, L., Frederico, T., Freese, A., Fu, Y., Gamberg, L., Gan, L., Gao, F., Garcia-Tecocoatzi, H., Gaskell, D., Gasparian, A., Gates, K, Gavalian, G., Ghoshal, P. K., Giachino, A., Giacosa, F., Giannuzzi, F., Gilfoyle, G. -P., Girod, F-X, Glazier, D. I., Gleason, C., Godfrey, S., Goity, J. L., Golubenko, A. A., Gonzàlez-Solís, S., Gothe, R. W., Gotra, Y., Griffioen, K., Grocholski, O., Grube, B., Guèye, P., Guo, F. -K., Guo, Y., Guo, L., Hague, T. J., Hammoud, N., Hansen, J. -O., Hattawy, M., Hauenstein, F., Hayward, T., Heddle, D., Heinrich, N., Hen, O., Higinbotham, D. W., Higuera-Angulo, I. M., Blin, A. N. Hiller, Hobart, A., Hobbs, T., Holmberg, D. E, Horn, T., Hoyer, P., Huber, G. M., Hurck, P., Hutauruk, P. T. P., Ilieva, Y., Illari, I., Ireland, D. G, Isupov, E. L., Italiano, A., Jaegle, I., Jarvis, N. S., Jenkins, DJ, Jeschonnek, S., Ji, C-R., Jo, H. S., Jones, M., Jones, R. T., Jones, D. C., Joo, K., Junaid, M., Kageya, T., Kalantarians, N., Karki, A., Karyan, G., Katramatou, A. T., Kay, S. J. D, Kazimi, R., Keith, C. D., Keppel, C., Kerbizi, A., Khachatryan, V., Khanal, A., Khandaker, M., Kim, A., Kinney, E. R., Kohl, M., Kotzinian, A., Kriesten, B. T., Kubarovsky, V., Kubis, B., Kuhn, S. E., Kumar, V., Kutz, T., Leali, M., Lebed, R. F., Lenisa, P., Leskovec, L., Li, S., Li, X., Liao, J., Lin, H. -W., Liu, L., Liuti, S., Liyanage, N., Lu, Y., MacGregor, I. J. D., Mack, D. J., Maiani, L, Mamo, K. A., Mandaglio, G., Mariani, C., Markowitz, P., Marukyan, H., Mascagna, V., Mathieu, V., Maxwell, J., Mazouz, M., McCaughan, M., McKeown, R. D., McKinnon, B., Meekins, D., Melnitchouk, W., Metz, A., Meyer, C. A., Meziani, Z. -E., Mezrag, C., Michaels, R., Miller, G. A., Mineeva, T., Miramontes, A. S., Mirazita, M., Mizutani, K., Mkrtchyan, H., Mkrtchyan, A., Moffit, B., Mohanmurthy, P., Mokeev, V. I., Monaghan, P., Montaña, G., Montgomery, R., Moretti, A., Chàvez, J. M. Morgado, Mosel, U., Movsisyan, A., Musico, P., Nadeeshani, S. A, Nadolsky, P. M., Nakamura, S. X., Nazeer, J., Nefediev, A. V., Neupane, K., Nguyen, D., Niccolai, S., Niculescu, I., Niculescu, G., Nocera, E. R., Nycz, M., Olness, F. I., Ortega, P. G., Osipenko, M., Pace, E., Pandey, B, Pandey, P., Papandreou, Z., Papavassiliou, J., Pappalardo, L. L., Paredes-Torres, G., Paremuzyan, R., Park, S., Parsamyan, B., Paschke, K. D., Pasquini, B., Passemar, E., Pasyuk, E., Patel, T., Paudel, C., Paul, S. J., Peng, J-C., Pentchev, L., Perrino, R., Perry, R. J., Peters, K., Petratos, G. G., Phelps, W., Piasetzky, E., Pilloni, A., Pire, B., Pitonyak, D., Pitt, M. L., Polosa, A. D., Pospelov, M., Postuma, A. C., Poudel, J., Preet, L., Prelovsek, S., Price, J. W., Prokudin, A., Puckett, A. J. R., Pybus, J. R., Qin, S. -X., Qiu, J. -W., Radici, M., Rashidi, H., Rathnayake, A. D, Raue, B. A., Reed, T., Reimer, P. E., Reinhold, J., Richard, J. -M., Rinaldi, M., Ringer, F., Ripani, M., Ritman, J., West, J. Rittenhouse, Rivero-Acosta, A., Roberts, C. D., Rodas, A., Rodini, S., Rodríguez-Quintero, J., Rogers, T. C., Rojo, J., Rossi, P., Rossi, G. C., Salmè, G., Santiesteban, S. N., Santopinto, E., Sargsian, M., Sato, N., Schadmand, S., Schmidt, A., Schmidt, S. M, Schnell, G., Schumacher, R. A., Schweitzer, P., Scimemi, I., Scott, K. C, Seay, D. A, Segovia, J., Semenov-Tian-Shansky, K., Seryi, A., Sharda, A. S, Shepherd, M. R., Shirokov, E. V., Shrestha, S., Shrestha, U., Shvedunov, V. I., Signori, A., Slifer, K. J., Smith, W. A., Somov, A., Souder, P., Sparveris, N., Spizzo, F., Spreafico, M., Stepanyan, S., Stevens, J. R., Strakovsky, I. I., Strauch, S., Strikman, M., Su, S., Sumner, B. C. L., Sun, E., Suresh, M., Sutera, C., Swanson, E. S., Szczepaniak, A. P, Sznajder, P., Szumila-Vance, H., Szymanowski, L., Tadepalli, A. -S., Tadevosyan, V., Tamang, B., Tarasov, V. V., Thiel, A., Tong, X. -B., Tyson, R., Ungaro, M., Urciuoli, G. M., Usman, A., Valcarce, A., Vallarino, S., Vaquera-Araujo, C. A., Venturelli, L., Vera, F., Vladimirov, A., Vossen, A., Wagner, J., Wei, X., Weinstein, L. B., Weiss, C., Williams, R., Winney, D., Wojtsekhowski, B., Wood, M. H., Xiao, T., Xu, S. -S., Ye, Z., Yero, C., Yuan, C. -P., Yurov, M., Zachariou, N., Zhang, Z., Zhao, Z. W., Zhao, Y., Zheng, X., Zhou, X., Ziegler, V., Zihlmann, B., de Paula, W, and de Téramond, G. F.
