Abstract: Electric submersible pumping systems are exposed to harsh chemicals in the downhole environment. Conductors used in the electric submersible pumping system must be shielded against these chemicals. To improve the resistance of conductors to hydrogen sulfide and other aggressive chemicals, an improved insulation system includes an interior layer applied to the conductor, a first outer layer, and an intermediate layer between the interior layer and the first outer layer. The intermediate layer can be a nano-composite layer that includes a mixture of nanoparticles in a polyether ether ketone (PEEK) polymer.

Abstract: A T-Cell receptor (TCR) specific embedding model uses a bidirectional long short-term memory (LSTM) to generate representations for TCR sequences and predict a “next token” in a TCR sequence. The embedding model can be trained in an unsupervised manner using a large collection of TCR sequences, and can be combined with downstream models to perform tasks, such as a TCR-epitope binding prediction model and a clustering algorithm. The embedding model demonstrates significant of prediction improvement when compared to existing models.

Abstract: In one embodiment, a stirring system has a stirring assembly, a threaded leadscrew, and a multi-motion assembly adapted to travel along the leadscrew and accompanying parallel guide rods. The multi-motion assembly (i) has a timing pulley for powering the stirring assembly via a timing belt and (ii) converts the rotation of the leadscrew into either travel along the leadscrew in an engaged state or rotation of the timing pulley in a disengaged state. The multi-motion assembly includes (i) a screw-nut having an inside thread matching the leadscrew's thread and (ii) a clutch sub-assembly. The clutch sub-assembly (i) prevents the screw nut from rotating with the leadscrew in the engaged state, such that leadscrew rotation causes linear movement of the multi-motion assembly and (ii) allows the screw nut to rotate with the leadscrew in the disengaged state, such that leadscrew rotation causes corresponding rotation of the screw nut and timing pulley.

Abstract: In one embodiment, a stirring system has a stirring assembly, a threaded leadscrew, and a multi-motion assembly adapted to travel along the leadscrew and accompanying parallel guide rods. The multi-motion assembly (i) has a timing pulley for powering the stifling assembly via a timing belt and (ii) converts the rotation of the leadscrew into either travel along the leadscrew in an engaged state or rotation of the timing pulley in a disengaged state. The multi-motion assembly includes (i) a screw-nut having an inside thread matching the leadscrew's thread and (ii) a clutch sub-assembly. The clutch sub-assembly (i) prevents the screw nut from rotating with the leadscrew in the engaged state, such that leadscrew rotation causes linear movement of the multi-motion assembly and (ii) allows the screw nut to rotate with the leadscrew in the disengaged state, such that leadscrew rotation causes corresponding rotation of the screw nut and timing pulley.

Abstract: In one embodiment, a washing system including a nozzle assembly having a nozzle and having formed therein a rinse passageway and a waste passageway. Each passageway has first and second ends. The first end of the waste passageway is adapted to be coupled to a waste pump adapted to remove waste fluid via a waste aperture defining the second end of the waste passageway. The first end of the rinse passageway is adapted to be coupled to a rinse pump adapted to provide rinse fluid via a rinse aperture defining the second end of the rinse passageway. The nozzle is coupled to the rinse aperture and is adapted to rotate and direct flow of the rinse fluid outwardly while rotating.

Abstract: In one embodiment, a washing system including a nozzle assembly having a nozzle and having formed therein a rinse passageway and a waste passageway. Each passageway has first and second ends. The first end of the waste passageway is adapted to be coupled to a waste pump adapted to remove waste fluid via a waste aperture defining the second end of the waste passageway. The first end of the rinse passageway is adapted to be coupled to a rinse pump adapted to provide rinse fluid via a rinse aperture defining the second end of the rinse passageway. The nozzle is coupled to the rinse aperture and is adapted to rotate and direct flow of the rinse fluid outwardly while rotating.

Abstract: In one embodiment, a washing system including a nozzle assembly having a nozzle and having formed therein a rinse passageway and a waste passageway. Each passageway has first and second ends. The first end of the waste passageway is adapted to be coupled to a waste pump adapted to remove waste fluid via a waste aperture defining the second end of the waste passageway. The first end of the rinse passageway is adapted to be coupled to a rinse pump adapted to provide rinse fluid via a rinse aperture defining the second end of the rinse passageway. The nozzle is coupled to the rinse aperture and is adapted to rotate and direct flow of the rinse fluid outwardly while rotating.

Abstract: In one embodiment, a washing system including a nozzle assembly having a nozzle and having formed therein a rinse passageway and a waste passageway. Each passageway has first and second ends. The first end of the waste passageway is adapted to be coupled to a waste pump adapted to remove waste fluid via a waste aperture defining the second end of the waste passageway. The first end of the rinse passageway is adapted to be coupled to a rinse pump adapted to provide rinse fluid via a rinse aperture defining the second end of the rinse passageway. The nozzle is coupled to the rinse aperture and is adapted to rotate and direct flow of the rinse fluid outwardly while rotating.

Abstract: Improved sampler apparatus and methods for dissolution testing include a controller that determines whether several different dissolution testing methods can be performed concurrently by the sampler and controls the sampler in response to the determination; fluid delivery apparatus adapted to pierce a septum and to deliver fluid to or from a collection receptacle through a first aperture, and to permit air flow to or from the collection receptacle through a second aperture; a syringe pump including a distributor having apertures through which fluid flows into and out of the pump chamber, the piston of the syringe pump being moveable adjacent the apertures; and/or a leak sensor responsive to the presence of spilled fluids.

Abstract: Improved sampler apparatus and methods for dissolution testing include a controller that determines whether several different dissolution testing methods can be performed concurrently by the sampler and controls the sampler in response to the determination; fluid delivery apparatus adapted to pierce a septum and to deliver fluid to or from a collection receptacle through a first aperture, and to permit air flow to or from the collection receptacle through a second aperture; a syringe pump including a distributor having apertures through which fluid flows into and out of the pump chamber, the piston of the syringe pump being moveable adjacent the apertures; and/or a leak sensor responsive to the presence of spilled fluids.

Abstract: For intrinsic dissolution testing, a drug pellet (i.e., the dissolution test sample) is retained within a cylindrical recess in a sample holder that is placed at the bottom of a dissolution vessel containing an appropriate dissolution medium with the sample holder oriented with the drug pellet facing up. During the testing cycle, the dissolution medium may be stirred, e.g., using a conventional USP 2 rotating paddle, while the sample holder (and drug pellet) remain stationary at the bottom of the vessel. The orientation of the drug pellet during testing (i.e., facing up) decreases the likelihood of retention of air bubbles formed at the surface of the drug pellet (which bubbles could otherwise decrease the effective dissolution rate), thereby providing more accurate and consistent intrinsic dissolution test results.