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基于MILP-TD3的用户侧储能系统优化运行
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作者 陈景文 单茜 《中国电机工程学报》 北大核心 2025年第13期5119-5129,I0015,共12页
深度强化学习(deep reinforcement learning,DRL)作为调控用户侧储能以消纳光伏发电和满足用户用电需求的重要算法得到广泛的应用,但应用过程中,DRL智能体难以严格执行运行约束,导致其提供不可靠的动作,威胁储能系统运行的安全性。基于... 深度强化学习(deep reinforcement learning,DRL)作为调控用户侧储能以消纳光伏发电和满足用户用电需求的重要算法得到广泛的应用,但应用过程中,DRL智能体难以严格执行运行约束,导致其提供不可靠的动作,威胁储能系统运行的安全性。基于此,该文提出一种基于MILP-TD3的用户侧储能系统优化运行策略。首先,以调度周期内运行成本最小为目标,建立考虑电池退化成本的实时运行优化模型,引入包含功率平衡约束的马尔科夫决策过程(Markov decision process,MDP),将储能运行问题转换为智能体的寻优问题;其次,提出将双延迟深度确定性策略梯度(double delay depth deterministic strategy gradient,TD3)算法的动作价值函数转化为混合整数线性规划(mixed integer linear programming,MILP)公式的MILP-TD3算法,使智能体严格执行储能运行的约束条件;最后,通过算例对比分析,结果表明所提模型和算法能够确定最优运行策略,可以严格执行功率平衡约束,该文算法较传统TD3算法所得平均日运行成本降低25.34%,各时段平均优化时间为0.024 s,满足实时调度要求,保证用户侧储能系统安全运行。 展开更多
关键词 用户侧储能 深度强化学习 混合整数线性规划 优化运行
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基于MILP算法的风光水火储多电源协同配置优化研究
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作者 马骏 《中国煤炭》 北大核心 2025年第7期71-85,共15页
随着新能源大基地的规模化开发以及跨区域外送通道的持续完善,含高比例可再生能源的电力系统面临风光水火与储能协同优化配置的难题。针对传统启发式算法在多能源联合电源优化配置中存在的寻优效率低、精度不足等问题,创新提出了基于混... 随着新能源大基地的规模化开发以及跨区域外送通道的持续完善,含高比例可再生能源的电力系统面临风光水火与储能协同优化配置的难题。针对传统启发式算法在多能源联合电源优化配置中存在的寻优效率低、精度不足等问题,创新提出了基于混合整数线性规划(MILP)的风光水火储联合电源优化配置模型。该模型通过引入松弛变量将复杂约束条件标准化,采用基变量迭代更新策略压缩可行解空间,最终实现多电源出力的全局最优配置。通过9个抽水蓄能机组、9个电化学机组及不同装机容量下的风光水火的多情景仿真模拟,系统分析火电机组燃煤成本、新能源弃电量与抽水蓄能装机容量之间的影响机制。结果表明,随着抽水蓄能装机容量的增加,新能源弃电量、火电装机容量和煤耗均呈下降趋势。但抽水蓄能装机容量与系统总费用现值呈非线性关系,存在一个最优配置规模,根据2030年青海电网各电源和特高压路线的建设规划,抽水蓄能合理需求规模(经济规模)在800万~1200万kW之间较为合理。同时根据抽水蓄能与电化学储能的对比分析可知,抽水蓄能在一定规模范围内具有更好的经济效益,当抽水蓄能装机容量达到1200万kW时,其容量效益与边际成本达到最优平衡点,超过该阈值后,抽水蓄能的容量效益衰减速率加快,叠加电化学储能技术成本下降的影响,导致系统总成本呈现上升趋势。综上所述,抽水蓄能在平抑风电波动、优化火电和新能源运行经济性方面具有显著效果,且不同抽水蓄能配置方案下的调节特性存在明显差异。该模型验证了其在协调新能源大基地出力特性、外送通道输送、水资源约束与储能调节能力方面的有效性,为“源网荷储”一体化系统的电源优化配置提供了高效解决方案。 展开更多
关键词 混合整数线性规划(milp)仿真模拟 风光水火储 协同配置 多约束多目标优化
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Glia-to-neuron reprogramming to the rescue?
