Abstract: Examples of techniques for threat detection in an industrial process system are described herein. An aspect includes determining a plurality of subsystems of an industrial process system. Another aspect includes, for each of the plurality of subsystems, constructing and training a respective deep autoencoder (DAE) model of the subsystem based on data corresponding to the industrial process system. Another aspect includes monitoring the industrial process system using the plurality of DAE models corresponding to the plurality of subsystems. Another aspect includes, based on the plurality of DAE models, determining a cyberattack in a subsystem of the plurality of subsystems.

Abstract: A sampling device comprises a handle and a collector. The collector is connected to the handle. The collector has a capillary function and is able to automatically suction a liquid reagent or sample. The sampling device is able to suction a required amount of the reagent or sample quickly, conveniently and quantitatively. The sampling device can be product conveniently, and may achieve micro-quantitative sampling. The reagent is stored in the collector of the sampling device in the form of a dry powder, which may achieve the individual packaging of the detection reagent.

Abstract: The present invention discloses a LED light bulb, comprising: a LED printed circuit board, a sealed body and a base. The sealed body made of two thermoplastic parts form vapor transport channel inside the body that extends between two heat transfer locations spaced apart on an exterior surface of the body, a wick or a plurality of grooves in the vapor transport channel wall that extends between the two heat transfer locations, and a working fluid that partially fills the vapor transport channel. In a method of making this LED light bulb, the two thermoplastic parts are desirably formed together as a seamless monolithic structure, the LED printed circuit board is bent, mounted and fixed on the sealed body. With the apparatus and manufacturing method introduced by present invention, the LED light bulb would be ease for manufacturing, heat dissipation effective and cost effective. The sealed body transfers heat as a conventional heat pipe.

Abstract: Methods for detecting cancer as well as methods of diagnosis of cancer by detecting proteins secreted into biological fluids are disclosed The invention was first applied to detecting proteins secreted into serum and urine However, it is understood that the methods have broader application to developing tools and systems for detecting proteins secreted into other biological fluids such as, but not limited to, saliva, spinal fluid, seminal fluid, vaginal fluid, and ocular fluid Reliable detection of proteins secreted into biological fluids provided by embodiments of the methods will enable more timely and accurate detection and diagnosis of cancer.

Abstract: The present invention is directed to methods and systems for predicting protein secretion into bodily fluids. In an embodiment, a method uses a feature set comprising secretory properties of collected proteins to train a classifier, based on the feature set, to recognize protein features corresponding to proteins that are likely to be secreted into a biological fluid. Another method determines, using a trained classifier and identified features of a received protein sequence, the probability of the protein sequence being secreted into a biological fluid. In an embodiment, a system predicts the secretion of proteins into a biological fluid. The system comprises components configured to construct a protein feature set comprising properties of collected proteins, train a classifier to predict features of a protein that is likely to be secreted into the biological fluid, receive a protein sequence, and identify the received protein sequence as a secretory protein.