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基于生成式人工智能的汽车前脸造型设计方法研究
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作者 路鹏 吴凡 +1 位作者 唐建 宋明亮 《包装工程》 北大核心 2026年第2期69-78,共10页
目的探究生成式人工智能(Generative Artificial Intelligence,GAI)对传统工业设计流程的革新作用,并提出一种基于GAI的汽车前脸造型设计方法。方法首先,应用GPT-4o归纳分析消费者对汽车前脸造型的感性需求,并提取典型意象需求;其次,利... 目的探究生成式人工智能(Generative Artificial Intelligence,GAI)对传统工业设计流程的革新作用,并提出一种基于GAI的汽车前脸造型设计方法。方法首先,应用GPT-4o归纳分析消费者对汽车前脸造型的感性需求,并提取典型意象需求;其次,利用Midjourney生成符合典型意象需求的汽车前脸造型,以构建造型参考资料库;再次,选取基础造型并设定目标意象,同时结合专家与消费者评价,从资料库中筛选符合目标意象的参考造型;最后,基于基础和参考造型,采用曲线掺合法生成创新的造型曲线,并应用Stable Diffusion将其转化为三维效果的备选方案。结果设计评价结果显示,该方法能够有效生成兼顾汽车品牌特征与消费者感性需求的前脸造型。结论基于GAI的汽车前脸造型设计方法能够提高汽车设计师的效率和创新性,进而启发设计师重新审视传统的工业设计流程。 展开更多
关键词 生成式人工智能 汽车前脸造型 工业设计流程 Midjourney Stable Diffusion
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AIGC在室内设计中的应用
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作者 彭时矿 《上海包装》 2026年第1期228-230,共3页
在数字化转型的浪潮中,人工智能生成内容(artificial intelligence generated content,AIGC)正深刻重塑室内设计行业。聚焦AIGC技术在室内设计中的应用,以生成式对抗网络、扩散模型(如Stable Diffusion)、大语言模型(large language mod... 在数字化转型的浪潮中,人工智能生成内容(artificial intelligence generated content,AIGC)正深刻重塑室内设计行业。聚焦AIGC技术在室内设计中的应用,以生成式对抗网络、扩散模型(如Stable Diffusion)、大语言模型(large language model,LLM)及多模态技术为核心,探讨如何通过智能生成、精准控制与高效协作,解决传统设计流程中效率低、个性化不足等问题。解析了AIGC的核心技术原理,构建出“需求分析—概念生成—方案迭代—成果输出”的全流程应用框架,并结合实际案例验证其有效性。通过技术优势与局限性分析,提出未来发展方向,为行业提供可参考的智能化转型路径。研究表明,AIGC技术可显著提升设计效率与创意多样性,但在复杂空间理解与细节处理层面仍须优化。研究成果对推动AIGC与室内设计深度融合具有一定的参考价值。 展开更多
关键词 AIGC 室内设计 Stable Diffusion 人机协作
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Wildfire increased summer low flows in snow-dominated watersheds:A combined approach of hydrometric monitoring and geochemical tracing
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作者 Shixuan Lyu Xiaohua Wei +8 位作者 Ming Qiu Mackenzie Myers Zhaozhi Wang Jinyu Hui Wenhui Yan Tongqing Shen Meirong Sun Shuhui Wang Yiping Hou 《Forest Ecosystems》 2026年第1期200-211,共12页
Forests are experiencing more frequent and intense wildfires in Canada,which pose considerable threats to water quantity and quality,particularly during the summer low-flow period when water demand is high.While the i... Forests are experiencing more frequent and intense wildfires in Canada,which pose considerable threats to water quantity and quality,particularly during the summer low-flow period when water demand is high.While the impacts of wildfire on hydrology have been widely assessed at the watershed scale,the underlying mechanisms of the responses of summer low flows remain poorly understood.In this study,we employed an integrated research framework that combines hydrometric monitoring with geochemical tracing to evaluate how the 2021 White Rock Lake Wildfire affected summer low flows,and to identify the underlying mechanisms governing these responses in the Okanagan Valley,British Columbia(BC),Canada.We found that(1)summer low flows,represented by Q90(flows exceeded at 90%of the time in summer)significantly increased following the wildfire(p<0.05);(2)summer low flows were primarily regulated by snow water in early summer(July),while dominated by groundwater in late summer(August and September);and(3)enhanced snow water contribution and reduced evapotranspiration(ET)were two primary contributors to the increased summer low flows.Our results provide insights for developing sustainable water management strategies for the region in the context of climate change and increasing forest disturbance.This study also demonstrates that the combination of hydrometric monitoring and geochemical tracing is an effective approach towards uncovering mechanisms that drive low-flow responses. 展开更多
关键词 Summer low flows WILDFIRE Water quantity Stable water isotopes Geochemical tracers Okanagan Valley
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Biological evaporation effect by phytoplankton on stable isotopic signatures of water
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作者 Wanzhu LI Baoli WANG Cong-Qiang LIU 《Science China Earth Sciences》 2026年第2期582-589,共8页
