17 research outputs found

    Learning Two-input Linear and Nonlinear Analog Functions with a Simple Chemical System

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    The current biochemical information processing systems behave in a predetermined manner because all features are defined during the design phase. To make such unconventional computing systems reusable and programmable for biomedical applications, adaptation, learning, and self-modification baaed on external stimuli would be highly desirable. However, so far, it haa been too challenging to implement these in real or simulated chemistries. In this paper we extend the chemical perceptron, a model previously proposed by the authors, to function as an analog instead of a binary system. The new analog asymmetric signal perceptron learns through feedback and supports MichaelisMenten kinetics. The results show that our perceptron is able to learn linear and nonlinear (quadratic) functions of two inputs. To the best of our knowledge, it is the first simulated chemical system capable of doing so. The small number of species and reactions allows for a mapping to an actual wet implementation using DNA-strand displacement or deoxyribozymes. Our results are an important step toward actual biochemical systems that can learn and adapt

    Crystallize it before it diffuses Thin film growth of the phosphorus rich semiconductor CuP2

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    Numerous phosphorus rich metal phosphides containing both P amp; 8722;P bonds and metal amp; 8722;P bonds are known from the solid state chemistry literature. A method to grow these materials in thin film form would be desirable, as thin films are required in many applications and they are an ideal platform for high throughput studies. In addition, the high density and smooth surfaces achievable in thin films are a significant advantage for characterization of transport and optical properties. Despite these benefits, there is hardly any published work on even the simplest binary phosphorus rich phosphide films. Here, we demonstrate growth of single phase CuP2 films by a two step process involving reactive sputtering of amorphous CuP2 x and rapid annealing in an inert atmosphere. At the crystallization temperature, CuP2 is thermodynamically unstable with respect to Cu3P and P4. However, CuP2 can be stabilized if the amorphous precursors are mixed on the atomic scale and are sufficiently close to the desired composition neither too P poor nor too P rich . Fast formation of polycrystalline CuP2, combined with a short annealing time, makes it possible to bypass the diffusion processes responsible for decomposition. We find that thin film CuP2 is a 1.5 eV band gap semiconductor with interesting properties, such as a high optical absorption coefficient above 105 cm amp; 8722;1 , low thermal conductivity 1.1 W K m , and composition insensitive electrical conductivity around 1 S cm . We anticipate that our processing route can be extended to other phosphorus rich phosphides that are still awaiting thin film synthesis and will lead to a more complete understanding of these materials and of their potential application

    On the Rapid Assessment of Mechanical Behavior of a Prototype Nickel-Based Superalloy using Small-Scale Testing

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    An electro-thermal mechanical testing (ETMT) system is used to assess the mechanical behavior of a prototype single-crystal superalloy suitable for industrial gas turbine applications. Miniaturized testpieces of a few mm 2 cross section are used, allowing relatively small volumes to be tested. Novel methods involving temperature ramping and stress relaxation are employed, with the quantitative data measured and then compared to conventional methods. Advantages and limitations of the ETMT system are identified; particularly for the rapid assessment of prototype alloys prior to scale-up to pilot-scale quantities, it is concluded that some significant benefits emerge
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