Abstract: A memory device includes: a computing module; and an in-memory computing (IMC) macro comprising: a memory comprising a plurality of bit cells storing pieces of fraction data of a first data set; and an IMC computing module configured to perform an operation between the pieces of fraction data of the first data set read from the memory and pieces of fraction data of a second data set received from an input control module, wherein a plurality of pieces of data included in the first data set share a first exponent, and wherein a plurality of pieces of data included in the second data set share a second exponent.

Abstract: According to an exemplary embodiment of the present disclosure, a method for classifying an asset file performed by a computing device including at least one processor is disclosed. The method for classifying an asset file includes generating input data used for a classification model by performing preprocess on a first asset file in a partitioned data set (PDS) unit; generating a classification result obtained by classifying the first asset file from the input data using the classification model; and classifying the first asset file based on the classification result.

Abstract: According to an exemplary embodiment of the present disclosure, a computer program stored in a computer readable storage medium is disclosed. The computer program includes instructions which cause a processor to execute steps, the steps including: classifying a first group and a second group by executing static analysis to a code including plural steps stated in Job Control Language (JCL), the first group including one or more steps where pipelining is available, the second group including one or more steps where pipelining is unavailable; determining a sequential or parallel execution of the plural steps based on a classification result; and transferring an output data of a first step to an input stream of a second step based on an order of steps included in the first group when processing steps included in the first group among the plural steps.

Abstract: Systems and methods for inserting a nanopore into a membrane covering a well are described herein. The membrane can be bowed outwards by establishing an osmotic gradient across the membrane in order to drive fluid into the well, which will increase the amount of fluid in the well and cause the membrane to bow outwards. Nanopore insertion can then be initiated on the bowed membrane.

Abstract: According to an exemplary embodiment of the present disclosure, a computer program stored in a computer readable storage medium is disclosed. The computer program includes instructions which cause a processor to execute steps, the steps including: classifying a first group and a second group by executing static analysis to a code including plural steps stated in Job Control Language (JCL), the first group including one or more steps where pipelining is available, the second group including one or more steps where pipelining is unavailable; determining a sequential or parallel execution of the plural steps based on a classification result; and transferring an output data of a first step to an input stream of a second step based on an order of steps included in the first group when processing steps included in the first group among the plural steps.

Abstract: Provided herein are methods and devices for controlled metering of a volume of fluid into a bioreactor chamber by use of a thermally-activated actuator that provides simultaneous temperature control and fluidic valve capability. The device may be an elastomeric valve assembly comprising: a thermally-activated actuator, a microfluidic cartridge and an elastomeric membrane operably connected to the thermally-activated actuator. Upon thermal activation of the thermally-activated actuator the elastomeric contact surface is forced into a lumen of the conduit of the microfluidic cartridge to fluidically seal the conduit, while the thermally-activated actuator is in thermal contact with a bioreactor chamber.

Abstract: Provided herein are methods and devices for controlled metering of a volume of fluid into a bioreactor chamber by use of a thermally-activated actuator that provides simultaneous temperature control and fluidic valve capability. The device may be an elastomeric valve assembly comprising: a thermally-activated actuator, a microfluidic cartridge and an elastomeric membrane operably connected to the thermally-activated actuator. Upon thermal activation of the thermally-activated actuator the elastomeric contact surface is forced into a lumen of the conduit of the microfluidic cartridge to fluidically seal the conduit, while the thermally-activated actuator is in thermal contact with a bioreactor chamber.