Abstract: Various embodiments relate to a method for producing a plurality of weights for a neural network, wherein the neural network includes a plurality of layers, including: receiving a definition of the neural network including the number of layers and the size of the layers; and training the neural network using a training data set including: segmenting N weights of the plurality of weights into I weight sub-vectors {right arrow over (w)}(i) of dimension K=N/I; applying constraints that force sub-vectors {right arrow over (w)}(i) to concentrate near a (K?1)-dimensional single-valued hypersurface surrounding the origin; and quantizing sub-vectors {right arrow over (w)}(i) to a set of discrete K-dimensional quantization vectors {right arrow over (q)}(i) distributed in a regular pattern near the hypersurface, wherein each sub-vector {right arrow over (w)}(i) is mapped to its nearest quantization vector {right arrow over (q)}(i).

Abstract: A scalable neural network accelerator may include a first circuit for selecting a sub array of an array of registers, wherein the sub array comprises LH rows of registers and LW columns of registers, and wherein LH and RH are integers. The accelerator may also include a register for storing a value that determines LH. In addition, the accelerator may include a first load circuit for loading data received from the memory bus into registers of the sub array.

Abstract: Embodiments are provided for a packaged semiconductor device including: a semiconductor die having an active side and an opposite back side, the semiconductor die including a magnetoresistive random access memory (MRAM) cell array formed within an MRAM area on the active side of the semiconductor die; and a top cover including a soft-magnetic material positioned on the back side of the semiconductor die, wherein the top cover includes a recess formed in a first major surface of the top cover, the first major surface faces the back side of the semiconductor die, and the recess is positioned over the MRAM cell array.

Abstract: Embodiments are provided for a packaged semiconductor device including: a semiconductor die having an active side and an opposite back side, the semiconductor die including a magnetoresistive random access memory (MRAM) cell array formed within an MRAM area on the active side of the semiconductor die; and a top cover including a soft- magnetic material positioned on the back side of the semiconductor die, wherein the top cover includes a recess formed in a first major surface of the top cover, the first major surface faces the back side of the semiconductor die, and the recess is positioned over the MRAM cell array.

Abstract: In an embodiment, a method for analyzing signals from a pixelated capacitive sensor is disclosed. The method involves classifying capacitance signals from sensor cells of a pixelated capacitive sensor into at least one class based on capacitance values for sensor cells indicated by corresponding capacitance signals and assigning an attribute to sensor cells based on the classification of the corresponding capacitance signals.

Abstract: A capacitive environmental sensor and a method for determining the presence of a target substance (e.g. water) using differential capacitive measurements. The sensor includes a semiconductor substrate having a surface. The sensor also includes a plurality of sensor electrodes located on the surface. The electrodes are laterally separated on the surface by intervening spaces. The sensor further includes a sensor layer covering the electrodes. The sensor layer has a permittivity that is sensitive to the presence of the target substance. The surface of the substrate, in a space separating at least one pair of electrodes, includes a recess. The surface of the substrate, in a space separating at least one pair of electrodes, does not include a recess. The sensor may be provided in a Radio Frequency Identification (RFID) tag. The sensor may be provided in a smart building.

Abstract: Embodiments of devices and method for detecting semiconductor substrate thickness are disclosed. In an embodiment, an IC device includes a semiconductor substrate, a charge emitter embedded in the semiconductor substrate and configured to produce an electrical charge in the semiconductor substrate and a charge sensor embedded in the semiconductor substrate and configured to generate a response signal in response to the electrical charge produced in the semiconductor substrate. The magnitude of the response signal depends on the thickness of the semiconductor substrate.

Abstract: In an embodiment, a method for analyzing signals from a pixelated capacitive sensor is disclosed. The method involves classifying capacitance signals from sensor cells of a pixelated capacitive sensor into at least one class based on capacitance values for sensor cells indicated by corresponding capacitance signals and assigning an attribute to sensor cells based on the classification of the corresponding capacitance signals.

Abstract: Embodiments of devices and method for detecting semiconductor substrate thickness are disclosed. In an embodiment, an IC device includes a semiconductor substrate, a charge emitter embedded in the semiconductor substrate and configured to produce an electrical charge in the semiconductor substrate and a charge sensor embedded in the semiconductor substrate and configured to generate a response signal in response to the electrical charge produced in the semiconductor substrate. The magnitude of the response signal depends on the thickness of the semiconductor substrate.

Abstract: A lateral test flow arrangement for a test molecule is disclosed, comprising: a test strip for transporting an analyte away from a sampling region and towards an absorbing region, the test strip having therein and remote from the sampling region, a test region for functionalization with a molecule which binds to the test molecule or to a conjugate of the test molecule; a sensing test capacitor having electrodes extending across the test strip at least partially aligned with the test region and being physically isolated therefrom; a reference test capacitor having electrodes extending across the test strip and being physically isolated therefrom; and an electronic circuit configured to measure a time-dependant capacitance difference between the sensing test capacitor and the reference test capacitor. A method for carrying out that lateral flow tests is also disclosed, as are test systems and in particular pregnancy test systems.

