Abstract: Disclosed herein are methods and systems to evaluate cost values for different radiotherapy treatment plans using external AI models. A method comprises presenting a user interface providing an interaction interface between a plurality of medical professionals communicating regarding a radiation therapy treatment of a patient during a tumor board meeting or a radiotherapy treatment planning process; receiving, from the interaction interface, a first input comprising a first patient attribute of the patient and a second input corresponding to the radiation therapy treatment of the patient; executing a machine learning language processing model using the first input and the second input to predict a task associated with generating a treatment plan for the patient; receiving, from the interaction interface, a third input; and when the third input does not correspond to the predicted task, presenting an indication of the predicted task.

Abstract: A tiltable display screen assembly of a diagnostic analyzer. The tiltable display screen assembly includes a tiltable support interconnectable to a hand-held device including a display screen, a multi-angle adjuster having adjustment features, and a tilting screen mechanism pivotable relative to the tiltable support. The tilting screen mechanism includes a shaft, one or more moveable paddles coupled to the shaft, an adjustment member depending from the shaft configured to engage with the adjustment features of the multi-angle adjuster in order to adjust a tilt angle of the tiltable support and the display screen of the hand-held device. Diagnostic analyzers including the tiltable display screen assembly and methods for adjusting tilt angle of a display screen of a diagnostic analyzer are described, as are other aspects.

Abstract: A computer-implemented method for visualizing interactions in an extended reality (XR) scene, the computer-implemented method comprising: receiving a first dataset representing an XR scene including a technical device; displaying the XR scene on an XR headset or a head-mounted display (HMD); providing a room for a user wearing the XR headset or HMD for interacting with the XR scene, wherein the room includes a set of optical sensors including at least one optical sensor at a fixed location relative to the room; detecting optical sensor data of the user as a second dataset while the user is interacting with the XR scene in the room; and fusing the first dataset and the second dataset to generate a third dataset.

Abstract: A computer-implemented method for controlling an autonomous machine includes processing sensor data streamed via a plurality of calibrated sensors by a plurality of perception modules to extract perception information from the sensor data in real time. The extracted real time perception information from the plurality of perception modules is fused by a context awareness module to create a blackboard image, which is a representation of an operating environment of the autonomous machine derived from fusion of the extracted perception information using a controlled semantic, defining a context of the autonomous machine. A stream of blackboard images, representing a time evolving context of the autonomous machine, is processed by an action evaluation module, using a control policy, to output a control action to be executed by the autonomous machine. The control policy includes a learned mapping of context to control action represented by blackboard images created using the controlled semantic.

Abstract: Various embodiments of the teachings herein include a process for ammonia synthesis. An example includes: passing a feed gas via an inlet opening over a catalyst within a reactor, wherein the feed gas comprises nitrogen and hydrogen under pressure; passing ammonia produced in the reactor as a wet gas to a condensation unit comprising three heat exchangers configured monolithically with one another, wherein the ammonia condenses; and discharging the subcooled liquid pressurized condensate through a collection channel and discharging the dry gas via an outlet opening. The first heat exchanger causes the wet gas to exchange heat with a dry gas from which ammonia has already condensed, producing a cooled wet gas. The second heat exchanger separates the wet gas into gaseous reactants and a liquid pressurized condensate. The third heat exchanger subcools the liquid pressurized condensate.

Abstract: Various embodiments of the teachings herein include a method for classifying decentralized energy resources within a power grid for control of the power grid. An example includes: determining an affiliation of a respective decentralized energy resource to one of a plurality of classes using an artificial neural network; and carrying out the affiliation by determining an affiliation of the respective energy resource to one of the classes. The artificial neural network is trained to use a load series as input data and determine the assignment of the respective load series to one of the plurality of classes as output data. Multiple specified classes are associated with a technical type of the respective decentralized energy resource. Each of the energy resources is provided with a load series associated with the respective energy resource.

Abstract: Biotin-trap compositions are disclosed that contain particles having an inner polymer coating layer disposed on at least a portion of an outer surface thereof and a biotin-specific binding partner conjugated to the inner polymer coating layer. The biotin-trap compositions may further include an outer polymer coating layer disposed about the biotin-specific binding partner. The biotin-trap compositions specifically bind to free biotin but do not substantially bind to biotin conjugated to other moieties, such as biotinylated assay reagents. Also disclosed are kits and microfluidics devices that include the biotin-trap compositions, as well as methods of producing and using the biotin-trap compositions.

Abstract: In a method for optimizing an operation of a dynamoelectric machine correction data for the dynamoelectric machine is requested by a client from a server. An identification number is transmitted by the client to the server, in particular via the Internet, and the correction data is transmitted by the server to the client. The dynamoelectric machine is operated based on the obtained correction data.

Abstract: A method for the additive manufacturing of a thin, angled component structure. The method includes adjusting irradiation parameters from a first layer to a following layer in the construction direction, wherein a line energy and/or a scanning speed is changed for the irradiation of the following layer in order to change a melt pool width of an irradiation path for the following layer, and shifting an irradiation path for the following layer from the first layer in such a way that an angled edge is formed on a side of the component structure being formed opposite a movement direction. A correspondingly manufactured component and a computer program product are provided.

