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Application of AIGC in the design of film and television props AIGC 在影视道具设计中的应用
Pub Date : 2024-04-10 DOI: 10.62051/d2g25p37
Manyu Zhao, Bing Li, Xiru Zhang
This paper discusses the application, influence and long-term value of AIGC in film and television props design. Through deep learning and intelligent algorithms, AIGC technology can quickly generate high-quality film and television prop design schemes, improve design efficiency and accuracy, and save time and labor costs for film and television production. At the same time, AIGC technology can also promote the innovation of film and television props design, stimulate the creative inspiration of designers, and create more diverse design styles. In addition, AIGC technology can intelligently recommend and optimize the design scheme according to the audience 's preferences and needs, enhance the audience 's viewing experience, and enhance the attractiveness of film and television works. All in all, AIGC has important application value in the design of film and television props, and has injected new impetus into the innovation and development of the film and television industry. With the continuous progress of technology and the continuous improvement of application mode, it is believed that the application of AIGC in the design of film and television props will play a more important role and promote the innovation and development of the industry.
本文探讨了 AIGC 在影视道具设计中的应用、影响和长远价值。通过深度学习和智能算法,AIGC 技术可以快速生成高质量的影视道具设计方案,提高设计效率和准确性,为影视制作节省时间和人力成本。同时,AIGC 技术还能促进影视道具设计的创新,激发设计师的创作灵感,创造出更加多样化的设计风格。此外,AIGC 技术还可以根据观众的喜好和需求,智能推荐和优化设计方案,提升观众的观影体验,增强影视作品的吸引力。总之,AIGC 在影视道具设计中具有重要的应用价值,为影视产业的创新与发展注入了新的动力。相信随着技术的不断进步和应用模式的不断完善,AIGC 在影视道具设计中的应用将发挥更加重要的作用,推动行业的创新与发展。
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引用次数: 0
Complex overlapping pedestrian target detection network based on the yolov3 model 基于 yolov3 模型的复杂重叠行人目标检测网络
Pub Date : 2024-04-10 DOI: 10.62051/rpbbxx55
Yuchi Zhang
This paper proposes a complex overlapping pedestrian target detection model based on yolov3 model by multi-scale feature fusion and context-aware mechanism. The SONY A7R3a camera shot the model on campus, and the data set was obtained after editing and collating. There were 358 high-definition videos with a resolution of 1920*1080, and the frame rate was 50HZ, about 179,000 frames. Through testing, this paper finds that compared with Single Shot Multibox Detector (SSD), the detection accuracy of the newly proposed model is slightly improved, the detection accuracy is the same as that of Faster R-CNN, and the detection accuracy of the newly proposed model is slightly worse than that of RetinaNet. However, the detection speed of Yolov3 is more than twice that of Single Shot Multibox Detector, RetinaNet and Faster R-CNN. The input size of Yolov3 is 320*320, and the processing of a single image only needs 22ms, so the detection speed of the simplified Yolov3 tiny is faster.
本文基于 yolov3 模型,通过多尺度特征融合和上下文感知机制,提出了一种复杂重叠行人目标检测模型。该模型由 SONY A7R3a 摄像机在校园内拍摄,经编辑整理后得到数据集。高清视频共 358 个,分辨率为 1920*1080,帧率为 50HZ,约 17.9 万帧。通过测试,本文发现与 Single Shot Multibox Detector(SSD)相比,新提出模型的检测精度略有提高,检测精度与 Faster R-CNN 相同,新提出模型的检测精度略差于 RetinaNet。但是,Yolov3 的检测速度是 Single Shot Multibox Detector、RetinaNet 和 Faster R-CNN 的两倍多。Yolov3 的输入大小为 320*320,处理单幅图像只需要 22 毫秒,因此简化后的 Yolov3 微小图像的检测速度更快。
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引用次数: 0
AI Pricing: Adoption of Artificial Intelligences and Collusive Price 人工智能定价:人工智能的采用与合谋定价
Pub Date : 2024-04-10 DOI: 10.62051/ed63gf48
Jiaqi Liu
With the growing integration of artificial intelligence (AI) in determining pricing strategies, there is an increasing concern about its potential to foster collusive behavior. Harrington (2012, 2018) underscores the challenge: if AI proves more adept at tacit collusion than humans or if AI-driven collusion is inherently tacit, then it presents a significant hurdle for prosecution under the prevailing interpretation of US antitrust laws. Validating these concerns, Assad et al. (2020) observed collusive price surges linked to the adoption of pricing algorithms among German gas stations. Drawing from game theory—specifically the repeated game paradigm—this paper crafts a foundational mathematical model to analyze competition versus collusion dynamics. It also evaluates the resultant welfare implications of both scenarios. The paper further delves into the broader challenges posed by AI-powered pricing and advocates for potential policy countermeasures, including algorithmic regulation and collusion detection mechanisms.
