Abstract: Disclosed is a floating platform integrating wave attenuation with marine energy power generation and a working method thereof, the platform includes a breakwater, a tuned damping wave energy converter, and an offshore floating wind turbine. The breakwater includes double-cylindrical-boxes and connecting bulkheads, and a moon pool area is formed in a middle of the breakwater; the offshore floating wind turbine and the tuned damping wave energy converter are both connected to the breakwater through a connecting rod. A circular groove is formed on an inner side of each of the connecting bulkheads of the breakwater. The breakwater provides the floating base and power generation environment for the offshore floating wind turbine and the tuned damping wave energy converter, and a plurality of the tuned damping wave energy converters can be disposed, and are evenly distributed beneath the offshore floating wind turbine.

Abstract: A method includes receiving a textual prompt in a first language and obtaining a fine-tuned prompt embedding configured to guide a large language model (LLM) to generate text in a target language from textual prompts in the first language. The method also includes processing, using the LLM, the textual prompt conditioned on the fine-tuned prompt embedding to generate output text in the target language and concatenating the textual prompt and the generated output text to provide an unspoken textual utterance. The method also includes training a multilingual automatic speech recognition (ASR) model to learn how to recognize speech in the target language by injecting the unspoken textual utterance into a text encoder associated with the multilingual ASR model.

Abstract: A data processing method includes: acquiring a first intersection set, acquiring a second intersection set, calculating an intersection between the first intersection set and the second intersection set to obtain an intersection result set that includes an intersecting portion of the first intersection data and the second intersection data, and obfuscating the intersection result set to obtain an obfuscation set that includes obfuscated data based on data in the second intersection set and an intersection data set based on the intersection result set.

Abstract: A method for federated data query includes: using, by a first electronic device, a joint query statement corresponding to a federated data query to obtain at least one operator containing a joint query operator; transforming the joint query operator to a first joint security operator; determining first data for intersection on the first electronic device by executing the first joint security operator, receiving second data for intersection from a second electronic device involved in the federated data query, and performing joint computing on the first data for intersection and the second data for intersection in a form of a ciphertext to obtain a joint data table; and determining a federated data query result corresponding to the at least one operator based on the joint data table.

Abstract: This disclosure relates to a method for vertical federated learning. In multiple participation nodes deployed in a multi-way tree topology, an upper-layer participation node corresponds to k lower-layer participation nodes. After the upper-layer participation node and the k lower-layer participation nodes exchange public keys with each other, the upper-layer participation node performs secure two-party joint computation with the lower-layer participation nodes with a first public key and second public keys as encryption parameters to obtain k two-party joint outputs of a federated model. Further, the upper-layer participation node aggregates the k two-party joint outputs to obtain a first joint model output corresponding to the federated model. As such, a multi-way tree topology deployment-based vertical federated learning architecture is provided, improving the equality of each participation node in a vertical federated learning process.

Abstract: A method for locating a clock fault includes that a network device locates a clock fault source based on whether first frequency offsets between a plurality of input clocks and a local clock exceed a frequency offset threshold, or based on whether second frequency offsets between the input clocks exceed a relative frequency offset threshold.

Abstract: A secure multi-party computation method and apparatus, a device, and a storage medium are provided, which belong to the field of data security technologies. The method includes: performing homomorphic encryption processing on first plaintext data to generate first ciphertext data; transmitting encrypted data containing the first ciphertext data to a second node device; receiving difference ciphertext data transmitted by the second node device; and decrypting the difference ciphertext data to obtain a positive and negative property of a difference between the first plaintext data and the second plaintext data. The foregoing method and apparatus, device, and storage medium are conducive to reducing the number of times of communications of secure multi-party computation, have low communication overhead and high computation efficiency, and enable magnitude comparison and equality testing to be performed simultaneously.

Abstract: Disclosed is a floating platform integrating wave attenuation with marine energy power generation and a working method thereof, the platform includes a breakwater, a tuned damping wave energy converter, and an offshore floating wind turbine. The breakwater includes double-cylindrical-boxes and connecting bulkheads, and a moon pool area is formed in a middle of the breakwater; the offshore floating wind turbine and the tuned damping wave energy converter are both connected to the breakwater through a connecting rod. A circular groove is formed on an inner side of each of the connecting bulkheads of the breakwater. The breakwater provides the floating base and power generation environment for the offshore floating wind turbine and the tuned damping wave energy converter, and a plurality of the tuned damping wave energy converters can be disposed, and are evenly distributed beneath the offshore floating wind turbine.

Abstract: A conductive terminal is suitable for being installed in a terminal receiving slot of a base, and includes a main body, an elastic arm portion and a foot connecting portion. The main body includes a holding portion and a buckle portion. The elastic arm portion includes a reversed folded portion, an abutment portion, a bending portion and a conductive portion. The reversed folded portion extends downward from a lower surface of the main body and extends upward after being folded. The abutment portion is opposite to the main body, and located between the reversed folded portion and the bending portion. The bending portion is connected to the abutment portion and the conductive portion. The foot connecting portion is connected to the main body or the reversed folded portion, and provided with a ball soldering member for connecting to soldering balls.