Stable isotope analysis of water(δD and δ^(18)O)is widely used to trace water cycle processes in aquatic ecosystems,based on the established assumption that biological activity does not cause isotopic fractionation ... Stable isotope analysis of water(δD and δ^(18)O)is widely used to trace water cycle processes in aquatic ecosystems,based on the established assumption that biological activity does not cause isotopic fractionation of water.Here,we found that phytoplankton photosynthesis elevated ambient water δ^(18)O and δD values,a conclusion supported by a large-scale survey across extensive spatiotemporal environmental gradients and further confirmed by a laboratory culture experiment.This biological effect depended on phytoplankton biomass and light utilization efficiency and could result in a deviation of at least 16.7% in the slope of the water δD-δ^(18)O regression line.We termed this phenomenon the“biological evaporation effect”.Given the potential universality of this effect across aquatic ecosystems,our findings challenge the conventional paradigm in isotope hydrology. 展开更多
关键词 Phytoplankton photosynthesis Stable isotope Biological evaporation effect Water cycle
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Nitrogen and oxygen isotopes in nitrate and nitrite in the polluted surface waters from the Arno River Basin(Central Italy)
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作者 Lorenzo Chemeri Barbara Nisi +5 位作者 Andrea Pierozzi Jacopo Cabassi Marco Taussi Stefania Venturi Antonio Delgado Huertas Orlando Vaselli 《Journal of Environmental Sciences》 2026年第1期250-262,共13页
The Arno River Basin(Central Italy)is affected by a considerable anthropogenic pressure due to the presence of large cities and widespread industrial and agricultural practices.In this work,26 water samples from the A... The Arno River Basin(Central Italy)is affected by a considerable anthropogenic pressure due to the presence of large cities and widespread industrial and agricultural practices.In this work,26 water samples from the Arno River and its main tributaries were analyzed to assess the water pollution status.The geochemical composition of the Arno River changes from the source(dominated by a Ca-HCO_(3) facies)to the mouth(where a Na-Cl(SO4)chemistry prevails)with an increasing quality deterioration,as suggested by the Chemical Water Quality Index,due to anthropogenic contributions and seawater intrusion before flowing into the Ligurian Sea.The Ombrone and Usciana tributaries introduce anthropogenic pollutants into the Arno River,whilst Elsa tributary supplies significant contents of geogenic sulfate.The concentrations of dissolved nitrate and nitrite(up to 63 and 9 mg/L,respectively)and the respective isotopic values of𝛿15N and𝛿18O were also determined to understand origin and fate of the N-species in the Arno River Basin surface waters.The combined application of𝛿15N-NO_(3) and𝛿18O-NO_(3) and N-source apportionment modelling allowed the identification of soil organic nitrogen and sewage and domestic wastes as primary sources for dissolved NO_(3)-.The𝛿15N-NO_(2) and𝛿18O-NO_(2) values suggest that the nitrification process affects the ARB waters,thus controlling the abundances and proportion of the N-species.Our work indicates that additional efforts are needed to improve management strategies to reduce the release of nitrogenated species to the surface waters of the Arno River Basin,since little progress has been made from the early 2000s. 展开更多
关键词 River geochemistry Water pollution Nitrogen stable isotopes Surface water management Water quality Anthropogenic pollution
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Novel pulse electrolysis anti-biofouling technology for front-end filter of water-cooled system on offshore largescale wind power platform
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作者 Xile WEI Liheng WANG +4 位作者 Yi WANG Xiaowen ZHOU Jingyi ZHANG Xiaodong WANG Yingjie CHEN 《Journal of Oceanology and Limnology》 2026年第1期150-159,共10页