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作者 Jack W.Hickmott Cindi M.Morshead 《Neural Regeneration Research》 SCIE CAS 2025年第5期1395-1396,共2页
Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells c... Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells could be generated from adult mouse fibroblasts is powerful proof that cell fate can be changed.An exciting extension of the discovery of cell fate impermanence is the direct cellular reprogram ming hypothesis-that terminally differentiated cells can be reprogrammed into other adult cell fates without first passing through a stem cell state. 展开更多
关键词 programming PASSING proof
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基于MILP的双系结构自动化搜索方法
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作者 苗旭东 董新锋 +3 位作者 张文政 吴忧 谭豪 李承宗 《通信技术》 2025年第6期689-694,共6页
双系攻击能够在单密钥下对高级加密标准(Advanced Encryption Standard,AES)等多个分组密码算法实施全轮攻击,攻击的关键一步是构造轮数长且维数高的双系结构,而公开构造双系结构的过程一般通过手工推导或专用的计算机辅助程序实现,构... 双系攻击能够在单密钥下对高级加密标准(Advanced Encryption Standard,AES)等多个分组密码算法实施全轮攻击,攻击的关键一步是构造轮数长且维数高的双系结构,而公开构造双系结构的过程一般通过手工推导或专用的计算机辅助程序实现,构造过程复杂且难以找到轮数最长和维数最高的双系结构。针对该问题,提出了一种通用的基于混合整数线性规划(Mixed Integer Linear Programming,MILP)的双系结构自动化搜索方法,只需要建立简单的分析模型,就可以自动化地搜索出经典分组密码算法轮数最长且维数最高的所有双系结构。为了检验本方法的实际应用效果,搜索了Skinny-64-64、TWINE-80算法的双系结构,该方法不仅能够快速搜索出目前公开文献中已有的双系结构,还能够找到Skinny-64-64算法中存在的其他双系结构。 展开更多
关键词 双系结构 混合整数线性规划 分组密码 自动化搜索
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Neurocircuit regeneration by extracellular matrix reprogramming
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作者 Shengzhang Su Ian N.Levasseur Kimberly M.Alonge 《Neural Regeneration Research》 SCIE CAS 2025年第8期2300-2301,共2页
The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functio... The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functioning(Soles et al.,2023).Synthesized by neural and glial cells,the brain's ECM regulates a myriad of homeostatic cellular processes,including neuronal plasticity and firing(Miyata et al.,2012),cation buffering(Moraws ki et al.,2015),and glia-neuron interactions(Anderson et al.,2016).Considering the diversity of functions,dynamic remodeling of the brain's ECM indicates that this understudied medium is an active participant in both normal physiology and neurological diseases. 展开更多
关键词 MATRIX programming
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Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs 被引量:2
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作者 Jing SUN Guangtong XU +2 位作者 Zhu WANG Teng LONG Jingliang SUN 《Chinese Journal of Aeronautics》 2025年第1期537-550,共14页
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequent... Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming(SFC-SCP)to improve the computation efficiency and reliability of trajectory generation.SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization.A Sparse A^(*)Search(SAS)driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints.Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints,SFC can mitigate infeasibility of trajectory planning and reduce computation complexity.Then,SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity.In addition,a convex optimizer based on interior point method is customized,where the search direction is calculated via successive elimination to further improve efficiency.Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly.Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP.Besides,the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. 展开更多
关键词 Fixed-wing unmanned aerial vehicle Efficient trajectory planning Safe flight corridor Sequential convex programming Customized convex optimizer
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Evaluation of Integer Programming Solvers to Improve the Efficiency of Individual Work Planning
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作者 Keiichi Takahashi 《Open Journal of Modelling and Simulation》 2025年第1期51-64,共14页
