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Synthesis of silica-based porous material through coal combustion
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作者 Yuting Li Jie Wang +2 位作者 Fu Tang Junheng Gao Lidong Li 《International Journal of Minerals,Metallurgy and Materials》 2026年第2期727-736,共10页
Coal cinder is an abundant byproduct of the extensive consumption of coal in industrial production and daily life.Making full use of the cinder is conducive to a low-carbon economy.In this study,inspired by the burnin... Coal cinder is an abundant byproduct of the extensive consumption of coal in industrial production and daily life.Making full use of the cinder is conducive to a low-carbon economy.In this study,inspired by the burning of coal,a new method for constructing a silica-based composite porous material(SiO_(2)-CPM)was developed by combusting a siloxane-modified anthracite coal gel(CSiO_(2) gel).During this process,the combustion product was directly converted into a porous material,and the calorific value of the coal remained nearly unchanged(~98%of the original calorific value was retained),demonstrating the viability of this method for energy-efficient applications.The SiO_(2)-CPM exhibited an ultra-low thermal conductivity(0.036 W/(m·K)at room temperature),outperforming conventional insulation materials(e.g.,cotton~0.05 W/(m·K)).Additionally,it showed enhanced mechanical strength(fracture stress of 41.8 kPa)compared to the powder state of the coal cinder.Experimental results indicate that the amount of siloxane,structure-directing agent,and an acidic environment were critical for mechanical enhancement.The SiO_(2)-CPM showed good dimensional stability against thermal expansion and exhibited excellent thermal insulation and fire resistance even at 900℃.Meanwhile,the SiO_(2)-CPM with complex geometry could be easily fabricated using this method owing to the excellent shaping ability of the CSiO_(2) gel.Compared to conventional methods such as sol-gel synthesis or freeze-drying,this approach for fabricating SiO_(2)-CPM is simpler and cost-effective and allows the direct utilization of coal cinder post-combustion. 展开更多
关键词 SILOXANE porous material COMBUSTION shaping ability
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Davos:When Actions Speak Louder than Words
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作者 AUGUSTO SOTO 《China Today》 2026年第3期55-57,共3页
At the World Economic Forum Annual Meeting 2026 in Davos,China emerged as a steadfast advocate for multilateral cooperation and constructive dialogue,presenting a clear alternative to divisive rhetoric.CHINA’S role a... At the World Economic Forum Annual Meeting 2026 in Davos,China emerged as a steadfast advocate for multilateral cooperation and constructive dialogue,presenting a clear alternative to divisive rhetoric.CHINA’S role as a key player in shaping global development and trends stood out at the World Economic Forum(WEF)annual meeting 2026 in Davos,Switzerland. 展开更多
关键词 shaping global development trends constructive dialoguepresenting multilateral cooperation world economic forum constructive dialogue trends global development divisive rhetoric
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Vectorial Digitelligent Optics for High-Resolution Non-Line-of-Sight Imaging 被引量:1
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作者 Yinghui Guo Yunsong Lei +8 位作者 Mingbo Pu Fei Zhang Qi Zhang Xiaoyin Li Runzhe Zhang Zhibin Zhao Rui Zhou Yulong Fan Xiangang Luo 《Engineering》 2025年第2期70-78,共9页
Object imaging beyond the direct line of sight is significant for applications in robotic vision,remote sensing,autonomous driving,and many other areas.Reconstruction of a non-line-of-sight(NLOS)screen is a complex in... Object imaging beyond the direct line of sight is significant for applications in robotic vision,remote sensing,autonomous driving,and many other areas.Reconstruction of a non-line-of-sight(NLOS)screen is a complex inverse problem that comes with ultrafast time-resolved imager requirements and substantial computational demands to extract information from the multi-bounce scattered light.Consequently,the echo signal always suffers from serious deterioration in both intensity and shape,leading to limited resolution and image contrast.Here,we propose a concept of vectorial digitelligent optics for high-resolution NLOS imaging to cancel the wall’s scattering and refocus the light onto hidden targets for enhanced echo.In this approach,the polarization and wavefront of the laser spot are intelligently optimized via a feedback algorithm to form a near-perfect focusing pattern through a random scattering wall.By raster scanning the focusing spot across the object’s surface within the optical-memory-effect range of the wall,we obtain nearly diffraction-limited NLOS imaging with an enhanced signal-to-noise ratio.Our experimental results demonstrate a resolution of 0.40 mm at a distance of 0.35 m,reaching the diffraction limit of the system.Furthermore,we demonstrate that the proposed method is feasible for various complex NLOS scenarios.Our methods may open an avenue for active imaging,communication,and laser wireless power transfer. 展开更多