Abstract: A computer-implemented method of generating a protocol for a medical imaging device installed at a specific site, comprises: providing a homomorphic encrypted large-language model trained to generate a homomorphic encrypted medical imaging protocol; obtaining patient-specific input data for an intended medical imaging task; performing homomorphic encryption on the patient-specific input data; applying the homomorphic encrypted patient-specific input data to the homomorphic encrypted large-language model to generate the medical imaging protocol; and performing homomorphic decryption on the homomorphic encrypted medical imaging protocol to obtain a plain-text medical imaging protocol. The homomorphic encryption and decryption utilize a first encryption scheme specific to the site and a second encryption scheme specific to the vendor.

Abstract: Various embodiments of the teachings herein include workflow generation methods. An example includes: receiving a behavior tree construction operation performed by a user on a GUI; generating a behavior tree comprising the first iterator node in response to the behavior tree construction operation; and parsing the behavior tree to generate a workflow, wherein the workflow indicates that each first iterative item executes the first work link based on the respective execution sequence in the first iterative item list. The construction operation comprises an addition operation for a behavior tree node, the behavior tree node comprises a first iterator node, the first iterator node comprises an input end adapted to receiving a first iterative item list, and a first work link, and the first iterative item list comprises a plurality of first iterative items and an execution sequence of each first iterative item.

Abstract: The present disclosure relates to methods and compositions to remove or reduce biotin interference from certain assays.

Abstract: Various embodiments of the teachings herein include an information processing method. An example method includes: generating a workflow in an OT domain described by using a common information model based on an instruction input by a user, wherein the workflow defines an operation to be performed by a workcell in the OT domain; converting the workflow into a function block program described in a domain specific language; and deploying the function block program described in the domain specific language to runtime of a main controller of the workcell for execution, to control an OT device in the workcell to perform, based on the workflow, the operation.

Abstract: An improved ceramic material for heat insulation with selection of specific stabilizers and adapted proportions, includes zirconium oxide with 0.2 wt. % to 8.0 wt. % of the base stabilizers: yttrium oxide (Y2O3), hafnium oxide (HfO2), cerium oxide (CeO2), calcium oxide (CaO), and/or magnesium oxide (MgO), wherein at least yttrium oxide (Y2O3) is used, and optionally at least one of the additional stabilizers: 0.2 wt. % to 20 wt. % of erbium oxide (Er2O3) and/or ytterbium oxide (Yb2O3).

Abstract: Radiation treatment planning includes accessing values of parameters such as a number of beams to be directed into sub-volumes in a target, beam directions, and beam energies. Information that specifies limits for the radiation treatment plan are accessed. The limits include a limit on irradiation time for each sub-volume outside the target. Other limits can include a limit on irradiation time for each sub-volume in the target, a limit on dose rate for each sub volume in the target, and a limit on dose rate for each sub-volume outside the target. The values of the parameters are adjusted until the irradiation time for each sub-volume outside the target satisfies the maximum limit on irradiation time.

Abstract: Provided is a control system for stabilizing a floating wind turbine, the comprising a detection device for monitoring an offset from a predetermined floater pitch angle and/or an offset from a predetermined floater yaw angle, wherein the detection device is further configured for monitoring an oscillating motion of the floater pitch angle and/or the floater yaw angle, wherein the predetermined floater pitch angle and floater yaw angle define a predetermined balanced state of the floating wind turbine, wherein a threshold of the oscillating motion of the floater pitch angle and the oscillating motion of the floater yaw angle further define the predetermined balanced state of the floating wind turbine, and an actuation device configured for manipulating the oscillating motion of the floater pitch angle and/or the oscillating motion of the floater yaw angle until the predetermined balanced state of the floating wind turbine is met.

Abstract: A numerical controller uses specifications to control position-controlled axes of a production machine and determines a current group of position setpoint values and groups of position setpoint values expected for a forecast horizon. The numerical controller checks for the risk of a collision between at least one element moved by the position-controlled axes and at least one other element. The numerical controller carries out the same check for the expected groups. If there is no risk of collision, it stores the expected groups in a braking path memory and uses the current group. If there is the risk of a collision, it changes the axes along a path to a standstill defined by the braking path memory and braking is effected along a path which has been previously checked for the risk of a collision and for which no risk of a collision has been detected.

Abstract: Systems and methods for cardiac radioablation treatment planning are disclosed. In some examples, a computing device receives an image volume and a dose matrix data. The computing device generates a first mesh of organ substructures for the organ based on substructure contours for the organ. Further, the computing device generates a second mesh of an isodose volume based on the dose matrix data. The computing device displays the first mesh of the organ substructures and the second mesh of the isodose volume within a same scene. In some examples, the computing device samples a plurality of dosage values, determines representative dosage values for each of a plurality of points along surfaces of a dose matrix, and generates an image for display based on the representative dosage values. In some examples, a segmentation model is generated for display based on the representative dosage values.