Abstract: An exhaust system of an agricultural product container includes a first media screen configured to be coupled to the agricultural product container. The first media screen includes a first plurality of apertures. The first media screen is configured to block a granular product from entering the exhaust system and enabling an air flow into the exhaust system. The exhaust system includes a diffuser having a first diffuser aperture configured to diffuse the air flow in a downward direction. The exhaust system further includes a passage fluidly coupled between the first media screen and the diffuser. The passage is configured to selectively guide the air flow from the first media screen toward the diffuser.

Abstract: A vehicle cyber-attack detection system includes at least one first tier security module coupled to at least one onboard system of a respective vehicle and being configured so as to receive system log data generated by the at least one onboard system of the respective vehicle. The first tier security module extracts extracted features from the system log data with natural language processing and includes a first cyber-attack anomaly detection module that identifies a first cyber-attack based on system entropy measurements determined from the extracted features, and a second cyber-attack anomaly detection module that includes a deep learning component that identifies a second cyber-attack based on classification of the extracted features. A cyber-attack alert module is coupled to the first tier security module for generating a notification of one or more of the first cyber-attack and the second cyber-attack to effect cyber-attack diagnostics and remediation by vehicle personnel.

Abstract: Educational atom models which are attached to a plurality of filaments, to which each end is attached a self-orienting magnet. The magnet is comprised of one magnet or a plurality of magnets, such that the assembly can orient to align, attract and bond to a magnet attached to the end of another filament. The atom models can mimic chemical bonds when a magnet assembly from one atom model orients, attracts and bonds to a magnet from a different atom model. The bonding between magnets more accurately mimics the formation of chemical bonds in terms of force, energy, bonding-electron origin, speed, spontaneity, and atoms' ability to form double and triple bonds. The models are educationally engaging resulting in better learning outcomes.

Abstract: Methods for identifying premature infants at risk for developing bronchopulmonary dysplasia and/or most likely to benefit from administration of inhaled nitric oxide for prevention of bronchopulmonary dysplasia (BPD). Methods for treating premature infants identified as at risk and/or likely to benefit are provided. also provided are methods for identifying premature infants that are not at risk for developing bronchopulmonary dysplasia and/or unlikely to benefit from administration of inhaled nitric oxide for prevention of bronchopulmonary dysplasia, and methods for avoiding risks of toxicity and undesirable side effects associated with inhaled nitric oxide therapy comprising administering only non-iNO treatment modalities to these infants.

Abstract: A pop-up blocker application detects and remediates malicious pop-up loops. The pop-up blocker application intercepts a call from a web page for initiating a pop-up browser window in a web browser. The pop-up blocker application updates a count of pop-up initiating calls associated with the web page occurring within a pre-defined time window. The updated count is compared to a threshold to determine whether the count meets a threshold indicative of a malicious pop-up loop. Responsive to the count meeting the threshold, the pop-up blocker applications takes a remedial action, such as navigating away from the web page.

Abstract: A client updates a display of a user interface associated with a state-based client-server application in accordance with a client-side cache. The server supplies data for a new state and additional data for one or more subsequent states that possibly follow the new state if appropriate one or more operations are performed. When a client request is generated that indicates an operation that causes the application to transition to the new state, the client updates the display in accordance with the data that corresponds to the new state from the client-side cache, if available from the client-side cache. The new state data is available since the server has previously supplied the new state data.

Abstract: Methods of administering therapeutic gases containing high concentrations of nitric oxide, particularly concentrations above 2,000 ppm. The therapeutic gas may be administered at a certain dosing rate, such as less than 166 micrograms of nitric oxide per second. Also, methods of administering a therapeutic gas containing nitric oxide to a patient, wherein a dose of nitric oxide is administered from a portable device that includes a delivery system and a mini-cylinder. Methods can also include intermittent administration of nitric oxide pulses.

Abstract: An anti-malware application detects and remediates malware. The anti-malware application detects an event associated with a process and determines if the event matches an entry in an exclusions list. If the event is absent from the exclusions list, the anti-malware application monitors the operation of the process, logs the event data in an event log, and sends the event to a server to determine whether the process corresponds to malware. The anti-malware application updates the exclusions list based on the logged event if the process does not correspond to malware. The anti-malware application restores a file edited by the process to the saved copy of the original file prior to the file being edited by the process if the process corresponds to malware.

Abstract: An anti-malware application detects and remediates malware. The anti-malware application detects an event associated with a process and determines if the event matches an entry in an exclusions list. If the event is absent from the exclusions list, the anti-malware application monitors the operation of the process, logs the event data in an event log, and sends the event to a server to determine whether the process corresponds to malware. The anti-malware application updates the exclusions list based on the logged event if the process does not correspond to malware. The anti-malware application restores a file edited by the process to the saved copy of the original file prior to the file being edited by the process if the process corresponds to malware.

Abstract: A depth adjustment assembly for seed planting unit of an agricultural implement may include a cam member rotatable to adjust a vertical position of a wheel of the unit relative to a ground engaging tool of the unit. The cam member may include a first engagement element. The depth adjustment assembly may also include a locking member having a second engagement element and a biasing member configured to bias the cam and locking members together to engage the first and second engagement elements and maintain a rotational position of the cam member relative to the locking member. When the first and second engagement elements are disengaged, the cam member is rotatable relative to the locking member to vary the penetration depth setting.

