Abstract: A stamp tool holding device capable of holding a stamp tool while keeping a stamp surface of the stamp tool clean, a stamp tool positioning device that easily positions a stamp tool with respect to a transport head, a multi-element transfer device for efficiently transferring a transport object element such as an element using a stamp tool, and a method of manufacturing an element array using the same, wherein the stamp tool holding device has an installation stage on which a stamp tool is detachably installed. The installation stage has an installation surface on which a housing recess for accommodating a stamp layer of the stamp tool is formed, and a suction hole capable of detachably adsorbing a part of the stamp tool located around the stamp layer is formed on the installation surface.

Abstract: A surgical system for performing a capsulotomy of a lens capsule of an eye includes an elastic ring, a suction cup, an interface, a converter, and a control console. The elastic ring includes a conductive surface. The interface may be coupled to an air port and/or a fluid line of a phacomachine. The converter detects a pulse of air from the phacomachine via the interface, and produce an electrical signal in response. Fluid received from the phacomachine is delivered into the suction cup. The system is configured to remove the fluid from the suction cup and between the suction cup and a surface of the eye to form a suction seal. The control console is configured to, in response to receiving the electrical signal, drive a series of electrical pulses through the conductive surface of the elastic ring, causing the elastic ring to perform a tissue cutting operation.

Abstract: An animal behavior modification system includes: an animal behavior modification assembly configured for modifying a behavior of an animal, the animal behavior modification assembly including: a collar device configured for being worn by the animal; a stimulation apparatus attached to the collar device, the stimulation apparatus including a plurality of electrodes configured for providing an electrical stimulation to the animal; and a stimulation connection test apparatus attached to the collar device and electrically coupled with the stimulation apparatus and configured for determining whether the plurality of electrodes are adequately electrically coupled with the animal, the stimulation connection test apparatus being spaced apart from the stimulation apparatus.

Abstract: An object of the present disclosure is to distribute content with a high quality and low latency without being limited by a low-rate and unstable network and a low-capacity reception-side edge servers while maintaining sufficient traffic reduction effects. A content distribution system according to the present disclosure converts part of communication for distribution into multicast communication. In the content distribution system, a transmission-side edge server (UC/MC) generates and transmits a plurality of multicast streams having different transfer rates for the same input content, and a reception-side edge server (MC/UC) selects and receives a multicast stream having a desired transfer rate among the plurality of transmitted multicast streams.

Abstract: The invention relates to a method for producing a lamination stack for a rotor and/or a stator of an electric machine, wherein the lamination stack is produced of a stack of disk- or ring-shaped sheet metal laminations which are assembled of sub-segments that each have a radial outer edge, a radial inner edge and two lateral edges, wherein the sub-segments are stamped out of a sheet metal strip having a strip longitudinal direction that corresponds to a rolling direction of the sheet metal strip.

Abstract: The present disclosure relates to a crosslinking ligand, a method for patterning a nanoparticle layer, a quantum dot light-emitting device, and a display device. The crosslinking ligand includes: at least two coordinating groups, at least one photosensitive degradation group and at least one thermosensitive crosslinking group, both of which are connected between the coordinating groups. The method for patterning the nanoparticle layer includes: forming a nanoparticle layer on a substrate; attaching a solution containing the crosslinking ligand to the substrate, to allow the crosslinking ligand to form a crosslinking between nanoparticles; performing a light irradiation treatment on a preset region of the substrate; removing the nanoparticles in the preset region; and performing a heat treatment on the substrate. The present disclosure does not need to design the structure of the ligand of the nanoparticles, and can form a nanoparticle layer with high resolution, simple process and high realizability.

Abstract: An electronic device includes a display module, and a side housing surrounding a side surface of the display module and formed of a conductive material. A protection member covers a part of the side housing and the display module. The protection member includes a first portion facing the display module and a second portion facing the side housing. A first conductive member is disposed in at least a part of the first portion of the protection member and is formed of a conductive material. A second conductive member is disposed in at least a part of the second portion of the protection member, is connected to the first conductive member, and is formed of a conductive material. A separation space is disposed between the second conductive member and the side housing, and an antenna is electrically connected to the side housing such that the side housing functions as an antenna.

Abstract: A system and/or method to control operation of an implantable medical device in response to sensed occurrence of a designated physical action intentionally performed by the patient.

