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Bing Dai

Publications and source records attributed to Bing Dai.

3 recordsLinked to original sources

k-uniform l-Eulerian hypergraphs

We consider $l$-Euler trails and $l$-Euler circuits in finite $k$-uniform directed multihypergraphs, where $k\geq 2$ and $1\leq l<k$. Let $D$ be such a directed multihypergraph. The notions of $l$-connectivity and $l$-balance are defined in terms of the $l$-tails and $l$-heads of its hyperarcs. It is shown that $D$ is $l$-Eulerian if and only if $D$ is $l$-connected and $l$-balanced. Moreover, $D$ is $l$-semi-Eulerian if and only if $D$ is $l$-connected and has exactly two states with unequal $l$-indegrees and $l$-outdegrees, one with $l$-outdegree one greater than its $l$-indegree and the other with $l$-indegree one greater than its $l$-outdegree. The proofs are based on an $l$-transition digraph and the classical Euler theorem for directed multigraphs. The corresponding conditions for $k$-uniform multihypergraphs are also obtained in terms of their orientations. For a given orientation, an expected linear-time algorithm is provided to determine whether an $l$-Euler trail or an $l$-Euler circuit exists and to construct one when it does.

math.CO↗

High Thermal Conductivity of Back-End-of-Line Compatible Diamond Films

Back-end-of-line (BEOL) thermal management requires electrically insulating heat-spreading dielectric that can be integrated within thermal budgets below 400 C. Here, we report polycrystalline diamond films grown directly on Si at a substrate temperature below 400C. Two films with average thickness of 760 and 1000 nm were characterized by Raman spectroscopy, scanning electron microscopy (SEM), and time-domain thermoreflectance (TDTR). Raman spectra show a sharp diamond peak with minor signatures of non-diamond carbon, while SEM reveals lateral growth and large grain size. Temperature dependent TDTR measurements were performed from room temperature to 100C. Sensitivity analysis indicates that the sensitivity of cross-plane thermal conductivity is comparative to the in-plane thermal conductivity. Accordingly, the films were analyzed using an isotropic thermal model by considering the nearly-isotropic grain structure, yielding room temperature effective thermal conductivity of 73 and 86 W m-1 K-1, respectively. These values are about two orders of magnitude higher than those of conventional dielectric materials and demonstrate the potential of diamond films grown at low temperatures as dielectric heat-spreading layers.

cond-mat.mtrl-sci↗

Semi-Supervised Recognition under a Noisy and Fine-grained Dataset

Simi-Supervised Recognition Challenge-FGVC7 is a challenging fine-grained recognition competition. One of the difficulties of this competition is how to use unlabeled data. We adopted pseudo-tag data mining to increase the amount of training data. The other one is how to identify similar birds with a very small difference, especially those have a relatively tiny main-body in examples. We combined generic image recognition and fine-grained image recognition method to solve the problem. All generic image recognition models were training using PaddleClas . Using the combination of two different ways of deep recognition models, we finally won the third place in the competition.

cs.CV↗