关键词 Non-line-of-sight imaging Vectorial digitelligent optics Spatial light modulator Digital optics Wavefront shaping Metasurface
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Ultrafast laser welding of transparent materials:from principles to applications 被引量:1
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作者 Xianshi Jia Jinlin Luo +6 位作者 Kai Li Cong Wang Zhou Li Mengmeng Wang Zhengyi Jiang Vadim P Veiko Ji’an Duan 《International Journal of Extreme Manufacturing》 2025年第3期2-47,共46页
The ultrafast laser-matter interaction is explored to induce new pioneering principles and technologies into the realms of fundamental science and industrial production.The local thermal melting and connection propert... The ultrafast laser-matter interaction is explored to induce new pioneering principles and technologies into the realms of fundamental science and industrial production.The local thermal melting and connection properties of the ultrafast laser welding technology offer a novel method for welding of diverse transparent materials,thus having wide range of potential applications in aerospace,opto-mechanical systems,sensors,microfluidic,optics,etc.In this comprehensive review,tuning the transient electron activation processes,high-rate laser energy deposition,and dynamic evolution of plasma morphology by the temporal/spatial shaping methods have been demonstrated to facilitate the transition from conventional homogeneous transparent material welding to the more intricate realm of transparent/metal heterogeneous material welding.The welding strength and stability are also improvable through the implementation of real-time,in-situ monitoring techniques and the prompt diagnosis of welding defects.The principles of ultrafast laser welding,bottleneck problems in the welding,novel welding methods,advances in welding performance,in-situ monitoring and diagnosis,and various applications are reviewed.Finally,we offer a forward-looking perspective on the fundamental challenges within the field of ultrafast laser welding and identify key areas for future research,underscoring the imperative need for ongoing innovation and exploration. 展开更多
关键词 ultrafast laser WELDING transparent materials spatial/temporal shaping
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Research on Adaptive Reward Optimization Method for Robot Navigation in Complex Dynamic Environment
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作者 Jie He Dongmei Zhao +2 位作者 Tao Liu Qingfeng Zou Jian’an Xie 《Computers, Materials & Continua》 2025年第8期2733-2749,共17页
Robot navigation in complex crowd service scenarios,such as medical logistics and commercial guidance,requires a dynamic balance between safety and efficiency,while the traditional fixed reward mechanism lacks environ... Robot navigation in complex crowd service scenarios,such as medical logistics and commercial guidance,requires a dynamic balance between safety and efficiency,while the traditional fixed reward mechanism lacks environmental adaptability and struggles to adapt to the variability of crowd density and pedestrian motion patterns.This paper proposes a navigation method that integrates spatiotemporal risk field modeling and adaptive reward optimization,aiming to improve the robot’s decision-making ability in diverse crowd scenarios through dynamic risk assessment and nonlinear weight adjustment.We construct a spatiotemporal risk field model based on a Gaussian kernel function by combining crowd density,relative distance,andmotion speed to quantify environmental complexity and realize crowd-density-sensitive risk assessment dynamically.We apply an exponential decay function to reward design to address the linear conflict problem of fixed weights in multi-objective optimization.We adaptively adjust weight allocation between safety constraints and navigation efficiency based on real-time risk values,prioritizing safety in highly dense areas and navigation efficiency in sparse areas.Experimental results show that our method improves the navigation success rate by 9.0%over state-of-the-art models in high-density scenarios,with a 10.7%reduction in intrusion time ratio.Simulation comparisons validate the risk field model’s ability to capture risk superposition effects in dense scenarios and the suppression of near-field dangerous behaviors by the exponential decay mechanism.Our parametric optimization paradigm establishes an explicit mapping between navigation objectives and risk parameters through rigorous mathematical formalization,providing an interpretable approach for safe deployment of service robots in dynamic environments. 展开更多