- Subjects
Nuclear Experiment ,High Energy Physics - Experiment ,High Energy Physics - Phenomenology ,Nuclear Theory - Abstract
This document presents the initial scientific case for upgrading the Continuous Electron Beam Accelerator Facility (CEBAF) at Jefferson Lab (JLab) to 22 GeV. It is the result of a community effort, incorporating insights from a series of workshops conducted between March 2022 and April 2023. With a track record of over 25 years in delivering the world's most intense and precise multi-GeV electron beams, CEBAF's potential for a higher energy upgrade presents a unique opportunity for an innovative nuclear physics program, which seamlessly integrates a rich historical background with a promising future. The proposed physics program encompass a diverse range of investigations centered around the nonperturbative dynamics inherent in hadron structure and the exploration of strongly interacting systems. It builds upon the exceptional capabilities of CEBAF in high-luminosity operations, the availability of existing or planned Hall equipment, and recent advancements in accelerator technology. The proposed program cover various scientific topics, including Hadron Spectroscopy, Partonic Structure and Spin, Hadronization and Transverse Momentum, Spatial Structure, Mechanical Properties, Form Factors and Emergent Hadron Mass, Hadron-Quark Transition, and Nuclear Dynamics at Extreme Conditions, as well as QCD Confinement and Fundamental Symmetries. Each topic highlights the key measurements achievable at a 22 GeV CEBAF accelerator. Furthermore, this document outlines the significant physics outcomes and unique aspects of these programs that distinguish them from other existing or planned facilities. In summary, this document provides an exciting rationale for the energy upgrade of CEBAF to 22 GeV, outlining the transformative scientific potential that lies within reach, and the remarkable opportunities it offers for advancing our understanding of hadron physics and related fundamental phenomena., Comment: Updates to the list of authors; Preprint number changed from theory to experiment; Updates to sections 4 and 6, including additional figures
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- 2023
45. Electronic Stripe Patterns Near the Fermi Level of Tetragonal Fe(Se,S)
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Walker, M., Scott, K., Boyle, T. J., Byland, J. K., Bötzel, S., Zhao, Z., Day, R. P., Zhdanovich, S., Gorovikov, S., Pedersen, T. M., Klavins, P., Damascelli, A., Eremin, I. M., Gozar, A., Taufour, V., and Neto, E. H. da Silva
- Subjects
Condensed Matter - Superconductivity ,Condensed Matter - Strongly Correlated Electrons - Abstract
FeSe$_{1-x}$S$_x$ remains one of the most enigmatic systems of Fe-based superconductors. While much is known about the orthorhombic parent compound, FeSe, the tetragonal samples, FeSe$_{1-x}$S$_x$ with x>0.17, remain relatively unexplored. Here, we provide an in-depth investigation of the electronic states of tetragonal FeSe$_{0.81}$S$_{0.19}$, using scanning tunneling microscopy and spectroscopy (STM/S) measurements, supported by angle-resolved photoemission spectroscopy (ARPES) and theoretical modeling. We demonstrate that by analyzing modulations of the local density of states (LDOS) near and away from Fe vacancy defects separately, we can identify quasiparticle interference (QPI) signals originating from multiple regions of the Brillouin zone, including the bands at the M and A points. We also observe that QPI signals coexist with a much stronger LDOS modulation for states near the Fermi level whose period is independent of energy. Our measurements further reveal that this strong pattern appears in the STS measurements as short range stripe patterns that are locally two-fold symmetric. Since these stripe patterns coexist with four-fold symmetric QPI around Fe-vacancies, the origin of their local two-fold symmetry must be distinct from that of nematic states in orthorhombic samples. To further understand these stripe patterns, we explore several aspects related to them, such as the role of S and Fe vacancy defects, and whether they can be explained by QPI. We consider the possibility that the observed stripe patterns may represent incipient charge order correlations, similar to those observed in the cuprates.