This study proposes a novel approach to optimizing individual work schedules for book digitization using mixed-integer programming (MIP). By leveraging the power of MIP solvers, we aimed to minimize the overall digiti... This study proposes a novel approach to optimizing individual work schedules for book digitization using mixed-integer programming (MIP). By leveraging the power of MIP solvers, we aimed to minimize the overall digitization time while considering various constraints and process dependencies. The book digitization process involves three key steps: cutting, scanning, and binding. Each step has specific requirements and limitations such as the number of pages that can be processed simultaneously and potential bottlenecks. To address these complexities, we formulate the problem as a one-machine job shop scheduling problem with additional constraints to capture the unique characteristics of book digitization. We conducted a series of experiments to evaluate the performance of our proposed approach. By comparing the optimized schedules with the baseline approach, we demonstrated significant reductions in the overall processing time. In addition, we analyzed the impact of different weighting schemes on the optimization results, highlighting the importance of identifying and prioritizing critical processes. Our findings suggest that MIP-based optimization can be a valuable tool for improving the efficiency of individual work schedules, even in seemingly simple tasks, such as book digitization. By carefully considering specific constraints and objectives, we can save time and leverage resources by carefully considering specific constraints and objectives. 展开更多
关键词 Mixed Integer programming Scheduling Optimization Work Planning Book Scanning Gantt Chart
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基于MILP的轻量级序列密码算法线性分析
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作者 帅燕 胡汉平 《信息网络安全》 北大核心 2025年第2期260-269,共10页
文章针对一种基于时变互耦合双混沌系统的轻量级序列密码算法的安全性进行评估,轻量级序列密码算法的安全性对保障物联网和移动通信等资源受限环境的数据安全至关重要。文章选取了混合整数线性规划方法作为分析工具,构建算法的数学模型... 文章针对一种基于时变互耦合双混沌系统的轻量级序列密码算法的安全性进行评估,轻量级序列密码算法的安全性对保障物联网和移动通信等资源受限环境的数据安全至关重要。文章选取了混合整数线性规划方法作为分析工具,构建算法的数学模型,并通过对模型的优化求解,得出算法在不同运行模式下的最大线性相关系数,范围在2^(-54)~2^(-26)之间。实验结果表明,该算法在相关性方面存在一定的脆弱性,攻击者通过穷举110位初始密钥来破解算法,复杂度远低于其128bit初始密钥的穷举复杂度。文章不仅提供了对该算法安全性的定量评估,而且验证了在密码学中进行相关性分析的重要性以及混合整数线性规划技术在密码算法安全性评估方面的有效性。文章对于推动轻量级密码算法的安全性分析和设计具有一定的理论和实践意义,为资源受限环境下的数据安全提供了有力的理论支持。 展开更多
关键词 混沌序列密码算法 线性分析 混合整数线性规划
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Research on Human-Computer Collaboration Paradigm in AIGC-Empowered High-Level Language Programming Courses
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作者 Hongyuan Wang Baokai Zu +2 位作者 Yafang Li Wanting Zhu Hongli Chen 《Journal of Contemporary Educational Research》 2025年第5期285-289,共5页
With the rapid development of artificial intelligence technology,AIGC(Artificial Intelligence-Generated Content)has triggered profound changes in the field of high-level language programming courses.This paper deeply ... With the rapid development of artificial intelligence technology,AIGC(Artificial Intelligence-Generated Content)has triggered profound changes in the field of high-level language programming courses.This paper deeply explored the application principles,advantages,and limitations of AIGC in intelligent code generation,analyzed the new mode of human-computer collaboration in high-level language programming courses driven by AIGC,discussed the impact of human-computer collaboration on programming efficiency and code quality through practical case studies,and looks forward to future development trends.This research aims to provide theoretical and practical guidance for high-level language programming courses and promote innovative development of high-level language programming courses under the human-computer collaboration paradigm. 展开更多
关键词 Human-computer collaboration AIGC High-level language programming Intelligence programming Efficiency improvement
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A 28 nm 576K RRAM-based computing-in-memory macro featuring hybrid programming with area efficiency of 2.82 TOPS/mm^(2)
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作者 Siqi Liu Songtao Wei +7 位作者 Peng Yao Dong Wu Lu Jie Sining Pan Jianshi Tang Bin Gao He Qian Huaqiang Wu 《Journal of Semiconductors》 2025年第6期112-119,共8页
Computing-in-memory(CIM)has been a promising candidate for artificial-intelligent applications thanks to the absence of data transfer between computation and storage blocks.Resistive random access memory(RRAM)based CI... Computing-in-memory(CIM)has been a promising candidate for artificial-intelligent applications thanks to the absence of data transfer between computation and storage blocks.Resistive random access memory(RRAM)based CIM has the advantage of high computing density,non-volatility as well as high energy efficiency.However,previous CIM research has predominantly focused on realizing high energy efficiency and high area efficiency for inference,while little attention has been devoted to addressing the challenges of on-chip programming speed,power consumption,and accuracy.In this paper,a fabri-cated 28 nm 576K RRAM-based CIM macro featuring optimized on-chip programming schemes is proposed to address the issues mentioned above.Different strategies of mapping weights to RRAM arrays are compared,and a novel direct-current ADC design is designed for both programming and inference stages.Utilizing the optimized hybrid programming scheme,4.67×programming speed,0.15×power saving and 4.31×compact weight distribution are realized.Besides,this macro achieves a normalized area efficiency of 2.82 TOPS/mm2 and a normalized energy efficiency of 35.6 TOPS/W. 展开更多