关键词 Machine learning reinforcement learning ROBOTS autonomous navigation reward shaping
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Chords of Friendship An Indonesian musician’s insights into music education in China and Indonesia and his vision for the future of classical music as a cultural bridge
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作者 Mntony Hardi 《China Report ASEAN》 2025年第4期38-39,共2页
More than a simple concert pianist,Wilson Chu is an Indonesian musical diplomacy force.As a distinguished performer,composer,and educator,Wilson has left an indelible mark on the international stage by seamlessly blen... More than a simple concert pianist,Wilson Chu is an Indonesian musical diplomacy force.As a distinguished performer,composer,and educator,Wilson has left an indelible mark on the international stage by seamlessly blending Western classical music with Southeast Asian tradition.Since 2019,he has been the youngest Associate Professor of Piano at the College of Chinese and ASEAN Arts(CCAA)at Chengdu University,where he has dedicated himself to shaping the next generation of musicians. 展开更多
关键词 Indonesian musician music education friendship chords classical music Indonesia shaping next generation musicians
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Tailoring temperature response for a multimode fiber
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作者 Han Gao Haifeng Hu Qiwen Zhan 《Opto-Electronic Science》 2025年第1期12-24,共13页
This work introduces special states for light in multimode fibers featuring strongly enhanced or reduced correlations be-tween output fields in the presence of environmental temperature fluctuations.Using experimental... This work introduces special states for light in multimode fibers featuring strongly enhanced or reduced correlations be-tween output fields in the presence of environmental temperature fluctuations.Using experimentally measured multi-tem-perature transmission matrix,a set of temperature principal modes that exhibit resilience to disturbances caused by tem-perature fluctuations can be generated.Reversing this concept also allows the construction of temperature anti-principal modes,with output profiles more susceptible to temperature influences than the unmodulated wavefront.Despite changes in the length of the multimode fiber within the temperature-fluctuating region,the proposed approach remains capable of robustly controlling the temperature response within the fiber.To illustrate the practicality of the proposed spe-cial state,a learning-empowered fiber specklegram temperature sensor based on temperature anti-principal mode sensi-tization is proposed.This sensor exhibits outstanding superiority over traditional approaches in terms of resolution and accuracy.These novel states are anticipated to have wide-ranging applications in fiber communication,sensing,imaging,and spectroscopy,and serve as a source of inspiration for the discovery of other novel states. 展开更多
关键词 multimode fiber principal mode wavefront shaping optical fiber sensor temperature response
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An Analysis of the Bidirectional Shaping Mechanism Between Short-Video Algorithms and Film Narrative Driven by the Attention Economy
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作者 Zhaoyang Dong Shibo Zhang 《Proceedings of Business and Economic Studies》 2025年第5期32-38,共7页
This study examines the bidirectional shaping mechanism between short-video algorithms and film narratives within the attention economy.It investigates how algorithmic logic influences cinematic storytelling and how f... This study examines the bidirectional shaping mechanism between short-video algorithms and film narratives within the attention economy.It investigates how algorithmic logic influences cinematic storytelling and how films,in turn,contribute to the aesthetic enhancement of short-video content.Drawing on Communication Accommodation Theory and Berry’s Acculturation Theory,along with case analyses and industry data,this research demonstrates that algorithms push films toward high-stimulus,fast-paced narrative