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The LCLS data systems must acquire all relevant shot-by-shot data at the 120 Hz repetition rate of the LCLS light source, provide user-friendly display and analysis of critical real-time information, write multiple GB/s to storage, and provide analysis software for the timely processing of this large and complex dataset.
However, their role in rapid information processing, for example, as required for timely processing of salient stimuli, is not well understood.
This is of critical importance for latency-sensitive business and scientific applications that can include live business intelligence and sensor-based applications which rely on a timely processing of the collected data.
Since the LCLS facility started operating in 2009, it has accumulated many petabytes of complex data for analysis, and the timely processing of this data has proven to be a challenge for the community.
Intensive care platforms require timely processing of data retrievals to guarantee the continuous display of recent patient data, and automatic control loops are beneficial for optimizing data processing in the ICU [30].
Aligned with the aforementioned requirements, applications in the field of data stream processing require continuous and timely processing of high-volume of data, originated from a myriad of distributed (and possibly mobile) sources, to obtain online notifications from complex queries over the steady flow of data items [18 20].
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In addition, most forms of moral hazard problems can be eliminated, monitoring costs are reduced, and because the payout is made in reference to the exogenously constructed index, often losses at the farm level do not have to be observed or verified, leading to more efficient and timely processing and payment of claims.
The timely processing and disbursement of vouchers and incentive payments is likely to increase private sector participation and improve population-level access to maternal services.
Signing is voluntary, but failing to do so could prevent timely processing and result in denied or lost benefits.
Blockchain projects have the potential to reduce, and possibly eliminate, settlement times due to their digital nature, ensuring the timely and secure processing of these operations.
Research assistants were available 24-h on-call for timely collection and processing of cord blood specimens.
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