Abstract: A capacitive environmental sensor and a method for determining the presence of a target substance (e.g. water) using differential capacitive measurements. The sensor includes a semiconductor substrate having a surface. The sensor also includes a plurality of sensor electrodes located on the surface. The electrodes are laterally separated on the surface by intervening spaces. The sensor further includes a sensor layer covering the electrodes. The sensor layer has a permittivity that is sensitive to the presence of the target substance. The surface of the substrate, in a space separating at least one pair of electrodes, includes a recess. The surface of the substrate, in a space separating at least one pair of electrodes, does not include a recess. The sensor may be provided in a Radio Frequency Identification (RFID) tag. The sensor may be provided in a smart building.

Abstract: A sensor device has an arrangement of plural sensors for sensing an analyte which is in at least one of liquid phase or a suspension or a gel. Each sensor includes a nano-electrode and is configured to sense the presence of a particle localized to or bound to the nano-electrode. The sensor is configured to discriminate in real-time the binding of particles to respective nano-electrodes.

Abstract: “Click-assembly” methods of assembling a sensor for sensing biologically-active molecules by measuring impedance changes, are disclosed, comprising supporting a bio-sensor on a carrier, the bio-sensor comprising an electronic component having at least one micro-electrode and at least one electrical contact, functionalizing the bio-sensor by physically or chemically coupling a bio-receptor molecule to each of the at least one micro-electrode, and subsequently assembling the bio-sensor with a micro-fluidic unit by means of a clamp which clamps the bio-sensor with the micro-fluidic unit, such that in use a fluid introduced into the micro-fluidic unit is able to contact the bio-receptor and is isolated from the electrical contact. The clamp may be a spring, and the method may avoid a requirement for sealing by chemical or thermal means and thereby avoid damaging the bio-receptor. Sensors which can be assembled according to such methods are also disclosed.

Abstract: A method of manufacturing a biosensor semiconductor device in which copper electrodes at a major surface of the device are modified to form Au—Cu alloy electrodes. Such modification is effected by depositing a gold layer over the device, and then thermally treating the device to promote interdiffusion between the gold and the electrode copper. Alloyed gold-copper is removed from the surface of the device, leaving the exposed electrodes. The electrodes are better compatible with further processing into a biosensor device than is the case with conventional copper electrodes, and the process windows are wider than for gold capped copper electrodes. A biosensor semiconductor device having Au—Cu alloy electrodes is also disclosed.

Abstract: A lateral test flow arrangement for a test molecule is disclosed, comprising: a test strip for transporting an analyte away from a sampling region and towards an absorbing region, the test strip having therein and remote from the sampling region, a test region for functionalization with a molecule which binds to the test molecule or to a conjugate of the test molecule; a sensing test capacitor having electrodes extending across the test strip at least partially aligned with the test region and being physically isolated therefrom; a reference test capacitor having electrodes extending across the test strip and being physically isolated therefrom; and an electronic circuit configured to measure a time-dependant capacitance difference between the sensing test capacitor and the reference test capacitor.

Abstract: A method of manufacturing a biosensor semiconductor device in which copper electrodes at a major surface of the device are modified to form Au—Cu alloy electrodes. Such modification is effected by depositing a gold layer over the device, and then thermally treating the device to promote interdiffusion between the gold and the electrode copper. Alloyed gold-copper is removed from the surface of the device, leaving the exposed electrodes. The electrodes are better compatible with further processing into a biosensor device than is the case with conventional copper electrodes, and the process windows are wider than for gold capped copper electrodes. A biosensor semiconductor device having Au—Cu alloy electrodes is also disclosed.

Abstract: A sensor device has an arrangement of plural sensors for sensing an analyte which is in at least one of liquid phase or a suspension or a gel. Each sensor includes a nano-electrode and is configured to sense the presence of a particle localized to or bound to the nano-electrode. The sensor is configured to discriminate in real-time the binding of particles to respective nano-electrodes.

Abstract: A method of manufacturing a biosensor semiconductor device in which copper electrodes at a major surface of the device are modified to form Au—Cu alloy electrodes. Such modification is effected by depositing a gold layer over the device, and then thermally treating the device to promote interdiffusion between the gold and the electrode copper. Alloyed gold-copper is removed from the surface of the device, leaving the exposed electrodes. The electrodes are better compatible with further processing into a biosensor device than is the case with conventional copper electrodes, and the process windows are wider than for gold capped copper electrodes. A biosensor semiconductor device having Au—Cu alloy electrodes is also disclosed.

Abstract: A method of manufacturing a biosensor semiconductor device in which copper electrodes at a major surface of the device are modified to form Au—Cu alloy electrodes. Such modification is effected by depositing a gold layer over the device, and then thermally treating the device to promote interdiffusion between the gold and the electrode copper. Alloyed gold-copper is removed from the surface of the device, leaving the exposed electrodes. The electrodes are better compatible with further processing into a biosensor device than is the case with conventional copper electrodes, and the process windows are wider than for gold capped copper electrodes. A biosensor semiconductor device having Au—Cu alloy electrodes is also disclosed.

Abstract: The electric device according to the invention has a resistor comprising a layer of a phase change material which is changeable between a first phase with a first electrical resistivity and a second phase with a second electrical resistivity different from the first electrical resistivity. The phase change material is a fast growth material. The electric device further comprises a switching signal generator for switching the resistor between at least three different electrical resistance values by changing a corresponding portion of the layer of the phase change material from the first phase to the second phase.