patterns—characterized by increased shot density and structural fragmentation—to capture and retain viewer attention.Conversely,films counter this influence by supplying narratively deep and artistically refined content that elevates short-video aesthetics and encourages critical audience engagement.This dynamic reflects a process of mutual adaptation rather than one-sided dominance.The study concludes that such interaction signifies a broader restructuring of cultural production logic,facilitating cross-media convergence while simultaneously posing risks to cultural diversity due to the prioritization of high-traffic content.Balancing this relationship will require policy support,algorithmic transparency,and strengthened industry self-regulation to preserve artistic integrity and cultural ecosystem diversity. 展开更多
关键词 Short-video algorithm Film narrative Bidirectional shaping Cultural production logic Attention economy
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Integrating Value Shaping Into Task Design for Enhancing Ideological-Political Education in Foreign Language Courses
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作者 CHEN Yan-hui 《Sino-US English Teaching》 2025年第2期53-57,共5页
The construction of ideological-political education within foreign language courses requires an integrated approach that encompasses value shaping,knowledge transfer,and competence cultivation.A critical challenge in ... The construction of ideological-political education within foreign language courses requires an integrated approach that encompasses value shaping,knowledge transfer,and competence cultivation.A critical challenge in this domain is the effective design and implementation of tasks that instill values,while also synergizing with acquiring knowledge and enhancing competencies.This paper delves into the philosophical underpinnings and operational principles of value-shaping task design and its practical application within the context of foreign language teaching.Utilizing Contemporary College English(Integrated Coursebook 3)as a case study,the paper explores value shaping-based task design in ideological-political education of foreign language courses,with the aim of providing references for the construction of ideological-political education in foreign language teaching. 展开更多
关键词 value shaping ideological-political construction foreign language course task design
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RS-DRL-based offloading policy and UAV trajectory design in F-MEC systems
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作者 Yulu Yang Han Xu +3 位作者 Zhu Jin Tiecheng Song Jing Hu Xiaoqin Song 《Digital Communications and Networks》 2025年第2期377-386,共10页
For better flexibility and greater coverage areas,Unmanned Aerial Vehicles(UAVs)have been applied in Flying Mobile Edge Computing(F-MEC)systems to offer offloading services for the User Equipment(UEs).This paper consi... For better flexibility and greater coverage areas,Unmanned Aerial Vehicles(UAVs)have been applied in Flying Mobile Edge Computing(F-MEC)systems to offer offloading services for the User Equipment(UEs).This paper considers a disaster-affected scenario where UAVs undertake the role of MEC servers to provide computing resources for Disaster Relief Devices(DRDs).Considering the fairness of DRDs,a max-min problem is formulated to optimize the saved time by jointly designing the trajectory of the UAVs,the offloading policy and serving time under the constraint of the UAVs'energy capacity.To solve the above non-convex problem,we first model the service process as a Markov Decision Process(MDP)with the Reward Shaping(RS)technique,and then propose a Deep Reinforcement Learning(DRL)based algorithm to find the optimal solution for the MDP.Simulations show that the proposed RS-DRL algorithm is valid and effective,and has better performance than the baseline algorithms. 展开更多
关键词 Flying mobile edge computing Task offloading Reward shaping Deep reinforcement learning
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Discussion on Artistry and Techniques of Role Shaping in Drama Performance
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作者 Ruixuan Liang 《Journal of Contemporary Educational Research》 2025年第5期326-331,共6页