Abstract: Described herein is an oral appliance. The oral appliance includes upper and lower trays that each include at least one axial spring configured to contact a palatal/lingual surface of at least one tooth, where each axial spring is coupled to the respective upper or lower tray, and where each axial spring is configured to produce and transmit intermittent, cyclic forces to the palatal/lingual surface of the tooth to promote palatal and upper/lower jaw development. The upper and lower trays each include an expansion mechanism to enable adjustment of the size of the upper and lower trays to account for palatal expansion and upper and lower jaw development. The oral appliance includes first and second adjustable positioners positioned on the upper tray and fins formed integrally on the lower tray so that the oral appliance advances the mandible to provide temporary relief from sleep disordered breathing, sleep apnea and/or snoring.

Abstract: An image processing method and an image processing apparatus are provided. In the method, first encoding is performed on an input image, to output a first noisy image. De-noising is performed on the first noisy image, to output a first de-noised image. De-noising is performed on the input image according to the first de-noised image, to output a first image.

Abstract: A method of processing data frames for transmission on a wireless access interface of a wireless communications system, the method comprising receiving a first data frame comprising a first protocol header, the first protocol header associated with a medium access control (MAC) frame format for data transmission within a local area network (LAN), applying header compression in accordance with a header compression context to the first data frame by compressing one or more protocol header fields of the first protocol header to form a first compressed data frame for transmission on the wireless access interface, receiving a second data frame comprising a second protocol header associated with the MAC frame format, and determining that none of the fields of the second protocol header are to be compressed in accordance with the header compression context before the second data frame is transmitted on the wireless access interface.

Abstract: A delivery device includes a handle, a first sheath having a proximal end portion connected to the handle, a second sheath through which the first sheath is inserted, the second sheath translatable relative to the handle in a longitudinal direction of the delivery device, a third sheath through which the second sheath is inserted and a length adjustment mechanism. A distance in the longitudinal direction of the delivery device between a proximal end of the first sheath and a distal end of the third sheath defines a separation distance. The length adjustment mechanism adjusts the separation distance between a first length and a second length. The second length is longer than the first length.

Abstract: The present invention relates to chimeric binding agents and compositions comprising the same. The invention further relates to polynucleotides encoding the chimeric binding agent and vectors and host cells comprising the same. The invention further relates to methods of using the chimeric binding agents to mediate antibody-dependent cellular cytotoxicity of epithelial cancer cells and methods of treating epithelial cell cancers.

Abstract: High-molecular-weight fucan compositions comprising a therapeutically effective, medically acceptable fucan in a composition comprising wherein the fucan, for example, has a molecular weight distribution in which more than 60% w/w of the composition has a molecular weight above 100 kDa.

Abstract: A data cable and a charging device are provided. The data cable includes a type-A interface and a type-C interface. The type-A interface and the type-C interface each includes a VBUS pin, a CC pin, a D+ pin, a D- pin, and a GND pin. A circuit identification module is disposed in the data cable, and the circuit identification module includes a switch circuit, a filtering circuit, a voltage regulator circuit, and a comparator circuit. The switch circuit is connected to a CC pin of the type-C interface, an output end of the voltage regulator circuit, a CC pin of the type-A interface, and an output end of the comparator circuit. Under the control of the comparator circuit, the switch circuit connects the CC pin of the type-C interface to the CC pin of the type-A interface or the output end of the voltage regulator circuit.

Abstract: A technique of producing a liquid crystal device, comprising: providing an assembly comprising a liquid crystal material contained directly between a polariser component and a first control component including a stack of layers defining electrical control circuitry; and containing further liquid crystal material directly between said polariser component of said assembly and another control component including another stack of layers defining electrical control circuitry.

Abstract: Proposed are a spacer and a method of manufacturing the spacer. The spacer includes a body portion configured as a single structure and formed of a shape memory material, the body portion supporting teeth at both sides of a tooth loss space. Furthermore, the body portion includes a first grip portion surrounding a part around a tooth disposed at a first side with respect to the tooth loss space, a second grip portion surrounding a part around a tooth disposed at a second side with respect to the tooth loss space, and a bridge connecting the first grip portion and the second grip portion to each other. Furthermore, the first grip portion and the second grip portion have curved shapes open toward directions opposite to each other. Furthermore, the method includes a data obtaining process, a data processing process, and a laser cutting process.