随着人工智能(AI)越来越多地应用于定价策略的制定,人们越来越担心人工智能会助长合谋行为。Harrington(2012,2018)强调了这一挑战:如果人工智能被证明比人类更善于默契合谋,或者人工智能驱动的合谋本质上是默契的,那么根据美国反托拉斯法的现行解释,这将成为起诉的重大障碍。Assad 等人(2020 年)观察到德国加油站在采用定价算法时出现了串通涨价现象,验证了上述担忧。本文借鉴博弈论,特别是重复博弈范式,建立了一个基础数学模型,用于分析竞争与合谋的动态关系。本文还评估了这两种情况对福利的影响。本文进一步探讨了人工智能定价带来的更广泛挑战,并提出了潜在的政策对策,包括算法监管和合谋检测机制。
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引用次数: 0
Exploring the intersection of network security and database communication: a PostgreSQL Socket Connection case study 探索网络安全与数据库通信的交叉点:PostgreSQL Socket 连接案例研究
Pub Date : 2024-04-10 DOI: 10.62051/pzqebt34
Shengke Ye, Kaiye Dai, Guoli Fan, Ling Zhang, Zhihao Liang
In this study, the network security of PostgreSQL database using Socket connection is deeply analyzed. By exploring Socket connections established by PostgreSQL over TCP, we find potential security threats and vulnerabilities during data transmission, which may expose database systems to network attacks such as unauthorized access and data leakage. In order to assess these security risks, this study simulated a variety of network attack scenarios, especially the implantation and detection of Webshell, to reveal the vulnerability of PostgreSQL to such network threats. Especially in defending against complex and changeable cyber threats such as Webshell attacks, this research also uses machine learning and artificial intelligence techniques to improve the automation level of security threat detection and response. These technologies can help identify complex attack patterns and improve resilience to emerging threats, thereby enhancing the overall security of PostgreSQL databases.
本研究深入分析了使用 Socket 连接的 PostgreSQL 数据库的网络安全问题。通过探索 PostgreSQL 通过 TCP 建立的 Socket 连接,我们发现了数据传输过程中潜在的安全威胁和漏洞,这些威胁和漏洞可能会使数据库系统面临未经授权的访问和数据泄漏等网络攻击。为了评估这些安全风险,本研究模拟了多种网络攻击场景,特别是 Webshell 的植入和检测,以揭示 PostgreSQL 在此类网络威胁面前的脆弱性。特别是在防御 Webshell 攻击等复杂多变的网络威胁时,本研究还使用了机器学习和人工智能技术,以提高安全威胁检测和响应的自动化水平。这些技术有助于识别复杂的攻击模式,提高对新兴威胁的应变能力,从而增强 PostgreSQL 数据库的整体安全性。
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引用次数: 0
Genetic Algorithm Based Path Planning for Seawater Depth Data Measurement in Real Scenarios 基于遗传算法的真实场景下海水深度数据测量路径规划
Pub Date : 2024-04-10 DOI: 10.62051/jngyc112
Lincheng Ni
In this paper, firstly, the movement direction of the measuring ship is clarified, and according to the requirements of factors such as the range of overlap rate is controlled at 10% to 20% and the sea area is completely covered, the optimization equation system is derived, and the objective function is derived through the requirements, and the optimal solution can be derived from the two associations as the 34 measuring lines and the total length of 68 nautical miles of the shortest measuring lines. Using genetic algorithm to examine the real scene of seawater depth data measurement path planning, the length of the measurement line and coverage as an assessment index of the algorithm's subsequent optimization of the object of choice. Through the simulation of genetic mutation, crossover and selection operations, the total length of the shortest survey line is 21.5261 nautical miles, the percentage of missed sea area is 1.6%, and the overlap rate is 13.12% after the iterative solution of the genetic algorithm.