关键词 computing-in-memory on-chip programming scheme hybrid programming resistive random access memory matrix-vector-multiplication acceleration
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Adapting High-Level Language Programming(C Language)Education in the Era of Large Language Models
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作者 Baokai Zu Hongyuan Wang +1 位作者 Hongli Chen Yafang Li 《Journal of Contemporary Educational Research》 2025年第5期264-269,共6页
With the widespread application of large language models(LLMs)in natural language processing and code generation,traditional High-Level Language Programming courses are facing unprecedented challenges and opportunitie... With the widespread application of large language models(LLMs)in natural language processing and code generation,traditional High-Level Language Programming courses are facing unprecedented challenges and opportunities.As a core programming language for computer science majors,C language remains irreplaceable due to its foundational nature and engineering adaptability.This paper,based on the rapid development of large model technologies,proposes a systematic reform design for C language teaching,focusing on teaching objectives,content structure,teaching methods,and evaluation systems.The article suggests a teaching framework centered on“human-computer collaborative programming,”integrating prompt training,AI-assisted debugging,and code generation analysis,aiming to enhance students’problem modeling ability,programming expression skills,and AI collaboration literacy. 展开更多
关键词 Large language models(LLMs) High-level language programming C language Human-computer collaborative programming
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Reprogramming induced neurons from olfactory ensheathing glial cells: A feasible approach for spinal cord injury repair
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作者 Javier Sierra María Portela-Lomba +1 位作者 Diana Simón M.Teresa Moreno-Flores 《Neural Regeneration Research》 2026年第1期296-297,共2页
Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disruptin... Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disrupting the neural connections that allow communication between the brain and the rest of the body, which results in varying degrees of motor and sensory impairment. Disconnection in the spinal tracts is an irreversible condition owing to the poor capacity for spontaneous axonal regeneration in the affected neurons. 展开更多
关键词 INJURY feasible programming
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From flying dreams to programming pioneer
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作者 孙启禄 《疯狂英语(新读写)》 2025年第7期24-27,76,共5页
More than seventy years before airplanes were invented,a twelve⁃year⁃old girl named Ada Lovelace dreamed of flying.She studied birds and experimented with materials to make wings,even writing a guide called Flyology.B... More than seventy years before airplanes were invented,a twelve⁃year⁃old girl named Ada Lovelace dreamed of flying.She studied birds and experimented with materials to make wings,even writing a guide called Flyology.But her curiosity didnt stop there. 展开更多
关键词 GUIDE flyology ada lovelace programming pioneer FLYING
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AI-Enabled Computer Programming Course Teaching Reform
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作者 Yao Dai 《Journal of Electronic Research and Application》 2025年第3期90-96,共7页
With the rapid development of modern science and technology,the era of artificial intelligence has quietly come.Against the background of the new era,students’learning needs,learning resource acquisition methods,teac... With the rapid development of modern science and technology,the era of artificial intelligence has quietly come.Against the background of the new era,students’learning needs,learning resource acquisition methods,teachers’teaching concepts,teaching tools,and so on have changed significantly.How to carry out teaching reform based on this change has become one of the important issues facing educators,and the same is true for the teaching of computer programming courses.This paper focuses on the teaching reform of AI-enabled computer programming courses,analyzes its basic problems,and puts forward corresponding reform countermeasures to provide a useful reference for front-line teachers. 展开更多
