1,901 research outputs found

    Detailed analysis of data from heat pumps installed via the Renewable Heat Premium Payment Scheme

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    The RHPP policy provided subsidies for private householders, Registered social landlords and communities to install renewable heat measures in residential properties. Eligible measures included air and ground-source heat pumps, biomass boilers and solar thermal. Around 18,000 heat pumps were installed via this scheme. DECC funded a detailed monitoring campaign, which covered 700 heat pumps (around 4% of the total). The aim of this monitoring campaign was to assess the efficiencies of the heat pumps and to estimate the carbon and bill savings and amount of renewable heat generated. Data was collected from 31/10/2013 to 31/03/2015. This report represents the analysis of this data and represents the most complete and reliable data in-situ residential heat pump performance in the UK to date

    Spectral estimation for spatial point patterns

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    This article determines how to implement spatial spectral analysis of point processes (in two dimensions or more), by establishing the moments of raw spectral summaries of point processes. We establish the first moments of raw direct spectral estimates such as the discrete Fourier transform of a point pattern. These have a number of surprising features that departs from the properties of raw spectral estimates of random fields and time series. As for random fields, the special case of isotropic processes warrants special attention, which we discuss. For time series and random fields white noise plays a special role, mirrored by the Poisson processes in the case of the point process. For random fields bilinear estimators are prevalent in spectral analysis. We discuss how to smooth any bilinear spectral estimator for a point process. We also determine how to taper this bilinear spectral estimator, how to calculate the periodogram, sample the wavenumbers and discuss the correlation of the periodogram. In parts this corresponds to recommending suitable separable as well as isotropic tapers in d dimensions. This, in aggregation, establishes the foundations for spectral analysis of point processes.Comment: 29 pages + 23 pages of supplements, 6 figure

    Strategies for measurement of atmospheric column means of carbon dioxide from aircraft using discrete sampling

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    [1] Automated flask sampling aboard small charter aircraft has been proposed as a low-cost, reliable method to greatly increase the density of measurements of CO2 mixing ratios in continental regions in order to provide data for assessment of global and regional CO2 budgets. We use data from the CO2 Budget and Rectification-Airborne 2000 campaign over North America to study the feasibility of using discrete ( flask) sampling to determine column mean CO2 in the lowest 4 km of the atmosphere. To simulate flask sampling, data were selected from profiles of CO2 measured continuously with an onboard ( in situ) analyzer. We find that midday column means can be determined without bias relative to true column means measured by the in situ analyzer to within 0.15 and better than 0.10 ppm by using 10 and 20 instantaneously collected flask samples, respectively. More precise results can be obtained by using a flask sampling strategy that linearly integrates over portions of the air column. Using less than 8 - 10 flasks can lead to significant sampling bias for some common profile shapes. Sampling prior to the breakup of the nocturnal stable layer will generally lead to large sampling bias because of the inability of aircraft to probe large CO2 gradients that often exist very close to the ground at night and during the early morning

    Known and unknown unknowns: uncertainty estimation in satellite remote sensing

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    The Escherichia coli MarA protein regulates the ycgZ-ymgABC operon to inhibit biofilm formation

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    The Escherichia coli marRAB operon is a paradigm for chromosomally encoded antibiotic resistance. The operon exerts its effect via an encoded transcription factor called MarA that modulates efflux pump and porin expression. In this work, we show that MarA is also a regulator of biofilm formation. Control is mediated by binding of MarA to the intergenic region upstream of the ycgZ-ymgABC operon. The operon, known to influence the formation of curli fibres and colanic acid, is usually expressed during periods of starvation. Hence, the ycgZ-ymgABC promoter is recognised by σ38 (RpoS)-associated RNA polymerase (RNAP). Surprisingly, MarA does not influence σ38 -dependent transcription. Instead, MarA drives transcription by the housekeeping σ70 -associated RNAP. The effects of MarA on ycgZ-ymgABC expression are coupled with biofilm formation by the rcsCDB phosphorelay system, with YcgZ, YmgA and YmgB forming a complex that directly interacts with the histidine kinase domain of RcsC
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