本文首先明确了测量船的运动方向,并根据重叠率范围控制在10%~20%、海域完全覆盖等因素的要求,推导出优化方程系统,通过要求得出目标函数,由两个关联可得出最优解为34条测量线和总长68海里的最短测量线。利用遗传算法考察海水深度数据测量路径规划的真实场景,将测线长度和覆盖范围作为算法后续优化选择对象的考核指标。通过模拟遗传变异、交叉和选择运算,经遗传算法迭代求解后,最短测线总长度为21.5261海里,漏测海域比例为1.6%,重叠率为13.12%。
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引用次数: 0
Application of sea surface temperature remote sensing data in environmental assessment of fishing grounds 海面温度遥感数据在渔场环境评估中的应用
Pub Date : 2024-04-10 DOI: 10.62051/fpa2dm58
Xinkai Zhang, Jie Yin
This article provides a comprehensive discussion of the application and importance of sea surface temperature (SST) remote sensing data in environmental assessment of fisheries. By analysing the collection, processing and practical application of SST data, the article demonstrates how this technology can help scientists and fisheries managers to better understand the impacts of ocean temperature changes on fisheries resources and its role in ensuring the sustainability of global fisheries. The article begins by describing the importance of the marine environment to fishery resources and explains the development of SST remote sensing technology and its application to fishery location and environmental monitoring. The article then discusses in detail the application of SST data in practical fisheries management, in particular how it can help predict fish migration, optimise fishing activities, and assess the impacts of climate change on marine ecosystems. In addition, the article explores the main challenges faced when applying SST data, such as technical limitations, complexity of data interpretation, and unequal access on a global scale. Overall, this article highlights the indispensable role of SST remote sensing data in modern fisheries management, while also pointing out the limitations of its application and future directions. With the continuous advancement of remote sensing technology and the ongoing impact of global climate change, SST data are expected to play an increasingly important role in future fisheries environmental assessment and resource management.
本文全面论述了海洋表面温度(SST)遥感数据在渔业环境评估中的应用及其重要性。通过分析海表温度数据的收集、处理和实际应用,文章展示了该技术如何帮助科学家和渔业管理人员更好地了解海洋温度变化对渔业资源的影响,以及该技术在确保全球渔业可持续性方面的作用。文章首先介绍了海洋环境对渔业资源的重要性,并解释了 SST 遥感技术的发展及其在渔业定位和环境监测中的应用。文章随后详细讨论了 SST 数据在实际渔业管理中的应用,特别是如何帮助预测鱼类洄游、优化捕鱼活动以及评估气候变化对海洋生态系统的影响。此外,文章还探讨了应用 SST 数据时面临的主要挑战,如技术限制、数据解读的复杂性以及全球范围内的不平等获取。总之,本文强调了 SST 遥感数据在现代渔业管理中不可或缺的作用,同时也指出了其应用的局限性和未来发展方向。随着遥感技术的不断进步和全球气候变化的持续影响,预计 SST 数据将在未来的渔业环境评估和资源管理中发挥越来越重要的作用。
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引用次数: 0
Optimization and Performance Evaluation of Artificial Intelligence Algorithms in Game Design 游戏设计中人工智能算法的优化和性能评估
Pub Date : 2024-04-10 DOI: 10.62051/djvg3176
Zixuan Jiang
This article aims to optimize artificial intelligence algorithms in game design to enhance game performance and player experience. Therefore, an innovative method called Dynamic Game AI Fitness Optimization Algorithm (DGAFOA) was proposed in the article, and its effectiveness was verified through experiments. In the experimental section, this article applies the DGAFOA algorithm to a typical role-playing game and compares it with traditional fixed parameter AI algorithms. The experimental results show that the DGAFOA algorithm exhibits significant advantages in key indicators such as game task completion rate and player satisfaction. Specifically, game AI using the DGAFOA algorithm can respond more quickly and accurately to player behavior, improving the overall smoothness and fun of the game. In addition, the DGAFOA algorithm also introduces ε- The greedy strategy balances exploration and utilization, effectively avoiding the problem of AI getting stuck in local optima. This enables game AI to maintain stable performance while still possessing the ability to explore new strategies, bringing players more surprises and challenges.