Water-cooled system have significantly enhanced the power generation efficiency of offshore wind turbines.However,these innovative systems are susceptible to substantial biological fouling,maintenance challenges,and h... Water-cooled system have significantly enhanced the power generation efficiency of offshore wind turbines.However,these innovative systems are susceptible to substantial biological fouling,maintenance challenges,and high upkeep costs.Therefore,the development of a specialized front-end filter tailored for direct current water-cooled system is importance.This involves the integration of dimensionally stable anode(DSA)and nickel alloy cathode,valued for their corrosion resistance in seawater,into a novel front-end filter system for Water-cooled applications.This system has the dual capability of generating hydrogen and chlorine for self-cleaning purposes.Implementing a flushing pulse electrolysis mode,it effectively mitigates electrode failure induced by cathodic calcium and magnesium deposition,thereby significantly prolonging electrode lifespan.Laboratory tests comprising system assembly and performance evaluations were conducted,with the system programmed to operate for 5 minutes every 24 hours under continuous flushing by natural seawater to simulate real-world conditions.After more than 11 months of continuous flushing,observations reveal that the DSA mesh and nickel alloy mesh maintain intact structural integrity and normal functioning.Subsequent 1꞉1 physical prototype Sea trial further validated the soundness of the system design and electrolytic control parameters. 展开更多
关键词 water-cooled system pulse electrolysis ANTIFOULING dimensionally stable anode(DSA) nickel alloy offshore wind turbine
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Geochemical Characteristics and Origin of Natural Gas from the Ordovician Middle Gas-bearing Assemblage in the Ordos Basin:A Case Study of the Daniudi Gas Field
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作者 WU Xiaoqi WANG Ping +5 位作者 LIU Quanyou NI Chunhua ZHANG Yi ZHU Dongya JIA Huichong XIANG Liange 《Acta Geologica Sinica(English Edition)》 2026年第1期188-199,共12页
The Ordovician Majiagou Formation(O1m)in the Ordos Basin is a crucial exploration field for natural gas,and exploration of the Ordovician middle assemblage(O_(1)m_(5)^(5-7))has recently yielded great breakthrough.The ... The Ordovician Majiagou Formation(O1m)in the Ordos Basin is a crucial exploration field for natural gas,and exploration of the Ordovician middle assemblage(O_(1)m_(5)^(5-7))has recently yielded great breakthrough.The Daniudi gas field provides a good case study to determine the gas source for the strata.The O_(1)m_(5)^(5-7)gas displays C1/C1-5 ratios of 0.932-0.985 and CO_(2)contents of 1.56%-11.75%,and the detectable H2S content ranges from 0.0002%to 1.8617%.Theδ^(13)C1,δ^(13)C2,δ^(13)CCO_(2),andδD_(1)values are−39.7‰to−35.6‰,−30.4‰to−23.7‰,−12.4‰to−4.6‰,and−204‰to−185‰,respectively.Identification of the gas origin and source indicates that the gaseous alkanes are commonly coal-derived gas.The gas was generated from the coal measures in the Taiyuan Formation(C_(3t))and subsequently migrated.A small amount of oil-associated gas,mainly from O1m carbonate source rocks,has been incorporated into the gas reservoir.The natural gas has experienced insignificant alteration by thermochemical sulfate reduction,and the relatively high levels of CO_(2)are probably associated with corrosion alteration of carbonate reservoirs by injected fluid during acid fracturing. 展开更多
关键词 geochemical characteristics stable isotopic compositions genetic types thermochemical sulfate reduction gas-source correlation Ordovician Majiagou Formation Daniudi gas field
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Processes of microbial utilization of algal-derived organic carbon and their influence by exogenous organic carbon
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作者 Yuqing ZHANG Limei SHI +5 位作者 Yuanfeng CAI Min ZHANG Xiaoli SHI Yingxun DU Yaling SU Qinglong L.WU 《Journal of Oceanology and Limnology》 2026年第1期268-283,共16页