Abstract: Disclosed are a silicon carbide wafer and a method of manufacturing the same. The silicon carbide wafer includes an upper surface and a lower surface, the upper surface includes a first target region, the first target region being within 85% of a radius of the upper surface based on a center of the upper surface, a first peak omega angle measured at intervals of 15 mm in a first direction in the first target region is within ?1° to +1° based on a peak omega angle measured at the center of the upper surface, and the first direction is a [1-100] direction and a direction passing through the center of the upper surface.

Abstract: A method for monitoring hydraulic fracturing range of a surface vertical shaft is provided by the present disclosure, belonging to the technical field of ultrahigh-pressure hydraulic fracturing monitoring of the coal mine vertical shafts.

Abstract: A bipolar plate for a fuel cell for generation of electrical power has a bipolar plate body having a first surface. The bipolar plate body has at least one gas flow channel on the first surface, the gas flow channel defining a first gas flow channel side wall and an opposite second gas flow channel side wall, and the gas flow channel running in a first direction to expose the electrode to the reactant. The bipolar plate also has at least one electrical conductor to run at least partly parallel to the first direction within the bipolar plate body behind the first gas flow channel side wall and/or the second gas flow channel side wall, such that, when a voltage is applied to the electrical conductor, the electrical conductor forms an electromagnetic field, the electromagnetic field to accelerate the reactant at least partly in the direction of the electrode.

Abstract: Circuit devices include a first chip that includes functional blocks. A second chip has routing circuitry that provides configurable signal communications between functional blocks of the first chip and configuration memory that controls the routing circuitry and that further controls operation of the functional blocks of the first chip.

Abstract: The present disclosure provides a novel compound and an organic light emitting device including the same.

Abstract: Capacitive coupling may enable more tightly synchronized operation of components in a multi-domain distributed driver that provides slope-controlled switching of differential signal lines. One illustrative distributed driver includes: a first set of transistors each coupled to drive a first bus line; a first set of delay elements configured to enable and disable the first set of transistors sequentially; a second set of transistors each coupled to drive a second bus line; a second set of delay elements configured to enable and disable the second set of transistors sequentially; and at least one capacitance coupling a first node in the first set of delay elements to a corresponding second node in the second set of delay elements to synchronize signal transitions at the first and second nodes.

Abstract: A system for real-time detecting cancer by analyzing unprocessed blood. The system includes a sensor, an electrical stimulator-analyzer connected to the sensor, and a processing unit connected to the electrical stimulator-analyzer. The sensor includes three electrodes including a working electrode, a counter electrode, and a reference electrode configured to be put in contact with an unprocessed blood sample. The processing unit is configured to perform a method. The method includes applying a set of voltages between the reference electrode and the working electrode utilizing the stimulator-analyzer, measuring a produced set of currents between the counter electrode and the working electrode utilizing the stimulator-analyzer, measuring a level of a ratio of low-density neutrophils (LDNs) to high-density neutrophils (HDNs) in the unprocessed blood sample by measuring a maximum current of the measured set of currents, and detecting a cancer disease if the measured maximum current is less than a threshold value.

Abstract: Improvement of noise characteristics is achievable. A solid-state imaging device according to an embodiment includes a plurality of photoelectric conversion elements (333) arranged in a two-dimensional grid shape in a matrix direction and each generating a charge corresponding to a received light amount, and a detection unit (400) that detects a photocurrent produced by the charge generated in each of the plurality of photoelectric conversion elements. A chip (201a) on which the photoelectric conversion elements are disposed and a chip (201b) on which at least a part of the detection unit is disposed are different from each other.

Abstract: A system and method for use with optical coherence tomography (OCT) data to identify a target pathology extracts multiple pathology-characteristic images from the OCT data. The extracted pathology-characteristic images may include a mixture of OCT structural images (including retinal layer thickness information) and OCT angiography images. Optionally, other pathology-characteristic images and data maps (mapped to corresponding positions in the OCT data), such as fundus images and visual field test maps may be accessed as additional pathology-characteristic images. Each pathology-characteristic image defines a different image channel (e.g., “color channel”) per pixel in a composite, channel-coded image, which is then used to train a neural network to search for the target pathology in OCT data. The trained neural network may then receive new composite, channel-coded image and identify/segment the target pathology within the new channel-coded image.