本文旨在优化游戏设计中的人工智能算法,以提高游戏性能和玩家体验。因此,文章提出了一种名为 "动态游戏人工智能优化算法(Dynamic Game AI Fitness Optimization Algorithm,DGAFOA)"的创新方法,并通过实验验证了其有效性。在实验部分,本文将 DGAFOA 算法应用于一款典型的角色扮演游戏,并与传统的固定参数人工智能算法进行了比较。实验结果表明,DGAFOA 算法在游戏任务完成率和玩家满意度等关键指标上表现出明显优势。具体来说,采用 DGAFOA 算法的游戏人工智能能更快速、更准确地对玩家行为做出反应,从而提高游戏的整体流畅性和趣味性。此外,DGAFOA 算法还引入了ε- 贪婪策略,平衡了探索和利用,有效避免了人工智能陷入局部最优的问题。这使得游戏人工智能在保持性能稳定的同时,还能具备探索新策略的能力,为玩家带来更多惊喜和挑战。
{"title":"Optimization and Performance Evaluation of Artificial Intelligence Algorithms in Game Design","authors":"Zixuan Jiang","doi":"10.62051/djvg3176","DOIUrl":"https://doi.org/10.62051/djvg3176","url":null,"abstract":"This article aims to optimize artificial intelligence algorithms in game design to enhance game performance and player experience. Therefore, an innovative method called Dynamic Game AI Fitness Optimization Algorithm (DGAFOA) was proposed in the article, and its effectiveness was verified through experiments. In the experimental section, this article applies the DGAFOA algorithm to a typical role-playing game and compares it with traditional fixed parameter AI algorithms. The experimental results show that the DGAFOA algorithm exhibits significant advantages in key indicators such as game task completion rate and player satisfaction. Specifically, game AI using the DGAFOA algorithm can respond more quickly and accurately to player behavior, improving the overall smoothness and fun of the game. In addition, the DGAFOA algorithm also introduces ε- The greedy strategy balances exploration and utilization, effectively avoiding the problem of AI getting stuck in local optima. This enables game AI to maintain stable performance while still possessing the ability to explore new strategies, bringing players more surprises and challenges.","PeriodicalId":509968,"journal":{"name":"Transactions on Computer Science and Intelligent Systems Research","volume":"2014 33","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140718637","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The prospect exploration of artificial intelligence technology and its application 人工智能技术及其应用的前景探索
Pub Date : 2024-04-10 DOI: 10.62051/sn7t0x23
Fangyu Gu
With the rapid development of science and technology, artificial intelligence technology has become one of the most popular research fields in today's society. From intelligent voice assistants to self-driving cars, to medical diagnostics and financial risk control, AI technology has shown huge potential and value in all fields. This paper deeply explores the current situation, development trend and its application prospect of artificial intelligence technology in various industries. This paper briefly introduces the development process of artificial intelligence technology, including its origin, development status and key technologies. Then, it focuses on the application cases of AI technology in healthcare, finance, education, industry and other fields, and evaluates its impact and potential value. It discusses the challenges of artificial intelligence technology, such as data security and privacy protection, algorithm fairness and moral considerations. In view of these problems, the corresponding solution strategies and development suggestions are put forward. The future development trend of artificial intelligence technology is discussed, including the research and application of cutting-edge technologies such as deep learning, natural language processing and emotional computing. The conclusion pointed out that artificial intelligence technology will continue to change human life in the future and bring more innovation and breakthrough to various industries.
随着科学技术的飞速发展,人工智能技术已成为当今社会最热门的研究领域之一。从智能语音助手到自动驾驶汽车,再到医疗诊断和金融风险控制,人工智能技术在各个领域都展现出了巨大的潜力和价值。本文深入探讨了人工智能技术在各行业的发展现状、发展趋势及其应用前景。本文简要介绍了人工智能技术的发展历程,包括其起源、发展现状和关键技术。然后,重点介绍了人工智能技术在医疗、金融、教育、工业等领域的应用案例,并对其影响和潜在价值进行了评估。报告探讨了人工智能技术面临的挑战,如数据安全和隐私保护、算法公平性和道德考量等。针对这些问题,提出了相应的解决策略和发展建议。探讨了人工智能技术的未来发展趋势,包括深度学习、自然语言处理、情感计算等前沿技术的研究与应用。结论指出,未来人工智能技术将继续改变人类生活,为各行各业带来更多创新和突破。
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引用次数: 0
Application and progress of water colour remote sensing technology in monitoring chlorophyll concentration changes in seawater 水色遥感技术在监测海水叶绿素浓度变化中的应用及进展情况
Pub Date : 2024-04-10 DOI: 10.62051/vag1mq54
Hengpan Zhang, Jiahua Li
This paper provides an in-depth discussion on the application and progress of water colour remote sensing technology in monitoring changes in chlorophyll concentration in seawater. The hydrochromatic remote sensing technique uses spectral data acquired by remote sensing satellites and airborne platforms to monitor and analyse the distribution of marine chlorophyll, which is of great significance for understanding and protecting marine ecosystems. The article first introduces the basic principles and development history of this technology, and then discusses in detail its applications in global ocean monitoring, including resource management, environmental assessment, and ecological protection. In the discussion, we highlight the advantages of water colour remote sensing technology in providing large-scale and efficient ocean monitoring, while also pointing out the challenges it faces in terms of data accuracy, atmospheric disturbance handling and algorithm development. In particular, these challenges are gradually being overcome with the application of advanced computational techniques, such as machine learning and artificial intelligence, resulting in significant improvements in monitoring accuracy and efficiency. Finally, this paper looks at the future direction of water colour remote sensing technology, including technological innovation, data integration and interdisciplinary collaboration, highlighting the potential value of this technology in addressing global climate change and marine environmental protection. Through this comprehensive analysis, we have gained a deeper understanding and appreciation of the important role of water colour remote sensing technology in global ocean monitoring and management.
