6,114 research outputs found

    DNA Steganalysis Using Deep Recurrent Neural Networks

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    Recent advances in next-generation sequencing technologies have facilitated the use of deoxyribonucleic acid (DNA) as a novel covert channels in steganography. There are various methods that exist in other domains to detect hidden messages in conventional covert channels. However, they have not been applied to DNA steganography. The current most common detection approaches, namely frequency analysis-based methods, often overlook important signals when directly applied to DNA steganography because those methods depend on the distribution of the number of sequence characters. To address this limitation, we propose a general sequence learning-based DNA steganalysis framework. The proposed approach learns the intrinsic distribution of coding and non-coding sequences and detects hidden messages by exploiting distribution variations after hiding these messages. Using deep recurrent neural networks (RNNs), our framework identifies the distribution variations by using the classification score to predict whether a sequence is to be a coding or non-coding sequence. We compare our proposed method to various existing methods and biological sequence analysis methods implemented on top of our framework. According to our experimental results, our approach delivers a robust detection performance compared to other tools

    Synthesis of Two- and Three-Dimensional Carbon-Based Materials and Their Applications

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    Department of Energy EngineeringDue to abundant carbon reserves (15th most element in the earth???s crust) and light weight advantage, carbon based materials have been studied to replace rare and expansive inorganic materials in energy materials. Since the discovery of graphene, two dimensional structure, in 2004, two dimensional carbon materials have attracted the attention of researchers from around the globe. Keeping in view the importance of carbon materials, we first produced edge-selective functionalized graphene (EFG) for the production of large-area uniform graphene film for transparent and flexible electrode and transistor by top-down method from graphite to graphene. The resultant graphene films show ambipolar transport properties with sheet resistances of 0.52-3.11 k??/sq at 63-90% optical transmittance. EFG allows solution processing methods for the scalable production of electrically conductive, optically transparent, and mechanically robust flexible graphene films for use in practice. Secondary, we designed and synthesized two dimensional benzimidazole based network polymer for counter electrode in dye-sensitized solar cell (DSSC) to replace platinum. We confirm the effect of thermal annealing and additives of iron from T-HPBI for electrocatalytic activity from the symmetrical dummy cell with two identical electrodes. Furthermore, we also designed and synthesized three-dimensional polymer through solid-state reaction without catalyst at low-temperature for solid sorbent for CO2 capture. The reaction is triggered by metastable crystal lattice energy below its crystal melting temperature. The driving force for the reaction is systematically studied with single-crystal X-ray diffraction and differential scanning calorimetry.ope

    Denitrification and Oxygen Consumption in Sediments of Two South Texas Estuaries

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    Spatial and temporal variations in rates of denitrification and oxygen consumption were measured in sediments of the Nueces and Guadalupe Estuaries in southern Texas, USA. Denitrification rates varied from 4.0 to 71.1 µmol N2 m-2 h-1 in the Nueces Estuary and from 4.6 to 34.7 µmol N2 m-2 h-1 in the Guadalupe Estuary. Denitrification accounted for 29 to 80% of total benthic N flux in the study areas. Oxygen consumption rates ranged from 176 to 818 µmol O2 m-2 h-1 in Nueces Estuary and from 208 to 550 µmol O2 m-2 h-1 in Guadalupe Estuary. In both estuaries denitrification and oxygen consumption rates were generally higher in the upper estuaries where the porosity and organic matter contents of sediments were typically highest. Among 3 measurements in different seasons, the lowest denitrification and oxygen consumption rates were usually observed during winter. Chemical oxygen consumption, as measured using formalin-killed controls, was about 50 % of the total oxygen consumption. A considerable portion (ca 50 %,) of biological oxygen consumption was attributed to nitrification in sediments. We estimated that carbon mineralization by denitrifiers was as much as 40 to 179% of that by aerobic heterotrophs. In the Guadalupe Estuary, denitrification removed about 38 % of the measured inputs of organic and inorganic nitrogen. In the Nueces Estuary, the amount of nitrogen removed by denitrification was ca 2 times greater than the measured nitrogen inputs from the Nueces River and precipitation, suggesting that unmeasured anthropogenic inputs along the perimeter of the estuary were very important for maintaining nitrogen balance

    Empty Squares in Arbitrary Orientation Among Points

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    This paper studies empty squares in arbitrary orientation among a set PP of nn points in the plane. We prove that the number of empty squares with four contact pairs is between Ω(n)\Omega(n) and O(n2)O(n^2), and that these bounds are tight, provided PP is in a certain general position. A contact pair of a square is a pair of a point pPp\in P and a side \ell of the square with pp\in \ell. The upper bound O(n2)O(n^2) also applies to the number of empty squares with four contact points, while we construct a point set among which there is no square of four contact points. These combinatorial results are based on new observations on the LL_\infty Voronoi diagram with the axes rotated and its close connection to empty squares in arbitrary orientation. We then present an algorithm that maintains a combinatorial structure of the LL_\infty Voronoi diagram of PP, while the axes of the plane continuously rotates by 9090 degrees, and simultaneously reports all empty squares with four contact pairs among PP in an output-sensitive way within O(slogn)O(s\log n) time and O(n)O(n) space, where ss denotes the number of reported squares. Several new algorithmic results are also obtained: a largest empty square among PP and a square annulus of minimum width or minimum area that encloses PP over all orientations can be computed in worst-case O(n2logn)O(n^2 \log n) time.Comment: 39 pages, 11 figure
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