Abstract: Tracking aircraft in and near a ramp area is described herein. One method includes receiving camera image data of an aircraft while the aircraft is approaching or in the ramp area, receiving LIDAR/Radar sensor data of an aircraft while the aircraft is approaching or in the ramp area, merging the camera image data and the LIDAR/Radar sensor data into a merged data set, and wherein the merged data set includes at least one of: data for determining the position and orientation of the aircraft relative to the position and orientation of the ramp area, data for determining speed of the aircraft, data for determining direction of the aircraft, data for determining proximity of the aircraft to a particular object within the ramp area, and data for forming a three dimensional virtual model of at least a portion of the aircraft from the merged data.

Abstract: Novel membranes suitable for use in separation applications are described, as well as processes by which the membranes are made and uses of the membranes in a range of separation applications. The membranes are obtainable by an interfacial polymerisation reaction involving two monomers, in which at least one of the monomers comprises oligomeric portions that are suitable for tuning the separation characteristics of the membrane, particularly in liquid separations, such as organic solvent nanofiltration.

Abstract: [Object] To provide an individually wrapped absorbent article that can be smoothly opened and includes an adhesive tab tape having a sufficient adhesive strength even in a post-process. [Means of Achieving the Object] An adhesive tab tape 4 includes an upper layer tape 4A and a lower layer tape 4B. The upper layer tape 4A includes an upper layer substrate 20 and an upper layer adhesive 21 that is applied to the lower surface of the upper layer substrate 20. The lower layer tape 4B is removably laminated on the lower side of the upper layer adhesive 21, and includes a lower layer substrate 22 and a lower layer adhesive 23 that is applied to the lower surface of the lower layer substrate 22. The lower layer adhesive 23 of the lower layer tape 4B is disposed on the surface of a folded portion in a rear region AB, and a portion of the lower layer substrate 22 extends across an opening start end 14 from the lower layer adhesive 23 to the surface of a folded portion in a front region AF.

Abstract: A soil compacting device includes an upper mass and a lower mass which is coupled to the upper mass by a spring. The lower mass is movable relative to the upper mass and comprises a ground contact element for soil compaction. A drive for generating a working movement of the ground contact element is provided on the upper mass, the drive has a tamping device and an electric motor for driving the tamping device. The tamping device has a crank wheel that can be driven in rotating manner by the electric motor, a connection rod coupled to the crank wheel, and a tamping piston which can be moved in reciprocating fashion and is coupled to the connection rod and which interacts with the spring. The electric motor has a stator and a rotor. The rotor is rigidly or elastically coupled to the crank wheel.

Abstract: Systems, devices, and methods for generating an orbital confinement fusion reaction are described. An orbital confinement fusion device can include a cathodic inner electrode defining a longitudinal axis of the device. The inner electrode can include an emitter material. The orbital confinement fusion device can include an anodic outer electrode, concentric with the longitudinal axis and defining a chamber between the inner electrode and the outer electrode. The orbital confinement fusion device can also include a plurality of magnetic field generators disposed in a coaxial arrangement relative to the longitudinal axis. The plurality of magnetic field generators can be configured to form a magnetic field parallel to the longitudinal axis in the chamber.

Abstract: The invention relates to: composite elements comprising a thermoplastic material and a polyurethane adhering to said thermoplastic material; a method for producing same; and the use thereof.

Abstract: The present technology relates to a signal processing apparatus, a signal processing method, and a display apparatus that may reduce the effect of deterioration in element of a display panel. Provided is a signal processing apparatus including a signal processing unit configured to acquire, in changing a video signal from a low luminance display signal to a high luminance display signal by luminance enhancement, an accumulated load increase amount obtained by measuring and accumulating amounts of increase in load on a display panel caused by luminance enhancement, and adaptively control, in reference to the accumulated load increase amount acquired, a first gain for improving luminance of the video signal, according to a degree of effect of deterioration in element of the display panel. The present technology is applicable to self-luminous display apparatuses, for example.

Abstract: A Hold Down Release Mechanism, HDRM, interface for attachment of a spacecraft to an adjacent structure of a launch vehicle or another spacecraft, wherein the HDRM interface is configured for forming part of a single or multi-point releasable attachment of the spacecraft to said adjacent structure. The HDRM interface includes first and second connector parts, wherein one of the first and second connector parts is fastened to said adjacent structure, and other is fastened to the spacecraft; wherein the first connector part has a tapered projection with a non-circular external surface; wherein the second connector part has a tapered recess with a non-circular interior surface configured for form-lockingly receiving the tapered projection, for enabling transfer of torsion and shear load between the first and second connector parts, when the tapered projection is inserted in the tapered recess and the first and second connector parts are pressed together.

