FPGA-accelerated machine learning inference as a service for particle physics computing

New heterogeneous computing paradigms on dedicated hardware with increased parallelization, such as Field Programmable Gate Arrays (FPGAs), offer exciting solutions with large potential gains. The growing applications of machine learning algorithms in particle physics for simulation, reconstruction, and analysis are naturally deployed on such platforms. We demonstrate that the acceleration of machine learning inference as a web service represents a heterogeneous computing solution for particle physics experiments that potentially requires minimal modification to the current computing model. As examples, we retrain the ResNet-50 convolutional neural network to demonstrate state-of-the-art performance for top quark jet tagging at the LHC and apply a ResNet-50 model with transfer learning for neutrino event classification. Using Project Brainwave by Microsoft to accelerate the ResNet-50 image classification model, we achieve average inference times of 60 (10) milliseconds with our experimental physics software framework using Brainwave as a cloud (edge or on-premises) service, representing an improvement by a factor of approximately 30 (175) in model inference latency over traditional CPU inference in current experimental hardware. A single FPGA service accessed by many CPUs achieves a throughput of 600--700 inferences per second using an image batch of one, comparable to large batch-size GPU throughput and significantly better than small batch-size GPU throughput. Deployed as an edge or cloud service for the particle physics computing model, coprocessor accelerators can have a higher duty cycle and are potentially much more cost-effective.Comment: 16 pages, 14 figures, 2 table

MSL Entry, Descent and Landing Performance and Environments

A viewgraph presentation on the MARS Science Laboratory (MSL) Entry, Descent and Landing (EDL) performance and environments is shown. The topics include: 1) High Altitude and Precision Landing; 2) Guided, Lifting, Ballistic Trade; 3) Supersonic Chute Deploy Altitude; 4) Guided, Lifting, Ballistic Landing Footprint Video; 5) Transition Indicator at Peak Heating Point on Trajectory; 6) Aeroheating at Peak Heating Point on Trajectory Nominal, No Uncertainty Included; 7) Comparison to Previous Missions; 8) Pork Chop Plots - EDL Performance for Mission Design; 9) Max Heat Rate Est (CBE+Uncert) W/cm2; 10) Nominal Super Chute Deploy Alt Above MOLA (km); 11) Monte Carlo; 12) MSL Option M2 Entry, Descent and Landing; 13) Entry Performance; 14) Entry Aeroheating and Entry g's; 15) Terminal Descent; and 16) How An Ideal Chute Deployment Altitude Varies with Time of Year and Latitude (JSC Chart)

The Immune Epitope Database and Analysis Resource: From Vision to Blueprint

A planned repository of immune epitope data with associated analysis tools should be a boon to vaccine developmen

Capturing complexity: developing an integrated approach to analysing HRM in SMEs

This article presents a framework to evaluate HRM in small and medium-sized enterprises (SMEs), using an open systems theoretical perspective. In presenting an open systems perspective the objective is to overcome the limitations of existing theorising in HRM, in particular to facilitate a move away from the ‘small is beautiful’ versus ‘bleak house’ stereotypes evident in much of the literature concerned with HRM in SMEs. The evidence is drawn from six SMEs operating in the Republic of Ireland, using a case study method. The findings show that a complex interplay of external structural factors and internal dynamics shaped HRM in each of the companies. HRM was not the coherent set of practices typically identified in the literature but rather was often informal and emergent. It is argued that the open systems theoretical framework enables a move beyond mere recognition of the complexity and heterogeneity of HRM in SMEs, towards an understanding, accommodation and explanation of particularistic factors

Would a student midwife run postnatal clinic make a valuable addition to midwifery education in the UK? - A systematic review