Role shaping in dramatic performance is a fusion of art and skills,which involves the deep digging of character,the delicate expression of emotion,and the logical construction of behavior.Actors not only analyze the s... Role shaping in dramatic performance is a fusion of art and skills,which involves the deep digging of character,the delicate expression of emotion,and the logical construction of behavior.Actors not only analyze the script and understand the emotions of the role to create a multi-dimensional,three-dimensional character image,but also need to use the skills of sound,form,lines,and so on,to convey the role’s internal emotions and psychological changes.This process tests the artistic accomplishment and skill level of the actors,and requires them to have keen observation and rich imagination and creativity.Through the analysis of the role of Yu Ji in the Peking Opera Farewell My Concubine,it shows the deep integration of artistry and skill,highlighting the unique charm of dramatic performance. 展开更多
关键词 Role shaping Emotion expression Dramatic skill
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Dynamic spatial beam shaping for ultrafast laser processing:a review
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作者 Cyril Mauclair Bahia Najih +2 位作者 Vincent Comte Florent Bourquard Martin Delaigue 《Opto-Electronic Science》 2025年第8期14-43,共30页
This review examines the state-of-the-art in spatial manipulation of ultrafast laser processing using dynamic light modulators,with a particular focus on liquid crystal-based systems.We discuss phase modulation strate... This review examines the state-of-the-art in spatial manipulation of ultrafast laser processing using dynamic light modulators,with a particular focus on liquid crystal-based systems.We discuss phase modulation strategies and highlight the current limitations and challenges in surface and bulk processing.Specifically,we emphasize the delicate balance between high-fidelity beam shaping and energy efficiency,both critical for surface and bulk processing applications.Given the inherent physical limitations of spatial light modulators such as spatial resolution,fill factor,and phase modulation range.We explore techniques developed to bridge the gap between desired intensity distributions and actual experimental beam profiles.We present various laser light modulation technologies and the main algorithmic strategies for obtaining modulation patterns.The paper includes application examples across a wide range of fields,from surgery to surface structuring,cutting,bulk photo-inscription of optical functions,and additive manufacturing,highlighting the significant enhancements in processing speed and precision due to spatial beam shaping.The diverse applications and the technological limitations underscore the need for adapted modulation pattern calculation methods.We discuss several advancements addressing these challenges,involving both experimental and algorithmic developments,including the recent incorporation of artificial intelligence.Additionally,we cover recent progress in phase and pulse front control based on spatial modulators,which introduces an extra control parameter for light excitation with high potential for achieving more controlled processing outcomes. 展开更多
关键词 spatial light modulator ultrafast laser processing spatial beam shaping laser surface structuring laser bullk structuring
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Active manipulation of the optical spectral memory effect via scattering eigenchannels
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作者 Daixuan Wu Jinye Du +11 位作者 Yuecheng Shen Jiawei Luo Zhengyang Wang Jiaming Liang Zhiling Zhang Dalong Qi Yunhua Yao Lianzhong Deng Meng Liu Zhenrong Sun Zhi-Chao Luo Shian Zhang 《Advanced Photonics Nexus》 2025年第2期135-145,共11页
The spectral memory effect in scattering media is crucial for applications that employ broadband illumination,as it dictates the available spectral range from independent scattering responses.Previous studies mainly c... The spectral memory effect in scattering media is crucial for applications that employ broadband illumination,as it dictates the available spectral range from independent scattering responses.Previous studies mainly considered a passive result with the average impact of the scattering medium,whereas it is vital to actively enhance or suppress this effect for applications concerned with large spectral range or fine resolution.We construct an analytical model by integrating the concepts of wave-based interference and photon-based propagation,which manifests a potential physical image for active manipulation by utilizing scattering eigenchannels.Our theoretical predictions indicate that the spectral memory effect is enhanced using high-transmission eigenchannels while it is suppressed using low-transmission eigenchannels.These predictions are supported by finite-difference time-domain simulations and experiments,demonstrating that the spectral memory effect’s range can be actively manipulated.Quantitatively,the experiments achieved variations in enhancement and suppression that exceeded threefold(∼3.27).We clarify the underlying principles of the spectral memory effect in scattering media and demonstrate active manipulation of multispectral scattering processes. 展开更多