Abstract: This document describes techniques and systems for machine-learning-based super resolution of radar data. A low-resolution radar image can be used as input to train a model for super resolution of radar data. A higher-resolution radar image, generated by an effective, but costly in terms of computing resources, traditional super resolution method, and the higher-resolution image can serve as ground truth for training the model. The resulting trained model may generate a high-resolution sensor image that closely approximates the image generated by the traditional method. Because this trained model needs only to be executed in feed-forward mode in the inference stage, it may be suited for real-time applications. Additionally, if low-level radar data is used as input for training the model, the model may be trained with more comprehensive information than can be obtained in detection level radar data.

Abstract: A microwave ablation antenna based on a spiral slot, including a conical ablation needle head and a semi-rigid coaxial needle rod. A front end of the semi-rigid coaxial needle rod is interconnected with a tail end of the ablation needle head. An outer conductor behind a connection is provided with a plurality of optimizable spiral slots for radiation, and a plurality of annular slots are not formed or formed behind the spiral slots for impedance matching and radiation. Energy is transmitted along a semi-rigid co-axis and is efficiently radiated at the slots.

Abstract: A scanning electron microscope (SEM) includes an electron gun, a deflector, an objective lens, first and second detectors each configured to detect emission electrons emitted from the wafer based on the input electron beam being irradiated on the wafer, a first energy filter configured to block electrons having energy less than a first energy among emission electrons emitted from a wafer based on an input electron beam from being detected by the first detector, and a second energy filter configured to block electrons having energy less than second energy among the emission electrons from being detected by the second detector.

Abstract: The present disclosure relates to an artificial intelligence apparatus capable of classifying and detecting an item of an unseen class having high visual similarity to an item of a seen class that has been learned and known in advance, and a method for detecting an unseen class items thereof, and when the item image is input, generate encoded data by encoding the item image, generate decoded data by decoding the encoded data using a codebook of a plurality of codebooks in which encoded data for each item class is stored, corresponding to a pre-learned item class, and detect the unknown item by classifying the class of the item image based on the generated decoded data.

Abstract: The disclosure relates to the technical field of program testing, and specifically provides a test result monitoring method and an apparatus for an application program, and a storage medium, aiming to solve the problem of how to precisely test changed code in an application program, thereby improving testing efficiency. To this end, the method of the disclosure includes: obtaining difference code of program code of an application program to be tested with respect to program code of a target application program; obtaining a code test result for the difference code based on a program test result for the application program to be tested, to monitor whether the difference code has been tested so that the difference code that has not been tested can be precisely identified for testing, where the program test result at least includes a respective result associated with each line of code in the application program to be tested.

Abstract: A suspension includes an ophthalmic active ingredient suspended in a formulation vehicle including a suspending agent and a non-ionic cellulose derivative. The ophthalmic active agent is present as particles having DV90 < 5 µm and Dv50< 1 µm. The suspension may be administered to a patient for treating an ophthalmic inflammatory condition.

Abstract: A method for fabricating a semiconductor device is provided. The method includes forming a first memory cell and a second memory cell over a substrate, wherein each of the first and second memory cells comprises a bottom electrode, a resistance switching element over the bottom electrode, and a top electrode over the resistance switching element; depositing a first dielectric layer over the first and second memory cells, such that the first dielectric layer has a void between the first and second memory cells; depositing a second dielectric layer over the first dielectric layer; and forming a first conductive feature and a second conductive feature in the first and second dielectric layers and respectively connected with the top electrode of the first memory cell and the top electrode of the second memory cell.

Abstract: A recording device includes a recorder, a placement portion, an adjustment mechanism, a movement mechanism, a medium detector, an input portion, and a notification portion. The recorder performs a first operation of moving the placement portion to a first position to cause at least a portion of the placement portion to be located at a detection position, causing the medium detector to detect, at the first position, whether or not the medium is at a reference position, and causing the notification portion to notify information based on a detection result of the medium detector, and a second operation of moving the placement portion to cause an entire region of the placement portion in a second direction to pass through the detection position, causing the medium detector to detect whether or not the medium is at the reference position while the medium is passing through the detection position, and causing the notification portion to notify the information based on the detection result of the medium detector.