- Published
- 2023
- Full Text
- View/download PDF
46. Impacts of permeability heterogeneity and background flow on supercritical CO2 dissolution in the deep subsurface
- Author
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Hansen, Scott K., Tao, Yichen, and Karra, Satish
- Subjects
Physics - Fluid Dynamics ,76R99 - Abstract
Motivated by CO2 capture and sequestration (CCS) design considerations, we consider the coupled effects of permeability heterogeneity and background flow on the dissolution of a supercritical CO2 lens into an underlying deep, confined aquifer. We present the results of a large-scale Monte Carlo simulation study examining the interaction of background flow rate and three parameters describing multi-Gaussian log-permeability fields: mean, variance, and correlation length. Hundreds of high-resolution simulations were performed using the PFLOTRAN finite volume software to model CO2 dissolution in a kilometer-scale aquifer over 1000 y. Predictive dimensionless scaling relationships relating CO2 dissolution rate to heterogeneity statistics, Rayleigh (Ra) and Peclet (Pe) numbers were developed for both gravitationally dominated free convection to background flow-dominated forced convection regimes. An empirical criterion, $\rm Pe\ = Ra^{3/4}$, was discovered for regime transition. All simulations converged quickly to a quasi-steady, approximately linear dissolution rate. However, this rate displayed profound variability between permeability field realizations sharing the same heterogeneity statistics, even under mild permeability heterogeneity. In general, increased heterogeneity was associated with a lower mean and higher variance of dissolution rate, undesirable from a CCS design perspective. The relationship between dissolution rate and background flow was found to be complex and nonlinear. Dimensionless scaling relationships were uncovered for a number of special cases. Results call into question the validity of the Boussinesq approximation in the context of modest-to-high background flow rates and the general applicability of numerical simulations without background flow.
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- 2023
47. Entangled Photon Correlations Allow a Continuous-Wave Laser Diode to Measure Single Photon, Time-Resolved Fluorescence
- Author
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Harper, Nathan, Hickam, Bryce P., He, Manni, and Cushing, Scott K.
- Subjects
Quantum Physics ,Physics - Optics - Abstract
Fluorescence lifetime experiments are a standard approach for measuring excited state dynamics and local environment effects. Here, we show that entangled photon pairs produced from a continuous-wave (CW) laser diode can replicate pulsed laser experiments without phase modulation. As a proof of principle, picosecond fluorescence lifetimes of indocyanine green are measured in multiple environments. The use of entangled photons has three unique advantages. First, low power CW laser diodes and entangled photon source design lead to straightforward on-chip integration for a direct path to distributable fluorescence lifetime measurements. Second, the entangled pair wavelength is easily tuned by temperature or electric field, allowing a single source to cover octave bandwidths. Third, femtosecond temporal resolutions can be reached without requiring major advances in source technology or external phase modulation. Entangled photons could therefore provide increased accessibility to time-resolved fluorescence while also opening new scientific avenues in photosensitive and inherently quantum systems.