关键词 wavefront shaping spectral memory effect transmission matrix
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Fishing Ship Trajectory Tracking Control Based on the Closed-Loop Gain Shaping Algorithm Under Rough Sea
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作者 SONG Chun-yu GUO Te-er SUI Jiang-hua 《China Ocean Engineering》 2025年第2期365-372,共8页
This paper proposes a separated trajectory tracking controller for fishing ships at sea state level 6 to solve the trajectory tracking problem of a fishing ship in a 6-level sea state,and to adapt to different working... This paper proposes a separated trajectory tracking controller for fishing ships at sea state level 6 to solve the trajectory tracking problem of a fishing ship in a 6-level sea state,and to adapt to different working environments and safety requirements.The nonlinear feedback method is used to improve the closed-loop gain shaping algorithm.By introducing the sine function,the problem of excessive control energy of the system can be effectively solved.Moreover,an integral separation design is used to solve the influence of the integral term in conventional PID controllers on the transient performance of the system.In this paper,a common 32.98 m large fiberglass reinforced plastic(FRP)trawler is adopted for simulation research at the winds scale of Beaufort No.7.The results show that the track error is smaller than 3.5 m.The method is safe,feasible,concise and effective and has popularization value in the direction of fishing ship trajectory tracking control.This method can be used to improve the level of informatization and intelligence of fishing ships. 展开更多
关键词 trajectory tracking control nonlinear feedback control fishing ship closed-loop gain shaping algorithm rough sea
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主题1 课标词汇之体育精神
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《疯狂英语(新悦读)》 2025年第9期69-70,80,共3页
The warmth of sports beyond victory and defeat,胜负之外,竞技的温暖力量,In the realm of sports,victory and defeat are merely the most apparent outcomes.However,there exists warmth that goes beyond these results,which i... The warmth of sports beyond victory and defeat,胜负之外,竞技的温暖力量,In the realm of sports,victory and defeat are merely the most apparent outcomes.However,there exists warmth that goes beyond these results,which is the power that enriches our lives and shapes our characters. 展开更多
关键词 warmth beyond victory defeat life enrichment enriches our lives shapes our characters sports spirit character shaping
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Self-Adaptive LSAC-PID Approach Based on Lyapunov Reward Shaping for Mobile Robots
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作者 YU Xinyi XU Siyu +1 位作者 FAN Yuehai OU Linlin 《Journal of Shanghai Jiaotong university(Science)》 2025年第6期1085-1102,共18页
In order to solve the control problem of multiple-input multiple-output(MIMO)systems in complex and variable control environments,a model-free adaptive LSAC-PID method based on deep reinforcement learning(RL)is propos... In order to solve the control problem of multiple-input multiple-output(MIMO)systems in complex and variable control environments,a model-free adaptive LSAC-PID method based on deep reinforcement learning(RL)is proposed in this paper for automatic control of mobile robots.According to the environmental feedback,the RL agent of the upper controller outputs the optimal parameters to the lower MIMO PID controllers,which can realize the real-time PID optimal control.First,a model-free adaptive MIMO PID hybrid control strategy is presented to realize real-time optimal tuning of control parameters in terms of soft-actor-critic(SAC)algorithm,which is state-of-the-art RL algorithm.Second,in order to improve the RL convergence speed and the control performance,a Lyapunov-based reward shaping method for off-policy RL algorithm is designed,and a self-adaptive LSAC-PID tuning approach with Lyapunov-based reward is then determined.Through the policy evaluation and policy improvement of the soft policy iteration,the convergence and optimality of the proposed LSAC-PID algorithm are proved mathematically.Finally,based on the proposed reward shaping method,the reward function is designed to improve the system stability for the line-following robot.The simulation and experiment results show that the proposed adaptive LSAC-PID approach has good control performance such as fast convergence speed,high generalization and high real-time performance,and achieves real-time optimal tuning of MIMO PID parameters without the system model and control loop decoupling. 展开更多