Background – There is growing evidence in the UK that some National Health Service improvements, particularly in the postnatal period, are having an impact on the quality and variety of student midwives’ clinical experiences, making it challenging for them to meet the standards set by the regulatory body for midwives and receive a licence to practice. A possible solution to this may be the introduction of a Student Midwife integrated Learning Environment (SMiLE) focusing upon the delivery of postnatal care (PN) through a student run clinic Objective - To identify the current state of knowledge, regarding the educational outcomes of students who engage with student run clinics (SRC) and the satisfaction of patients who attend them Search strategy - BNI, CINAHL, EMBASE, MEDLINE were searched for articles published until April 2014. Selection criteria - Studies nationally and internationally, that were carried out on healthcare students running their own clinics. Outcome measures were the evaluation of educational outcomes of students and client satisfaction were included Data collection and analysis - Data were extracted, analysed and synthesised to produce a summary of knowledge, regarding the effectiveness of SRC’s Main results - 6 studies were selected for this review Authors conclusions – The findings that SRC can offer advantages in improving educational outcomes of students and provide an effective service to clients is encouraging. However, given the limited number of high-quality studies included in this review, further research is required to investigate the effectiveness of SR

Revisiting the 'Missing Middle' in English Sub-National Governance

In the light of the new Coalition Government’s proposed ‘rescaling’ of sub-national governance away from the regional level, it is an opportune time to re-consider the strength and weaknesses of the city or sub-regional approach to economic development and to search, once more, for the ‘missing middle’ in English Governance. In this context, the article initially assesses the case for city or sub regions as tiers of economic governance, before examining the lessons to be learnt from the experiences of the existing city regions in the North East of England. It argues that while contemporary plans to develop Local Enterprise Partnerships (LEPs) can be usefully considered within the context of the emerging city regional developments under the previous Labour Governments, a number of important challenges remain, particularly in relation to ensuring accountable structures of governance, a range of appropriate functions, adequate funding, and comprehensive coverage across a variety of sub-regional contexts. While the proposals of the new Government create the necessary ‘space’ to develop sub-regional bodies and offer genuine opportunities for both city and county LEPs, the scale of the sub-regional challenge should not be underestimated, particularly given the context of economic recession and major reductions in the public sector

Best Practices in Collaborative Research with Northern Communities: A Synopsis from Early Career Researchers

Combining scientific and traditional knowledge is crucial to understand environmental systems across circum-Arctic regions, where climate change is most striking. However, building collaborative partnerships between visiting scientists and local, indigenous traditional knowledge holders in Northern communities presents challenges. The workshop “Community-based Research: Do`s and Don`ts of Arctic Research” was organized as an IASC cross-cutting initiative at ICOP2016 in Potsdam, Germany, to facilitate dialogue between Early Career Researchers (ECRs) and Northern residents. This workshop resulted in a diverse list of considerations and sustainable practices to improve traditional and scientific knowledge exchange, and collaborative Northern research. An extensive list of positive (Do`s) and few negative recommendations (Don`ts) was generated together with ECRs and Arctic representatives. Many good ideas on research design, active communication and community involvement developed from fruitful discussions. This study provides an example of bottom-up strategy development in order to enhance knowledge transfer between scientists and northern indigenous communities

Exoplanet Diversity in the Era of Space-based Direct Imaging Missions

This whitepaper discusses the diversity of exoplanets that could be detected by future observations, so that comparative exoplanetology can be performed in the upcoming era of large space-based flagship missions. The primary focus will be on characterizing Earth-like worlds around Sun-like stars. However, we will also be able to characterize companion planets in the system simultaneously. This will not only provide a contextual picture with regards to our Solar system, but also presents a unique opportunity to observe size dependent planetary atmospheres at different orbital distances. We propose a preliminary scheme based on chemical behavior of gases and condensates in a planet's atmosphere that classifies them with respect to planetary radius and incident stellar flux.Comment: A white paper submitted to the National Academy of Sciences Exoplanet Science Strateg

Punk is just a state of mind: Exploring what punk means to older punk women

What does punk mean to older punk women? And how are such understandings interwoven with experiences of ageing and gender? The complexity in defining punk has been noted and it has been suggested that this complexity in part results from punk’s dislike of being labelled/categorised. Drawing upon interviews with 22 self-identifying older punk women, this article considers how they conceived punk as ‘a state of mind’, exploring the four shared punk values seen to comprise this: DIY, subversion, political consciousness and community. An unpacking of these values in terms of what they might ‘look like’ and how they are put into action by the women highlights the considerable roles ageing and gender play