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- 2023
48. Correlated Terahertz phonon-ion interactions dominate ion conduction in solid electrolyte Li0.5La0.5TiO3
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Pham, Kim H., Gordiz, Kiarash, Michelsen, Jonathan M., Liu, Hanzhe, Vivona, Daniele, Shao-Horn, Yang, Henry, Asegun, See, Kimberly A., and Cushing, Scott K.
- Subjects
Condensed Matter - Materials Science ,Physics - Chemical Physics - Abstract
Ionic conduction in solids that exceeds 0.01 S/cm is predicted to involve collective phonon-ion interactions in the crystal lattice. Here, we use theory and experiment to measure the contribution of possible collective phonon-ion modes to Li+ migration in Li0.5La0.5TiO3. The ab initio calculations reveal that only a few phonon modes, mostly TiO6 rocking modes below 6 Terahertz, provide over 40% of the energy required for the Li+ hop in Li0.5La0.5TiO3. Laser-driving the TiO6 rocking modes decreases the measured impedance ten-fold compared to exciting acoustic and optical phonons at similar energy densities. The decreased impedance persists on thermalization timescales. These findings provide new insights on phonon-coupled ion migration mechanisms, material design rules, and the potential for metastable states for opto-ionic materials.
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- 2023
49. Using Electron Energy-Loss Spectroscopy to Measure Nanoscale Electronic and Vibrational Dynamics in a TEM
- Author
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Kim, Ye-Jin, Palmer, Levi D., Lee, Wonseok, Heller, Nicholas J., and Cushing, Scott K.
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Physics - Chemical Physics ,Condensed Matter - Mesoscale and Nanoscale Physics - Abstract
Electron energy-loss spectroscopy (EELS) can measure similar information to X-ray, UV-Vis, and IR spectroscopies but with atomic resolution and increased scattering cross sections. Recent advances in electron monochromators have expanded EELS capabilities from chemical identification to the realms of synchrotron-level core-loss measurements and to low-loss, 10-100 meV excitations such as phonons, excitons, and valence structure. EELS measurements are easily correlated with electron diffraction and atomic-scale real-space imaging in a transmission electron microscope (TEM) to provide detailed local pictures of quasiparticle and bonding states. This perspective provides an overview of existing high-resolution EELS (HR-EELS) capabilities while also motivating the powerful next step in the field - ultrafast EELS in a TEM. Ultrafast EELS aims to combine atomic level, element specific, and correlated temporal measurements to better understand spatially specific excited state phenomena. Ultrafast EELS measurements also add to the abilities of steady-state HR-EELS by being able to image the electromagnetic field and use electrons to excite photon-forbidden and momentum-specific transitions. We discuss the technical challenges ultrafast HR-EELS currently faces, as well as how integration with in situ and cryo measurements could expand the technique to new systems of interest, especially molecular and biological samples.
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- 2023
- Full Text
- View/download PDF
50. A comparative study of predicting high entropy alloy phase fractions with traditional machine learning and deep neural networks
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Shusen Liu, Brandon Bocklund, James Diffenderfer, Shreya Chaganti, Bhavya Kailkhura, Scott K. McCall, Brian Gallagher, Aurélien Perron, and Joseph T. McKeown
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Materials of engineering and construction. Mechanics of materials ,TA401-492 ,Computer software ,QA76.75-76.765 - Abstract
Abstract Predicting phase stability in high entropy alloys (HEAs), such as phase fractions as functions of composition and temperature, is essential for understanding alloy properties and screening desirable materials. Traditional methods like CALPHAD are computationally intensive for exploring high-dimensional compositional spaces. To address such a challenge, this study explored and compared the effectiveness of random forests (RF) and deep neural networks (DNN) for accelerating materials discovery by building surrogate models of phase stability prediction. For interpolation scenarios (testing on the same order of system as trained), RF models generally produce smaller errors than DNN models. However, for extrapolation scenarios (training on lower-order systems and testing on higher order systems), DNNs generalize more effectively than traditional ML models. DNN demonstrate the potential to predict topologically relevant phase composition when data were missing, making it a powerful predictive tool in materials discovery frameworks. The study uses a CALPHAD dataset of 480 million data points generated from a custom database, available for further model development and benchmarking. Experiments show that DNN models are data-efficient, achieving similar performance with a fraction of the dataset. This work highlights the potential of DNNs in materials discovery, providing a powerful tool for predicting phase stability in HEAs, particularly within the Cr-Hf-Mo-Nb-Ta-Ti-V-W-Zr composition space.
- Published
- 2024
- Full Text
- View/download PDF
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