关键词 multiple-input multiple-output(MIMO) PID tuning reinforcement learning(RL) Lyapunov-based reward shaping soft actor-critic(SAC) mobile robot
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Multiple Kalman filters model with shaping filter GPS real-time deformation analysis 被引量:6
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作者 李丽华 彭军还 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第11期3674-3681,共8页
In order to detect the deformation in real-time of the GPS time series and improve its reliability, the multiple Kalman filters model with shaping filter was proposed. Two problems were solved: firstly, because the GP... In order to detect the deformation in real-time of the GPS time series and improve its reliability, the multiple Kalman filters model with shaping filter was proposed. Two problems were solved: firstly, because the GPS real-time deformation series with a high sampling rate contain coloured noise, the multiple Kalman filter model requires the white noise, and the multiple Kalman filters model is augmented by a shaping filter in order to reduce the colored noise; secondly, the multiple Kalman filters model with shaping filter can detect the deformation epoch in real-time and improve the quality of GPS measurements for the real-time deformation applications. Based on the comparisons of the applications in different GPS time series with different models, the advantages of the proposed model were illustrated. The proposed model can reduce the colored noise, detect the smaller changes, and improve the precision of the detected deformation epoch. 展开更多
关键词 multiple Kalman filters model Kalman filter shaping filter deformation detection
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基于记忆启发的强化学习方法研究 被引量:2
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作者 刘晓峰 刘智斌 董兆安 《计算机技术与发展》 2023年第6期168-172,180,共6页
该文旨在研究人工智能领域的强化学习问题。在处理优化问题的过程中,强化学习具有不依赖于模型信息的特点,在信息产业和生产领域逐步获得应用,并取得了较好的效果。然而,传统的强化学习算法通过随机探索获得优化行为,存在学习速度慢、... 该文旨在研究人工智能领域的强化学习问题。在处理优化问题的过程中,强化学习具有不依赖于模型信息的特点,在信息产业和生产领域逐步获得应用,并取得了较好的效果。然而,传统的强化学习算法通过随机探索获得优化行为,存在学习速度慢、收敛不及时的问题。为了提高强化学习的效率,提出一种方法,让Agent利用自身学习得到的知识,指导和加速其以后的学习过程。将Q学习和启发式Shaping回报函数结合起来,利用记忆的知识加速了Agent的学习过程。另外,证明了采用启发函数与不使用启发函数在策略优化上的一致性。针对一个路径规划问题,采用了学习过程中生成的势场函数作为启发函数,通过启发函数对强化学习的探索过程给予指导。在实验中对该方法进行了验证,分析了采用不同参数带来的不同效果,并提出了一个解决死点问题的方法。结果表明,该方法对强化学习过程有明显的加速作用,并能取得优化的搜索路径。 展开更多
关键词 强化学习 Q学习 启发式搜索 Shaping函数 路径规划
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Driving Behavior Shaping Model in Road Traffic System 被引量:2
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作者 王武宏 《Journal of Beijing Institute of Technology》 EI CAS 2001年第3期331-336,共6页
In order to give a new way for modeling driving behavior, identifying road traffic accident causation and solving a variety of road traffic safety problems such as driving errors prevention and driving behavior analys... In order to give a new way for modeling driving behavior, identifying road traffic accident causation and solving a variety of road traffic safety problems such as driving errors prevention and driving behavior analysis, a new driving behavior shaping model is proposed, which could be used to assess the degree of effect of driving error upon road traffic safety. Driver behavior shaping model based on driving reliability and safety analysis could be used to identify the road traffic accident causation, to supply data for driver's behavior training, to evaluate driving procedures, to human factor design of road traffic system. 展开更多
关键词 driving errors driving behavior shaping factors driving reliability and safety analysis road traffic safety
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多agent分层强化学习在数据定位中的应用研究 被引量:1
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作者 洪壮壮 万仲保 +1 位作者 张薇 黄兆华 《计算机应用研究》 CSCD 北大核心 2020年第12期3635-3639,共5页
为了在领域文本中实现数据定位,将文本视为环境,针对文本环境中存在的动态性以及不确定性等问题,提出了基于多agent分层强化学习的数据定位方法。该方法利用分层结构的特点,将系统任务分解为多个子任务,个体agent分别对对应子任务学习,... 为了在领域文本中实现数据定位,将文本视为环境,针对文本环境中存在的动态性以及不确定性等问题,提出了基于多agent分层强化学习的数据定位方法。该方法利用分层结构的特点,将系统任务分解为多个子任务,个体agent分别对对应子任务学习,以此将策略更新限制在规模较小的局部空间;同时利用多agent系统中单agent与系统远期目标的同一性,引入策略协调机制,通过agent之间交换信息来发现趋势性信息,并利用shaping技术,将在线获取的动态知识对各个agent进行趋势性启发,加快agent的收敛速度。实验将该方法应用于司法领域的判决文书上,实验结果表明:该方法能够在大规模复杂未知的文本环境中对目标数据进行高效准确定位,平均准确率与F值能够达到96.6%和98.2%,且具有较好的收敛速度。因此可以看出,该方法能够很好地在领域文本中实现数据定位,具有较大的理论以及实际意义。 展开更多
关键词 数据定位 文本环境 分层强化学习 多AGENT系统 策略协调 shaping技术
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