本文深入探讨了水色遥感技术在监测海水叶绿素浓度变化方面的应用和进展。水色遥感技术利用遥感卫星和机载平台获取的光谱数据来监测和分析海洋叶绿素的分布,对了解和保护海洋生态系统具有重要意义。文章首先介绍了这项技术的基本原理和发展历程,然后详细讨论了它在全球海洋监测中的应用,包括资源管理、环境评估和生态保护。在讨论中,我们强调了水色遥感技术在提供大规模高效海洋监测方面的优势,同时也指出了其在数据精度、大气干扰处理和算法开发方面面临的挑战。特别是,随着机器学习和人工智能等先进计算技术的应用,这些挑战正逐步被克服,从而显著提高了监测精度和效率。最后,本文展望了水色遥感技术的未来发展方向,包括技术创新、数据整合和跨学科合作,强调了这一技术在应对全球气候变化和海洋环境保护方面的潜在价值。通过综合分析,我们对水色遥感技术在全球海洋监测和管理中的重要作用有了更深的理解和认识。
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引用次数: 0
Study on Flow and Heat Transfer in Supercritical CO2 in Micro-channel Heat Exchanger 超临界二氧化碳在微通道热交换器中的流动和传热研究
Pub Date : 2024-04-10 DOI: 10.62051/rf6hpt08
Zhenwen Wei, Yanchao Jin, Jianbo Cui, Yazhou Han, Liangzhao Sun, Yan He, Gongpeng Wu
In order to investigate the flow and heat transfer performances of supercritical CO2 in the PCHE, a two-dimensional micro-channel heat transfer model was established. The impacts of the airfoil fin arrangement on flow and heat transfer of supercritical CO2 in a PCHE were studied using Computational Fluid Dynamics software. The results show that the transfer efficiency of PCHE can be effectively improved by reducing the abeam and vertical distances between airfoil fins. However, the pressure drop of supercritical CO2 flow in the microchannel reduces with an increase in abeam and vertical spacing distances.
为了研究超临界二氧化碳在热交换器中的流动和传热性能,建立了一个二维微通道传热模型。利用计算流体动力学软件研究了翼片布置对超临界二氧化碳在静压电除尘器中流动和传热的影响。结果表明,通过减小翼片之间的边距和垂直距离,可以有效地提高冷凝器的传热效率。然而,微通道中的超临界二氧化碳流的压降随着翼缘和垂直间距的增大而减小。
{"title":"Study on Flow and Heat Transfer in Supercritical CO2 in Micro-channel Heat Exchanger","authors":"Zhenwen Wei, Yanchao Jin, Jianbo Cui, Yazhou Han, Liangzhao Sun, Yan He, Gongpeng Wu","doi":"10.62051/rf6hpt08","DOIUrl":"https://doi.org/10.62051/rf6hpt08","url":null,"abstract":"In order to investigate the flow and heat transfer performances of supercritical CO2 in the PCHE, a two-dimensional micro-channel heat transfer model was established. The impacts of the airfoil fin arrangement on flow and heat transfer of supercritical CO2 in a PCHE were studied using Computational Fluid Dynamics software. The results show that the transfer efficiency of PCHE can be effectively improved by reducing the abeam and vertical distances between airfoil fins. However, the pressure drop of supercritical CO2 flow in the microchannel reduces with an increase in abeam and vertical spacing distances.","PeriodicalId":509968,"journal":{"name":"Transactions on Computer Science and Intelligent Systems Research","volume":"13 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140720347","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Transactions on Computer Science and Intelligent Systems Research
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