Abstract: Methods, apparatus, computer devices, products, and storage medium are described for generating tree-structure storage data for a graph structure, applicable to the fields of cloud computing or the Vehicle of Internet. One method includes: obtaining data of a graph structure comprising vertex data of at least one vertex of the graph structure and edge data of at least one edge of the graph structure; constructing memory data of a tree structure for the data of the graph structure in a memory of the computer device; constructing a plurality of disk blocks in a storage device based on the memory data of the tree structure; and storing the data of the root node, the data of each first-subnode, and data of a subtree using each second-subnode as a root node into corresponding disk blocks respectively, to obtain the storage data of the tree structure for the graph structure.

Abstract: Methods for modeling contact pairs in a model of a physical object include generating a contact pair including a contact surface and a target surface, where the contact pair further includes contact elements of the contact surface and the target surface, splitting the contact pair into contact sub-pairs along splitting boundaries, augmenting each contact sub-pair with contact elements from adjacent contact sub-pairs at the splitting boundaries, distributing the augmented contact sub-pairs to a plurality of parallel processors for finite element solutions of the contact sub-pairs, receiving the finite element solutions of the contact sub-pairs from the plurality of parallel processors, and combining the finite element solutions of the contact sub-pairs into finite element solutions of the contact pair.

Abstract: This disclosure is a stator assembly of a water pump. The stator assembly includes a shell seat and a stator component. The shell seat includes an inner side wall and hooks. The stator component includes a bobbin, a silicon lamination set and a wiring set. The bobbin covers the silicon lamination set and exposes an outer peripheral surface of the silicon lamination set. The wiring set is arranged on the bobbin, and snapping holes are disposed on a bottom side of the bobbin. The inner side wall is attached to the outer peripheral surface, and the snapping holes are engaged with the hooks. Therefore, the stator component may be firmly integrated into the shell seat through simple positioning structures.

Abstract: A magnetic confinement fusion reactor includes a host hall, and a host including a Dewar system, a cold shield system, a superconducting magnet system, a vacuum chamber system, a divertor system, a blanket system, a remote operation system, and a maintenance system. The superconducting magnet system includes a central solenoid magnet, a poloidal field magnet, and a toroidal field magnet. The central solenoid magnet is configured to provide necessary volt-seconds. The poloidal field magnet is configured to generate a poloidal magnetic field. The toroidal field magnet is configured to generate a toroidal magnetic field. The plasma is confined by the toroidal magnetic field and the poloidal magnetic field. The vacuum chamber system is provided with a neutron shielding block to protect the superconducting magnets from being damaged by fusion neutrons.

Abstract: Corn fiber gum (CFG) production via a path without a starch removal step, using sodium hydroxide during the extraction, eliminating the use of hydrogen peroxide throughout the process, and recovering CFG by spray drying is provided. Calcium hydroxide may also be used during the alkaline extraction to improve the color of the extracted CFG.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network to perform any one or more of a variety of machine learning tasks. For example, the neural network can be configured as a generative neural network, e.g., an autoregressive generative neural network.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network to perform any one or more of a variety of machine learning tasks. For example, the neural network can be configured as a generative neural network, e.g., an autoregressive generative neural network.

Abstract: A magnetic confinement fusion reactor includes a host hall, and a host including a Dewar system, a cold shield system, a superconducting magnet system, a vacuum chamber system, a divertor system, a blanket system, a remote operation system, and a maintenance system. The superconducting magnet system includes a central solenoid magnet, a poloidal field magnet, and a toroidal field magnet. The central solenoid magnet is configured to provide necessary volt-seconds. The poloidal field magnet is configured to generate a poloidal magnetic field. The toroidal field magnet is configured to generate a toroidal magnetic field. The plasma is confined by the toroidal magnetic field and the poloidal magnetic field. The vacuum chamber system is provided with a neutron shielding block to protect the superconducting magnets from being damaged by fusion neutrons.

Abstract: A data query request processing method is provided. In the method, a node device receives a data query request transmitted by another node device for querying data related to a first vertex in a graph database through a first processing model. The data query request carries an identifier of a start vertex. The node device transmits the data query request to a second processing model through the first processing model. The second processing model is configured to process data of the start vertex. The node device determines a third processing model based on the data query request through the second processing model, the third processing model being configured to process data of the first vertex or an intermediate vertex between the start vertex and the first vertex. The node device transmits the data query request to the third processing model through the second processing model.

Abstract: The present disclosure provides a base station load balancing system including a communication network, a performance evaluator and an algorithm switching device. The communication network includes a base station and a plurality of user devices. The performance evaluator is connected to the communication network and evaluates a loading performance of the communication network in a time period according to a first loading data of the communication network in the time period. The algorithm switching device is connected to the performance evaluator and selects the algorithm used by the communication network as a selected algorithm according to the loading performance. The communication network, with the selected algorithm, allocates the connection relation between the base station and plurality of user devices according to the first loading data. The selected algorithm is a machine learning algorithm or a rule-based algorithm.

Abstract: A laser processing device includes a laser source, a zoom assembly for converging a laser light emitted by the laser source, a scanning galvanometer assembly for receiving the converged laser light exiting from the zoom assembly and emitting the laser light at a preset angle, and a reflection assembly arranged between the scanning galvanometer assembly and a workpiece. The zoom assembly includes a plurality of lens groups, the reflection assembly includes a plurality of reflectors for reflecting the laser light emitted by the scanning galvanometer assembly to the workpiece. A distance between any two lens groups of the plurality of lens groups is adjustable to adjust a position of a principle plane of the zoom assembly, thereby adjusting a focus position reflected to the workpiece.