关键词 AI Computer programming
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Enhancing the data processing speed of a deep-learning-based three-dimensional single molecule localization algorithm (FD-DeepLoc) with a combination of feature compression and pipeline programming
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作者 Shuhao Guo Jiaxun Lin +1 位作者 Yingjun Zhang Zhen-Li Huang 《Journal of Innovative Optical Health Sciences》 2025年第2期150-160,共11页
Three-dimensional(3D)single molecule localization microscopy(SMLM)plays an important role in biomedical applications,but its data processing is very complicated.Deep learning is a potential tool to solve this problem.... Three-dimensional(3D)single molecule localization microscopy(SMLM)plays an important role in biomedical applications,but its data processing is very complicated.Deep learning is a potential tool to solve this problem.As the state of art 3D super-resolution localization algorithm based on deep learning,FD-DeepLoc algorithm reported recently still has a gap with the expected goal of online image processing,even though it has greatly improved the data processing throughput.In this paper,a new algorithm Lite-FD-DeepLoc is developed on the basis of FD-DeepLoc algorithm to meet the online image processing requirements of 3D SMLM.This new algorithm uses the feature compression method to reduce the parameters of the model,and combines it with pipeline programming to accelerate the inference process of the deep learning model.The simulated data processing results show that the image processing speed of Lite-FD-DeepLoc is about twice as fast as that of FD-DeepLoc with a slight decrease in localization accuracy,which can realize real-time processing of 256×256 pixels size images.The results of biological experimental data processing imply that Lite-FD-DeepLoc can successfully analyze the data based on astigmatism and saddle point engineering,and the global resolution of the reconstructed image is equivalent to or even better than FD-DeepLoc algorithm. 展开更多
关键词 Real-time data processing feature compression pipeline programming
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TI-MILP模型在铜冶炼调度优化中的研究及应用
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作者 董世坤 徐辉 《云南冶金》 2025年第4期121-126,共6页
针对铜冶炼电炉-转炉协同效率低的问题,构建TI-MILP模型,利用仿真软件生成24小时动态多炉调度优化方案,理想条件下日作业炉次达6.59炉,等料时间降至87.2 min;实际应用中2023年日作业炉次提升至5.99炉,等料时间从370 min/d降至300 min/d。
关键词 铜冶炼 TI-milp模型 生产调度
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Magneto-soft robots based on multi-materials optimizing and heat-assisted in-situ magnetic domains programming
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作者 Fuzhou Niu Quhao Xue +9 位作者 Qing Cao Xinyang He Taolei Wang HaoChen Wang Chonglei Hao Xiaojian Li Ying Li Hao Yang Huayong Yang Dong Han 《International Journal of Extreme Manufacturing》 2025年第5期447-462,共16页
Soft robots, inspired by the flexibility and versatility of biological organisms, have potential in a variety of applications. Recent advancements in magneto-soft robots have demonstrated their abilities to achieve pr... Soft robots, inspired by the flexibility and versatility of biological organisms, have potential in a variety of applications. Recent advancements in magneto-soft robots have demonstrated their abilities to achieve precise remote control through magnetic fields, enabling multi-modal locomotion and complex manipulation tasks. Nonetheless, two main hurdles must be overcome to advance the field: developing a multi-component substrate with embedded magnetic particles to ensure the requisite flexibility and responsiveness, and devising a cost-effective,straightforward method to program three-dimensional distributed magnetic domains without complex processing and expensive machinery. Here, we introduce a cost-effective and simple heat-assisted in-situ integrated molding fabrication method for creating magnetically driven soft robots with three-dimensional programmable magnetic domains. By synthesizing a composite material with neodymium-iron-boron(NdFeB) particles embedded in a polydimethylsiloxane(PDMS) and Ecoflex matrix(PDMS:Ecoflex = 1:2 mass ratio, 50% magnetic particle concentration), we achieved an optimized balance of flexibility, strength, and magnetic responsiveness. The proposed heat-assisted in-situ magnetic domains