Abstract: One embodiment provides an apparatus comprising a memory stack including multiple memory dies and a parallel processor including a plurality of multiprocessors. Each multiprocessor has a single instruction, multiple thread (SIMT) architecture, the parallel processor coupled to the memory stack via one or more memory interfaces. At least one multiprocessor comprises a multiply-accumulate circuit to perform multiply-accumulate operations on matrix data in a stage of a neural network implementation to produce a result matrix comprising a plurality of matrix data elements at a first precision, precision tracking logic to evaluate metrics associated with the matrix data elements and indicate if an optimization is to be performed for representing data at a second stage of the neural network implementation, and a numerical transform unit to dynamically perform a numerical transform operation on the matrix data elements based on the indication to produce transformed matrix data elements at a second precision.

Abstract: An apparatus and method for reducing or controlling VOC emissions from a low-pressure storage tank for a VOC-containing substance stored or transported as a liquid in the storage tank are provided. The apparatus and method include a filter media operatively positioned between a headspace in the storage tank and the atmosphere, wherein: (i) a gaseous substance from a headspace in the storage tank passes through the filter media to be vented to the atmosphere; (ii) the filter media comprises a permeable substrate and a liquid stripper for a VOC, wherein the liquid stripper coats the permeable substrate; (iii) the filter media provides a gaseous back pressure across the filter media to the atmosphere of less than 1 psig; and (iv) a liquid condensate from the filter media can drip or flow under gravity back into the storage tank.

Abstract: An apparatus and method for reducing or controlling VOC emissions from a low-pressure storage tank for a VOC-containing substance stored or transported as a liquid in the storage tank are provided. The apparatus and method include a filter media operatively positioned between a headspace in the storage tank and the atmosphere, wherein: (i) a gaseous substance from a headspace in the storage tank passes through the filter media to be vented to the atmosphere; (ii) the filter media comprises a permeable substrate and a liquid stripper for a VOC, wherein the liquid stripper coats the permeable substrate; (iii) the filter media provides a gaseous back pressure across the filter media to the atmosphere of less than 1 psig; and (iv) a liquid condensate from the filter media can drip or flow under gravity back into the storage tank.

Abstract: A package cartridge is provided for use in the maintenance of a packing bore for a plunger-type pump. According to one aspect, a packing cartridge includes: a generally-cylindrical sleeve adapted to be at least partially positioned in the packing bore, a first abutment ring positioned in the sleeve, and a second abutment ring positioned in the sleeve and co-axially spaced apart from the first abutment ring. Telescoping structures are operatively positioned between the first abutment ring and the second abutment ring. According to another aspect, a structure forming a circumferential pressure-ring groove is provided. A pressure ring is positioned in the pressure-ring groove, the pressure ring having at least one smaller external dimension than an internal dimension of the pressure-ring groove, whereby at least one clearance is provided between the pressure-ring groove and the pressure ring. These aspects can be advantageously practiced together.

Abstract: A method is provided for reducing emissions of a volatile organic compound (“VOC”) from a source of the VOC. The method includes the steps of: (A) operatively positioning a VOC-absorbing material between the source of the VOC and the atmosphere, wherein the VOC from the source of the VOC must pass through the VOC-absorbing material before being vented to the atmosphere, and wherein the VOC-absorbing material comprises: (i) a permeable substrate; and (ii) a stripper for the VOC; and (B) exposing the stripper of the VOC-absorbing material to bacteria, wherein the bacteria is selected for being capable of converting the VOC to another compound. A method for pumping a fluid from a low-pressure fluid source to a high-pressure fluid outlet and a method for storing or transporting a fluid are also provided, wherein the fluid comprises a VOC.

Abstract: An apparatus is provided for pumping a fluid, wherein the fluid comprises a volatile organic compound (“VOC”), the apparatus including: an enclosure for the exposed portion of the reciprocating piston or plunger; and a VOC-absorbing material operatively positioned to reduce VOC emissions from the enclosure to the atmosphere. According to another aspect, a method is provided for pumping a fluid comprising a VOC is provided. According to yet another aspect, a method is provided for reducing emissions of a VOC from a positive-displacement pump used for pumping a fluid, wherein the fluid comprises the VOC, and wherein the method includes the steps of: (i) enclosing at least the exposed portion of the reciprocating piston or plunger to form an enclosure; and (ii) operatively positioning a VOC-absorbing material to reduce VOC emissions from the enclosure to the atmosphere. Preferably, the VOC-absorbing material comprises peat moss.

Abstract: A method is provided for reducing emissions of a volatile organic compound (“VOC”) from a source of the VOC. The method includes the steps of: (A) operatively positioning a VOC-absorbing material between the source of the VOC and the atmosphere, wherein the VOC from the source of the VOC must pass through the VOC-absorbing material before being vented to the atmosphere, and wherein the VOC-absorbing material comprises: (i) a permeable substrate; and (ii) a stripper for the VOC; and (B) exposing the stripper of the VOC-absorbing material to bacteria, wherein the bacteria is selected for being capable of converting the VOC to another compound. A method for pumping a fluid from a low-pressure fluid source to a high-pressure fluid outlet and a method for storing or transporting a fluid are also provided, wherein the fluid comprises a VOC.

Abstract: A method is provided for reducing emissions of a volatile organic compound (“VOC”) from a source of the VOC. The method includes the steps of: (A) operatively positioning a VOC-absorbing material between the source of the VOC and the atmosphere, wherein the VOC from the source of the VOC must pass through the VOC-absorbing material before being vented to the atmosphere, and wherein the VOC-absorbing material comprises: (i) a permeable substrate; and (ii) a stripper for the VOC; and (B) exposing the stripper of the VOC-absorbing material to bacteria, wherein the bacteria is selected for being capable of converting the VOC to another compound. A method for pumping a fluid from a low-pressure fluid source to a high-pressure fluid outlet and a method for storing or transporting a fluid are also provided, wherein the fluid comprises a VOC.

Abstract: An apparatus and method are disclosed for obtaining and analyzing light scattering data to determine the size distribution of a group of dispersed particles that scattered the light. The apparatus and method use a two-dimensional array of photosensitive pixels such as a charge-coupled device (CCD) or an array of solid-state photodiodes. The analyzer illuminates the particles with a dose of light in a collimated beam from a light source so as to scatter light of the beam, and at least a portion of the light interacting with the particles is detected with the photosensitive pixel array. The pixels are functionally equivalent and the analyzer dynamically configures and re-configures at least a portion of the pixels into a variable number of data collection areas which correspond to a selected set of scattering angles. The analyzer also determines whether and, from the pixel output data, where an unscattered center of the incident light beam intersects the pixel array.

Abstract: An apparatus and method are disclosed for obtaining and analyzing light scattering data to determine the size distribution of a group of dispersed particles that scattered the light. The apparatus and method use a two-dimensional array of photosensitive pixels such as a charge-coupled device (CCD) or an array of solid-state photodiodes. The analyzer illuminates the particles with a dose of light in a collimated beam from a light source so as to scatter light of the beam, and at least a portion of the light interacting with the particles is detected with the photosensitive pixel array. The pixels are functionally equivalent and the analyzer dynamically configures and re-configures at least a portion of the pixels into a variable number of data collection areas which correspond to a selected set of scattering angles. The analyzer also determines whether and, from the pixel output data, where an unscattered center of the incident light beam intersects the pixel array.