Ruizhuo Song
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View article: Implementation of a Device Failure Query Model for the Virtual Power Plant Smart Operation and Maintenance Platform Based on Retrieval-Augmented Generation Technology
Implementation of a Device Failure Query Model for the Virtual Power Plant Smart Operation and Maintenance Platform Based on Retrieval-Augmented Generation Technology Open
By leveraging retrieval-augmented generation technology in human–computer interaction applications, a large language model was established based on local hardware to construct a root cause query model for equipment failures on virtual powe…
View article: Johnny: Structuring Representation Space to Enhance Machine Abstract Reasoning Ability
Johnny: Structuring Representation Space to Enhance Machine Abstract Reasoning Ability Open
This paper thoroughly investigates the challenges of enhancing AI's abstract reasoning capabilities, with a particular focus on Raven's Progressive Matrices (RPM) tasks involving complex human-like concepts. Firstly, it dissects the empiri…
View article: Optimal Containment Control for Unknown Active Heterogeneous MASs via Model-Free Recursive Reinforcement Learning
Optimal Containment Control for Unknown Active Heterogeneous MASs via Model-Free Recursive Reinforcement Learning Open
The distributed optimal output containment control problem for multi-agent systems (MASs) involves coordinating a group of autonomous agents to drive the outputs of all followers into the convex hull spanned by the outputs of the leaders w…
View article: Intelligent Damage Detection for High Strength Bolts on Wind Turbines Based on Deep Cognitive Method
Intelligent Damage Detection for High Strength Bolts on Wind Turbines Based on Deep Cognitive Method Open
In numerous wind power companies, the quality of high-strength bolts plays a pivotal role in ensuring the safety of wind turbines. However, existing damage detection methods tend to be cumbersome, and detection can sometimes be challenging…
View article: Dynamic Self‐Triggered Parallel Control of Guidance Intercept Systems With Constrained Inputs via Adaptive Dynamic Programming
Dynamic Self‐Triggered Parallel Control of Guidance Intercept Systems With Constrained Inputs via Adaptive Dynamic Programming Open
This paper introduces an anti‐saturation optimization algorithm based on dynamic self‐triggered adaptive dynamic programming (ADP) for bounded acceleration guidance interception. By establishing a nonlinear input‐constrained guidance inter…
View article: Optimal Voltage Recovery Learning Control for Microgrids with N-Distributed Generations via Hybrid Iteration Algorithm
Optimal Voltage Recovery Learning Control for Microgrids with N-Distributed Generations via Hybrid Iteration Algorithm Open
Considering that the nonlinearity and uncertainty of the microgrid model complicate the derivation and design of the optimal controller, an adaptive dynamic programming (ADP) algorithm is designed to solve the model-free non-zero-sum game.…
View article: D4C: Improving Negative Example Quality to Enhance Machine Abstract Reasoning Ability
D4C: Improving Negative Example Quality to Enhance Machine Abstract Reasoning Ability Open
This paper is dedicated to addressing the challenge of enhancing the abstract reasoning capabilities of AI, particularly for tasks involving complex human concepts. We introduce Lico-Net, a novel reasoning engine grounded in deep learning …
View article: Triple-CFN: Separating Concepts and Features Enhances Machine Abstract Reasoning Ability
Triple-CFN: Separating Concepts and Features Enhances Machine Abstract Reasoning Ability Open
This paper introduces innovative frameworks for visual abstract reasoning, aiming to boost deep learning model performance. It emphasizes the importance of separating abstract concept and reasoning feature extraction processes. The effecti…
View article: Solving the Clustering Reasoning Problems by Modeling a Deep-Learning-Based Probabilistic Model
Solving the Clustering Reasoning Problems by Modeling a Deep-Learning-Based Probabilistic Model Open
Visual abstract reasoning problems pose significant challenges to the perception and cognition abilities of artificial intelligence algorithms, demanding deeper pattern recognition and inductive reasoning beyond mere identification of expl…
View article: GKN-Stack: An Ensemble Deep Learning Framework for Blood Glucose Forecasting Based on Medical Examination Data
GKN-Stack: An Ensemble Deep Learning Framework for Blood Glucose Forecasting Based on Medical Examination Data Open
Objective: Diabetes patients are closely related to blood glucose levels. Predicting blood glucose levels through routine blood test data can provide auxiliary diagnosis for diabetes risk prediction in the medical field. However, physical …
View article: Data‐based learning control for optimization of nonlinear systems
Data‐based learning control for optimization of nonlinear systems Open
With the development of science and technology, practical systems such as the power systems, traffic systems, robot manipulator systems, etc., have become more complex. Therefore, it is difficult to build practical systems by accurate mode…
View article: Post-Earthquake Traffic Simulation Considering Road Traversability
Post-Earthquake Traffic Simulation Considering Road Traversability Open
Post-earthquake road traversability is a critical factor that affects traffic conditions. Therefore, a post-earthquake traffic simulation method considering road traversability was proposed in this study. First, the impact ranges of the ea…
View article: Virtual Fire Evacuation Drills through a Web-Based Serious Game
Virtual Fire Evacuation Drills through a Web-Based Serious Game Open
Evacuation capacity is very important in building fire. In order to improve the safety evacuation capacity of occupants, a web-based serious game for virtual fire evacuation drills is proposed. As a prototype of the serious game, a stand-a…
View article: Research on Optimal Electrical Energy Management Method of Smart Grid Based on Value Iteration
Research on Optimal Electrical Energy Management Method of Smart Grid Based on Value Iteration Open
Based on the smart grid residential load data and energy storage terminal data, this paper expands a new optimal control method of smart grid supply and demand matching and optimization.This paper describes the operation principle and defi…
View article: Consensus Control of Multi-Agent Systems With Two-Way Switching Directed Topology
Consensus Control of Multi-Agent Systems With Two-Way Switching Directed Topology Open
In this paper, a novel control protocol method is developed to solve distributed consensus control problems for multi-agent systems with switching directed topologies. Because of the external disturbance, the information cannot transmit co…
View article: Resilient Control of State Synchronization for Nonlinear Multi-Agent Systems Under Exponential Attack Signals
Resilient Control of State Synchronization for Nonlinear Multi-Agent Systems Under Exponential Attack Signals Open
The state synchronization problem for nonlinear multi-agent systems (MASs) under attack signals is tackled by designing a resilient controller. Firstly, assuming the attack signal in the sensors and actuators is zero, a conventional contro…
View article: Output Resilient Containment Control of Heterogeneous Systems With Active Leaders Using Reinforcement Learning Under Attack Inputs
Output Resilient Containment Control of Heterogeneous Systems With Active Leaders Using Reinforcement Learning Under Attack Inputs Open
The optimal solution to the distributed output containment control problem of heterogeneous multiple-agent systems (MASs) with unknown active leaders under attack inputs by using data-based off-policy reinforcement learning (RL) is propose…
View article: CCDC 904634: Experimental Crystal Structure Determination
CCDC 904634: Experimental Crystal Structure Determination Open
An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available …