In natural aquatic ecosystems,algal-derived organic carbon(AOC)often coexists with exogenous organic carbon(EOC).Microbial utilization of these distinct carbon sources affects carbon flux and transformation in water c... In natural aquatic ecosystems,algal-derived organic carbon(AOC)often coexists with exogenous organic carbon(EOC).Microbial utilization of these distinct carbon sources affects carbon flux and transformation in water column and algal growth.Microcystis blooms significantly increase AOC levels in water,but the microbial transformation process of Microcystis-derived AOC in the presence of EOC remain poorly understood.We conducted a simulated experiment by introducing^(13)C-sodium bicarbonate and^(13)C-glucose as substrates for indoor simulation of non-axenic Microcystis aeruginosa(M.aeruginosa)populations in a sealed system.The microbial transformation processes of AOC and EOC and their effects on M.aeruginosa growth were investigated.Results demonstrated that the addition of glucose accelerated M.aeruginosa growth and significantly increased their biomass.During the experiment,as the particulate organic carbon and nitrogen content increased,the concentrations of CO_(2)and N_(2)O were gradually decreased,while the concentration of CH4 were gradually increased.Significant differences were observed in the microbial processes involved in the uptake of AOC and EOC.Bacteria involved in AOC transformation throughout the growth period were dominated by Proteobacteria,Gemmatimonadota,Actinobacteriota,Bacteroidota,Acidobacteriota,and Firmicutes.The bacteria involved in EOC transformation were dominated by Proteobacteria,Actinobacteriota,Firmicutes,Cyanobacteria,Armatimonadota,and Bacteroidota.Linear discriminant analysis Effect Size(LEfSe)analysis revealed Massilia and Akkermansia as biomarkers involved in AOC transformation,while Ligilactobacillus was associated with EOC transformation.These findings provide valuable insights into the effects of EOC on algae-bacteria interaction,and on the dynamics of carbon and nitrogen cycling among M.aeruginosa and its associated bacteria. 展开更多
关键词 Microcystis aeruginosa associated bacteria algal-derived organic carbon exogenous organic carbon DNA-based stable isotope probing(DNA-SIP)
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人工智能对建筑设计工作流程的影响——以南京紫金(白下)科技创业特别社区设计产业园项目为例
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作者 王涵 吴大江 《城市建筑》 2026年第1期217-220,共4页
本研究以南京颐和路立面改造项目方案设计实践为切入点,初步探讨了生成式人工智能(AI)在建筑方案设计工作流程中的潜在应用。本研究重点分析了Stable Diffusion这一前沿技术工具在建筑领域中的实际运用。通过对其在该项目不同阶段的具... 本研究以南京颐和路立面改造项目方案设计实践为切入点,初步探讨了生成式人工智能(AI)在建筑方案设计工作流程中的潜在应用。本研究重点分析了Stable Diffusion这一前沿技术工具在建筑领域中的实际运用。通过对其在该项目不同阶段的具体部署及其效果进行细致分析,系统地展示了Stable Diffusion如何在多个关键设计环节中发挥作用。这些环节包括概念构思、初步设计、深化细化直至最终方案的确定。本研究旨在揭示生成式人工智能在提升建筑设计效率、拓宽设计思维边界及激发创新设计理念等方面的显著优势。 展开更多
关键词 生成式AI 建筑方案设计 立面改造 Stable Diffusion 建筑设计工作流程
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Flame-retardant quasi-solid polymer electrolytes for building stable and dendrite-free lithium metal batteries
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作者 Jia-Nuo Yu Jin-Ming Zhou +5 位作者 Zhe Wang Ru-Fen Chen Xi-Xi Feng Yu Zhang Na Wu Sen Xin 《Science China Chemistry》 2026年第2期698-702,共5页
Driven by the increasing demand for high-energy-density batteries in electric vehicles and portable electronics,lithium metal batteries have made significant breakthroughs[1–3].While critical challenges associated wi... Driven by the increasing demand for high-energy-density batteries in electric vehicles and portable electronics,lithium metal batteries have made significant breakthroughs[1–3].While critical challenges associated with lithium metal anodes in liquid electrolytes(e.g.,dendrite growth,interface instability)have hindered commercialization[4–6],solid electrolyte systems have shown promise in mitigating these issues.Among these,solid polymer electrolytes(SPEs)have emerged as a viable solution for enabling stable quasisolid-state lithium metal batteries[7–9]. 展开更多