Abstract: A self-contained battery assembly is provided that is configured to be removably coupled to a watercraft. The battery assembly comprises a waterproof housing including a top portion and a bottom portion that houses a plurality of battery modules. The battery assembly includes a plurality of battery separators manufactured from a material to provide passive protection against thermal event propagation and an electronics module. Each of the battery modules is surrounded on four sides by the one or more of the plurality of battery separators. The plurality of battery separators are disposed within the housing and in physical contact with the top portion and the bottom portion.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for rating tasks and policies using conditional probability distributions derived from equilibrium-based solutions of games. One of the methods includes: determining, for each action selection policy in a pool of action selection policies, a respective performance measure of the action selection policy on each task in a pool of tasks, processing the performance measures of the action selection policies on the tasks to generate data defining a joint probability distribution over a set of action selection policy — task pairs, and processing the joint probability distribution over the set of action selection policy — task pairs to generate a respective rating for each action selection policy in the pool of action selection policies, where the respective rating for each action selection policy characterizes a utility of the action selection policy in performing tasks from the pool of tasks.

Abstract: The present disclosure provides a new wet atomic layer etch (ALE) process for etching copper. More specifically, the present disclosure provides various embodiments of methods that utilize new etch chemistries for etching copper in a wet ALE process. By utilizing the new etch chemistries disclosed herein within a wet ALE process, the present disclosure provides a highly selective etch of copper with monolayer precision.

Abstract: A touring skibinding (1) comprises a support element (2) which can be fastened to the ski, a bearing element (3) with a skiboot reception (4) which is designed in such a way that the skiboot (5) can be mounted in the skiboot reception (4) such that the skiboot can pivot about a first pivot axis (S1) with respect to the skiboot reception (4) and a convex supporting surface (6) on which the skiboot (5) can roll, the bearing element (3) being connected to the support element (2) so as to be pivotable about a second pivot axis (S2) from an initial state into a pivoted state, wherein the skiboot (5) is moveable from a standing state, in which the skiboot (5) stands on the convex supporting surface (6), into a pulling state, in which the skiboot (5) is at least partially lifted from the convex supporting surface (6), wherein, starting from the standing state, the skiboot (5) is movable on the convex supporting surface (6) in the direction of the pulling state in such a manner that the skiboot (5) rolls on the conve

Abstract: A display device includes: a light emitting element; a first driving transistor between a first node and the light emitting element; a second driving transistor between the first node and the light emitting element; a switching transistor between a data line and the first node; a first compensation transistor between a first control electrode of the first driving transistor and a second node, and configured to receive a first compensation scan signal; a second compensation transistor between a second control electrode of the second driving transistor and the second node, and configured to receive a second compensation scan signal; a first initialization transistor between the first control electrode of the first driving transistor and a first initialization voltage line; and a second initialization transistor between the second control electrode of the second driving transistor and a second initialization voltage line.

Abstract: The objective of the present invention is to ascertain easily a positional relationship between a tool and a workpiece in a machining program, in order to stop a machine tool in accordance with the purpose. This control device for controlling a machine tool on the basis of a machining program is provided with an extracting unit for extracting, from blocks included in the machining program, a block of the machining program in which the tool and the workpiece in the machine tool are in a predetermined state, as a stopping position candidate, in accordance with the purpose of stopping the machine tool.

Abstract: A storage device includes a power supply device including an auxiliary power supply device providing auxiliary power, configured to generate a deterioration monitoring signal indicating a degree of deterioration of the auxiliary power supply device, and configured to generate an output voltage based on external power or the auxiliary power; and a main system configured to operate based on the output voltage and perform a dump operation for backing up data in a sudden power off (SPO) situation, wherein the main system compares the degree of deterioration of the auxiliary power supply device with a preset reference value in response to the deterioration monitoring signal, and generates a voltage scaling command for controlling the power supply device to convert an average voltage level of the output voltage to a dynamic voltage scaling (DVS) level based on a result of the comparison.

Abstract: Implementations described and claimed herein provide systems and methods for a framework to achieve completion optimization for waterflood field reservoirs. The proposed methodology leverages adequate data collection, preprocessing, subject matter expert knowledge-based feature engineering for geological, reservoir and completion inputs, and state-of-the-art machine-learning technologies, to indicate important production drivers, provide sensitivity analysis to quantify the impacts of the completion features, and ultimately achieve completion optimization. In this analytical framework, model-less feature ranking based on mutual information concept and model-dependent sensitivity analyses, in which a variety of machine-learning models are trained and validated, provides comprehensive multi-variant analyses that empower subject-matter experts to make a smarter decision in a timely manner.