programming technique,performed at an experimentally optimized temperature of 120℃, resulted in a 2 times magnetization strength(9.5 mT) compared to that at 20℃(4.8 m T), reaching a saturation level comparable to a commercial magnetizer. We demonstrated the versatility of our approach through the fabrication of six kinds of robots, including two kinds of two-dimensional patterned soft robots(2D-PSR), a circular six-pole domain distribution magnetic robot(2D-CSPDMR), a quadrupedal walking magnetic soft robot(QWMSR), an object manipulation robot(OMR), and a hollow thin-walled spherical magneto-soft robot(HTWSMSR). The proposed method provides a practical solution to create highly responsive and adaptable magneto-soft robots. 展开更多
关键词 magneto-soft robots multi-materials optimizing three-dimensional magnetic domains programming
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基于MILP的智能配电网自愈检修技术的研究与分析
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作者 刘明杰 田汉霖 《自动化应用》 2025年第14期162-167,共6页
配电网的自愈研究是通过对电网的监控、分析和自动控制来提高电网运行的可靠性。基于连接分布式发电机、系统配置和负载管理,提出了一种智能配电网的自愈优化控制策略。同时,对所提出的MILP模型在基于16总线和33总线的两个真实试验进行... 配电网的自愈研究是通过对电网的监控、分析和自动控制来提高电网运行的可靠性。基于连接分布式发电机、系统配置和负载管理,提出了一种智能配电网的自愈优化控制策略。同时,对所提出的MILP模型在基于16总线和33总线的两个真实试验进行了分析,通过通用代数建模系统(GAMS)进行建模,完成了对其准确性和可靠性的研究。结果显示,电压幅度MSE在E-6的功率范围内,角度MSE在E-3和E-4范围内,并且电压角度的误差大于电压幅度的误差。 展开更多
关键词 智能配电网 自愈检修技术 混合整数线性规划 可靠性
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Research on Teaching Reform Strategies of Python Programming Course Based on Artificial Intelligence Technology
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作者 Hong Chen 《Journal of Electronic Research and Application》 2025年第5期25-29,共5页
As one of the core courses for computer-related majors,the Python programming course has become increasingly important in the era of artificial intelligence.It aims to help students develop good computer thinking and ... As one of the core courses for computer-related majors,the Python programming course has become increasingly important in the era of artificial intelligence.It aims to help students develop good computer thinking and improve their abilities in programming and data analysis.The application of artificial intelligence technology in the teaching of Python programming courses is of great significance for optimizing the allocation of teaching resources,enriching students’learning experience,and significantly improving teaching quality.Based on this,this paper first briefly expounds on the importance of applying artificial intelligence technology in the teaching of Python programming courses.On this basis,it focuses on exploring effective strategies for the teaching reform of Python programming courses based on artificial intelligence technology,hoping to provide new ideas for the teaching of Python programming courses and contribute to cultivating more Python programming talents with artificial intelligence literacy. 展开更多
关键词 Artificial intelligence technology Python programming course Teaching reform Effective strategies
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Teaching Reform of the C Programming Language Course Integrating OBE Concept and AI Assistance under the New Engineering Background
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作者 Arzigul Ahat Gulnaz Alimjan 《Journal of Contemporary Educational Research》 2025年第7期197-202,共6页
With the continuous advancement of the New Engineering Education initiative,universities are raising the standards for cultivating engineering talents.C Programming Language,as a core course for computer science and r... With the continuous advancement of the New Engineering Education initiative,universities are raising the standards for cultivating engineering talents.C Programming Language,as a core course for computer science and related majors,plays a fundamental role in developing logical thinking,programming skills,and engineering practice.However,problems such as outdated content,weak practical connections,and single assessment methods still exist in current teaching,which affects both learning outcomes and students’skill development.Based on the outcome-based education(OBE)approach and supported by AI-assisted teaching tools,this paper proposes a reform plan focusing on teaching content,instructional methods,and evaluation systems.The goal is to enhance students’overall abilities and practical innovation skills,and to align the course more closely with modern industry needs. 展开更多
关键词 New Engineering C programming Language Teaching reform OBE concept AI-assisted instruction
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