Financial Management Early-Warning Mechanism Construction and Decision Analysis Research Based on Wireless Sensor Network and Data Mining

With the gradual and complete establishment of the current socialist legal market economy management system with Chinese characteristics and the continuous investment in deepening system reform and continuous improvement in the later period, the social financial industry and corporate financial management have gradually increased their risk awareness of corporate financial management. This paper deeply analyzes and studies the statistical methods of financial data-related legal rule interactive mining and proposes a new improved statistical algorithm of financial-related legal rules, which greatly improves the work efficiency of financial data interactive mining. At the same time, a multilevel analysis model based on the concept of corporate financial crisis risk assessment and a corporate financial crisis risk early-warning analysis model for decision-making risk evaluation are proposed. Finally, it can be determined how to choose more internationally representative corporate financial management risk analysis indicators, which have more objectivity and practical application significance than traditional analysis methods. Finally, it is concluded that the accuracy of this model is better than that of other models. The accuracy rate of financial crisis prediction reached 62.35%.

RNA-Ribo Explorer: interactive mining and visualisation of Ribosome profiling data

RNA translation has long been thought as a stable and uniform process by which a ribosome produces a protein encoded by the main Open Reading Frame (ORF) of an mRNA. Recently, growing evidence support incomplete correlation between RNA and protein abundance levels, the existence of alternative ORFs in numerous mammalian RNAs, and the involvement of ribosomes in gene expression regulation, thereby challenging previous views of translation. Ribosome profiling (aka Ribo-seq) has renewed the study of translation by enabling the mapping of translating ribosomes on the whole transcriptome using deep sequencing. Despite increasing use of Ribo-seq, recent review articles conclude that flexible, interactive tools for mining such data are missing. As Ribo-seq protocols still evolve, flexibility is highly desirable for the end-user. Here we describe RNA-Ribo-Explorer (RRE) a stand-alone tool that fills this gap. With RRE, one can explore read-count profiles of RNAs obtained after mapping, compare them between conditions, and visualize the profiles of individual RNAs. Importantly, the user can mine the data by defining queries that combine several criteria to detect interesting subsets of RNAs. For instance, one can ask RRE to find all RNAs whose translation of UTR region compared to that of the main ORF has changed between two conditions. This feature seems useful for finding candidate RNAs whose translation status or processing has changed across conditions. RRE is a platform independent software and is freely available at https://gite.lirmm.fr/rivals/RRE/-/releases.

Energy-Efficient Mining on a Quantum-Enabled Blockchain Using Light

We outline a quantum-enabled blockchain architecture based on a consortium of quantum servers. The network is hybridised, utilising digital systems for sharing and processing classical information combined with a fibre-optic infrastructure and quantum devices for transmitting and processing quantum information. We deliver an energy efficient interactive mining protocol enacted between clients and servers which uses quantum information encoded in light and removes the need for trust in network infrastructure. Instead, clients on the network need only trust the transparent network code, and that their devices adhere to the rules of quantum physics. To demonstrate the energy efficiency of the mining protocol, we elaborate upon the results of two previous experiments (one performed over 1km of optical fibre) as applied to this work. Finally, we address some key vulnerabilities, explore open questions, and observe forward-compatibility with the quantum internet and quantum computing technologies.

CALCULATION OF INTERACTIVE MINING HOLES WITH THE PURPOSE OF OPTIMIZATION OF CAPITAL AND OPERATING COSTS AT BUILDING OF WATER INTAKES

Water intake facilities are an integral part of the construction industry. The choice of the water intake scheme, its operational characteristics, depend on the capital costs for the construction of the water intake, as well as the creation of better conditions for the operation of equipment and networks. The cost of these facilities is very high. Therefore, when designing them, it is necessary to choose the optimal design scheme and operating modes during the design life. Operational experience has shown that in order to ensure the most optimal conditions of water intake from an underground source, it is desirable to have a well in one line. In the calculations, the influence of wells on each other is taken into account as in group work, if the distance between them is less than two influence radii. This arrangement of wells allows to reduce the area and capital costs for the construction of water intake, as well as to create the best conditions for the operation of equipment and networks. The calculation of the group of interacting wells is to find the number of tubular wells, the distance between them, flow and levels (static and dynamic). When determining the operation modes of the combined water conduit, it is necessary to take into account the joint operation of clean water tanks and tubular wells. The diameter of the collecting water pipe must be increased, with an increase in the number of wells to be connected, and therefore an increase in the flow rate. The linear scheme of connection of wells on water intake from an underground source of water supply is the most common in the practice of construction and operation of groundwater water intakes, when wells are used as water intake devices and it is necessary to improve the quality of the water extracted from the aquifer before supplying it to the consumer. On water intakes containing a large number of wells located along the river at a certain distance from it, the calculations use a formula that allows the replacement of a real number of wells by a gallery at a rate of 1 m in length.