Abstract: Response delay associated with a state-based client-server application can be reduced with utilization of an application state server-side cache. A server caches data for a set of one or more possible states of a client-server application that may follow a current state of the application. The server rapidly responds to a client request with data that corresponds to an appropriate new state of the application in accordance with the application state server-side cache. The server determines that the application will transition to the appropriate new state from the current state of the application with the application state server-side cache based, at least in part, on an operation indicated by the client request.

Abstract: An air system for supplying product to the product tank of an agricultural implement has an air supply and at least one elongated conduit for delivering air entrained product to the tank. There is at least one outlet in the tank formed as a hollow elbow having a generally downwardly directed outlet, a generally upwardly directed outlet and a transverse inlet coupled to the conduit. The elbow includes an upper generally cylindrical region comprising a cyclone chamber for swirling the incoming air entrained product directing at least a portion of the air flow upwardly toward the upwardly directed outlet while allowing the product to fall in a generally helical pattern through a generally frusto-conical region, whereby material migrates downwardly and air upwardly releasing the material to fall in a gentle spiral and air to exit from the upper region of the tank.

Abstract: An air cart system includes a container assembly mounted on wheels and including a primary product container and an air distribution network including a product conduit that delivers a first agricultural product and a second agricultural product to an agricultural implement. The air cart system includes a first metering device to meter the first agricultural product from the primary product container to the product conduit. A fill hopper mounts on a side of the container assembly, and a secondary product container mounts beneath a portion of the primary product container. The secondary product container receives the second agricultural product from the fill hopper, which receives the second agricultural product at an opening and conveys the second agricultural product to the secondary product container. The air cart system includes a second metering device to meter the second agricultural product from the secondary product container to the product conduit.

Abstract: An equipment notification system for a component of an agricultural vehicle, including a processor configured to receive a first signal indicative of an operational parameter of the agricultural vehicle, determine an absence of the operational parameter based at least in part on the first signal, compare a period of time of the absence of the operational parameter to a threshold period of time associated with the operational parameter, and output, in response to determining that the period of time of the absence of the operational parameter exceeds the threshold period of time, a second signal indicative of an instruction to provide a notification regarding a position of the component of the agricultural vehicle via a user interface.

Abstract: A vehicle cyber-attack detection system includes at least one first tier security module coupled to at least one onboard system of a respective vehicle and being configured so as to receive system log data generated by the at least one onboard system of the respective vehicle. The first tier security module extracts extracted features from the system log data with natural language processing and includes a first cyber-attack anomaly detection module that identifies a first cyber-attack based on system entropy measurements determined from the extracted features, and a second cyber-attack anomaly detection module that includes a deep learning component that identifies a second cyber-attack based on classification of the extracted features. A cyber-attack alert module is coupled to the first tier security module for generating a notification of one or more of the first cyber-attack and the second cyber-attack to effect cyber-attack diagnostics and remediation by vehicle personnel.

Abstract: A hose receiver includes a housing having a longitudinal conduit and a radial aperture extending through the longitudinal conduit. The longitudinal conduit is configured to receive a hose, and the radial aperture is positioned to align with the hose while the hose is disposed within the longitudinal conduit. The hose receiver also includes a retention system having a retaining feature. The retaining feature is movably coupled to the longitudinal conduit and configured to move within the radial aperture, the retaining feature is configured to engage the hose in response to a radially inward force applied to the retaining feature, and the retaining feature is configured to block movement of the hose relative to the housing while engaged.

Abstract: A protection application detects and remediates malicious files on a client. The protection application trains models using known samples of static clean files, and the models characterize features of the clean files. A model may be selected based on metadata obtained from a target file. By processing features of the clean files and features of the target file, the model may generate an anomaly score indicating a level of dissimilarity between the target file and the sample. The protection application compares the anomaly score to one or more threshold scores to classify the target file. Additionally, the target file may be provided to a security server to check against a whitelist or blacklist for classification. Responsive to a classification as malicious, the protection application remediates the target file on the client.

Abstract: A protection application detects and remediates malicious files on a client. The protection application trains models using known samples of static clean files, and the models characterize features of the clean files. A model may be selected based on metadata obtained from a target file. By processing features of the clean files and features of the target file, the model may generate an anomaly score indicating a level of dissimilarity between the target file and the sample. The protection application compares the anomaly score to one or more threshold scores to classify the target file. Additionally, the target file may be provided to a security server to check against a whitelist or blacklist for classification. Responsive to a classification as malicious, the protection application remediates the target file on the client.

Abstract: A flow control assembly for an agricultural metering system includes a first gate control shaft configured to drive a first gate of a seed meter to transition between an open position and a closed position. The flow control assembly also includes a handle configured to drive the first gate control shaft to rotate via rotation of the handle between a first position that corresponds to the open position of the first gate and a second position that corresponds to the closed position of the first gate. In addition, the flow control assembly includes a locking assembly configured to secure the handle to the first gate control shaft at least while the handle is in the first position, and to enable the handle to be released from the first gate control shaft at least while the handle is in the second position.

Abstract: Educational atom models which are attached to a plurality of filaments, to which each end is attached a self-orienting magnet. The magnet is comprised of one magnet or a plurality of magnets, such that the assembly can orient to align, attract and bond to a magnet attached to the end of another filament. The atom models can mimic chemical bonds when a magnet assembly from one atom model orients, attracts and bonds to a magnet from a different atom model. The bonding between magnets more accurately mimics the formation of chemical bonds in terms of force, energy, bonding-electron origin, speed, spontaneity, and atoms' ability to form double and triple bonds. The models are educationally engaging resulting in better learning outcomes.