Abstract: The present disclosure relates to thermo-responsive hydrogel composite (TRHC) desiccants having high adsorption capacities, fast adsorption/desorption rates, and low regeneration temperatures (Treg) compared to traditional desiccants. In some embodiments of the present disclosure, TRHC desiccants may be synthesized by freeze drying. In some embodiments of the present disclosure, the porous structures resulting from freeze drying copolymers of thermo-responsive polymers and/or hygroscopic agents may be combined with hygroscopic inorganic salts, resulting in TRHC desiccants having superior performance properties.

Abstract: Disclosed herein are compositions of non-naturally occurring enzymes to enable microbial syringol utilization with GcoAB.

Abstract: An example system comprising a pressure sensor array, a proximity sensor comprising circuitry to sense an object approaching the pressure sensor array based on a change in a resonance frequency of the proximity sensor, and a controller to receive from the proximity sensor the sensed change in the resonance frequency and designate the pressure sensor array as active responsive to the sensed resonance frequency being below a threshold or inactive responsive to the sensed resonance frequency being above the threshold, wherein a data transmission rate of the active pressure sensor array is greater than a data transmission rate of the inactive pressure sensor array.

Abstract: The present disclosure provides a method of manufacturing a filter, wherein the filter comprises a filter body formed of a porous filtration material and a plastic support structure, the method including performing a first additive manufacturing step to form an initial portion of the support structure; positioning filtration material above or on the initial portion; performing a second additive manufacturing step to form a secondary portion of the support structure such that the filtration material is between the initial and secondary portions. Additionally, the filter body can be enclosed by positioning a first portion of the filtration material to overlay a second portion of the filtration material; and connecting the first portion of the filtration material to the second portion of the filtration material to define a pocket within the filter body, the support structure configured to maintain spacing between the first and second portions of the filtration material.

Abstract: A burnishing tool and a method of additively manufacturing components of the burnishing tool are provided. The burnishing tool includes a burnishing element for burnishing a workpiece. The burnishing element is positioned between an upper nozzle and a lower nozzle which are additively manufactured to define a plurality of internal fluid passageways for receiving, distributing, and discharging a burnishing fluid to facilitate cooling and/or lubrication of the burnishing element and/or the workpiece.

Abstract: A combination of memory units and dataflow processing units is disclosed for computation. A first memory unit is interposed between a first dataflow processing unit and a second dataflow processing unit. Operations for a dataflow graph are allocated across the first dataflow processing unit and the second dataflow processing unit. The first memory unit passes data between the first dataflow processing unit and the second dataflow processing unit to execute the dataflow graph. The first memory unit is a high bandwidth, shared memory device including a hybrid memory cube. The first dataflow processing unit and second dataflow processing unit include a plurality of circular buffers containing instructions for controlling data transfer between the first dataflow processing unit and second dataflow processing unit. Additional dataflow processing units and additional memory units are included for additional functionality and efficiency.

Abstract: Techniques are disclosed for multithreaded data flow processing within a reconfigurable fabric. Code is obtained for performing data manipulation within a reconfigurable fabric. The code is segmented into a plurality of data manipulation operations. A first segment from the segmenting is allocated to a first set of processing elements within a plurality of processing elements comprising a reconfigurable fabric. A second segment from the segmenting is allocated to a second set of processing elements within the reconfigurable fabric. The first segment is executed on the first set of processing elements while the second segment is executed on the second set of processing elements. The first kernel and the second kernel comprise multithreaded operation.

Abstract: Techniques are disclosed for remote usage of machine learned layers by a second machine learning construct. Layers determined within a first machine learning construct are sent to the second construct. A first data group is obtained in a first locality. The first data group is applied to a first localized machine learning construct. A first set of convolutional layers is determined within the first localized machine learning construct based on the first data group, where the first set of convolutional layers comprises a first data flow graph machine. Similarity is adjudicated between the first localized machine learning construct and a second localized machine learning construct. The first set of convolutional layers is sent to the second localized machine learning construct, based on the similarity that was adjudicated meeting a threshold. A second data group is analyzed by the second localized machine learning construct using the first set of convolutional layers.

Abstract: A burnishing tool and a method of additively manufacturing components of the burnishing tool are provided. The burnishing tool includes a burnishing element for burnishing a workpiece. The burnishing element is positioned between an upper nozzle and a lower nozzle which are additively manufactured to define a plurality of internal fluid passageways for receiving, distributing, and discharging a burnishing fluid to facilitate cooling and/or lubrication of the burnishing element and/or the workpiece.

Abstract: The present disclosure provides a method of manufacturing a filter, wherein the filter comprises a filter body formed of a porous filtration material and a plastic support structure, the method including performing a first additive manufacturing step to form an initial portion of the support structure; positioning filtration material above or on the initial portion; performing a second additive manufacturing step to form a secondary portion of the support structure such that the filtration material is between the initial and secondary portions. Additionally, the filter body can be enclosed by positioning a first portion of the filtration material to overlay a second portion of the filtration material; and connecting the first portion of the filtration material to the second portion of the filtration material to define a pocket within the filter body, the support structure configured to maintain spacing between the first and second portions of the filtration material.

Abstract: A combination of memory units and dataflow processing units is disclosed for computation. A first memory unit is interposed between a first dataflow processing unit and a second dataflow processing unit. Operations for a dataflow graph are allocated across the first dataflow processing unit and the second dataflow processing unit. The first memory unit passes data between the first dataflow processing unit and the second dataflow processing unit to execute the dataflow graph. The first memory unit is a high bandwidth, shared memory device including a hybrid memory cube. The first dataflow processing unit and second dataflow processing unit include a plurality of circular buffers containing instructions for controlling data transfer between the first dataflow processing unit and second dataflow processing unit. Additional dataflow processing units and additional memory units are included for additional functionality and efficiency.

Abstract: In one aspect, the present invention relates to a coke drum module, the coke drum module includes a support frame. A coke drum is disposed within the support frame. A strut is removably connected to the support frame and the coke drum. The strut becomes unloaded responsive to the coke drum contacting a support pad. The coke drum module further includes a compression member removably connected to the support frame and the coke drum. The compression member is oriented generally perpendicularly to the strut. A rigid connection is present between the coke drum and the support frame during transportation of the coke drum module. Upon removal of the strut and the compression member, the rigid connection is not present.

Abstract: A system for use in testing the installation of an airbag module in a vehicle is provided. The system includes a jig and an instrument coupled to the jig. The instrument includes a contact assembly and a linear actuator coupled to the contact assembly such that, when the contact assembly is seated adjacent to the airbag module, the contact assembly is selectively moveable towards the airbag module relative to the jig via the linear actuator for testing the installation of the airbag module.

Abstract: A system for use in testing the installation of an airbag module in a vehicle is provided. The system includes a jig and an instrument coupled to the jig. The instrument includes a contact assembly and a linear actuator coupled to the contact assembly such that, when the contact assembly is seated adjacent to the airbag module, the contact assembly is selectively moveable towards the airbag module relative to the jig via the linear actuator for testing the installation of the airbag module.

Abstract: In one aspect, the present invention relates to a coke drum module, the coke drum module includes a support frame. A coke drum is disposed within the support frame. A strut is removably connected to the support frame and the coke drum. The strut becomes unloaded responsive to the coke drum contacting a support pad. The coke drum module further includes a compression member removably connected to the support frame and the coke drum. The compression member is oriented generally perpendicularly to the strut. A rigid connection is present between the coke drum and the support frame during transportation of the coke drum module. Upon removal of the strut and the compression member, the rigid connection is not present.