Models of artificial intelligence (AI) that have billions of parameters can achieve high accuracy across a range of tasks, but they exacerbate the poor energy efficiency of conventional general-purpose processors, such as graphics processing units or central processing units. Analog in-memory computing (analog-AI) can provide better energy efficiency by performing matrix-vector multiplications in parallel on 'memory tiles'. However, analog-AI has yet to demonstrate software-equivalent (SW) accuracy on models that require many such tiles and efficient communication of neural-network activations between the tiles.
View Article and Find Full Text PDFNanoscale resistive memory devices are being explored for neuromorphic and in-memory computing. However, non-ideal device characteristics of read noise and resistance drift pose significant challenges to the achievable computational precision. Here, it is shown that there is an additional non-ideality that can impact computational precision, namely the bias-polarity-dependent current flow.
View Article and Find Full Text PDFThe aim of this study was to perform a comprehensive hygienic assessment of environmental conditions in the port cities of the Sakhalin region to identify priority risk factors affecting on population health and management decisions for the optimization of living conditions. As a result of the assessment of risk and damages for public health from the effects of air pollution on the dose-response, effects were found to excess of impact on the target organs by 10 times. The main ecotoxicant was determined to be manganese oxide, which is associated with a priority manganese content in soil samples ofport cities.
View Article and Find Full Text PDFIntroduction: Platelets play an important role in inflammation. Mean platelet volume (MPV) may be a useful parameter for inflammatory conditions, in differentiating between non-specific abdominal pain (NSAP) and conditions requiring surgery, or early diagnosis of abdominal pain as a serious problem for emergency services.
Aim: To investigate the role of MPV on NSAP admittance to the emergency department.
This study was carried out to evaluate the dietary threonine requirement by measuring the plasma free threonine and ammonia concentrations in rainbow trout, Oncorhynchus mykiss after dorsal aorta cannulation. A total of 70 fish (average initial weight 506±8.2 g) were randomly distributed into each of the 14 net cages (5 fish/cage).
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