关键词 quasi solid polymer electrolytes flame retardant electric vehicles portable electronicslithium metal batteries electrolyte systems lithium metal anodes stable q liquid electrolytes egdendrite
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Geochemistry,possible origin and exploration potential of crude oils from Neogene Shawan Formation in the Chepaizi Uplift,Junggar Basin(NW China)based on biomarker recovery method
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作者 Chen-yu Wang Xiang-chun Chang +4 位作者 You-de Xu Bing-bing Shi Tian-chen Ge Wei-zheng Gao Lei Su 《China Geology》 2026年第1期86-101,共16页
The Neogene Shawan Formation in the Chepaizi Uplift of the Junggar Basin(NW China)has obtained high oil flow,demonstrating a good potential for oil and gas exploration.The multi-source hydrocarbon generation backgroun... The Neogene Shawan Formation in the Chepaizi Uplift of the Junggar Basin(NW China)has obtained high oil flow,demonstrating a good potential for oil and gas exploration.The multi-source hydrocarbon generation background and strong tectonic activity have led to the simultaneous production of heavy oil and light oil from multi-layer in the area,which makes it very difficult to identify oil origins,presently,the hot debate on the oil origins needs to be clarified.In this paper,due to the selective consumption of different types of compounds in crude oils by severe and intense biodegradation,the commonly used oilsource correlation tools are ineffective or may produce misleading results,this study adopted a biomarker recovery method based on the principle of mass conservation that uses the sum of the mass of the residual biomarkers and their corresponding biodegradation products to obtain the mass of the original biomarkers,improving the reliability of oil origins determination.Based on the nature and occurrence of crude oils,the investigated oils are subdivided into three types,Group A,Group B and Group C.Group A,light oils occurred mainly in lower structure Neogene Shawan Formation in the western Chepaizi Uplift,while Group B,heavy oils occurred mainly in higher structure Neogene Shawan Formation in the western Chepaizi Uplift.The two types of crude oils may come from the mixed source of Jurassic Badaowan Formation source rocks(J_(1)b)and Paleogene Anjihaihe Formation source rocks(E_(2-3)a)in the Sikeshu Sag,and Jurassic Badaowan Formation source rocks(J_(1)b)are the main source of crude oils.Group C,heavy oils occurred mainly in Neogene Shawan Formation in the eastern Chepaizi Uplift,showing good correlation with the Permian(P_(1)f and P_(2)w)source rocks in the Shawan Sag.At the same time,by combining stable carbon isotope and parameters related to triaromatic steroids,the accuracy of the oilsource correlation results by biomarker recovery method was further verified. 展开更多
关键词 Biomarker recovery Oil-source correlation Stable carbon isotope Heavy and light oil identify Oil-gas exploration potential Chepaizi Uplift Neogene Shawan Formation Petroleum exploration engineering Junggar Basin
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Renewing Ties,Strengthening Financial Engagement
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作者 ZHANG HUI 《China Today》 2026年第3期58-60,共3页
British Prime Minister Keir Starmer’s China visit has yielded a new commitment to a long-term stable comprehensive strategic partnership,with significant breakthroughs in financial cooperation including a newly estab... British Prime Minister Keir Starmer’s China visit has yielded a new commitment to a long-term stable comprehensive strategic partnership,with significant breakthroughs in financial cooperation including a newly established financial working group.THE four-day visit of British Prime Minister Keir Starmer to China-the first by a U.K.Prime Minister in eight years-has marked a significant step toward stabilizing and deepening bilateral relations. 展开更多
关键词 long term stable comprehensive strategic partnership stabilizing deepening bilateral relations china visit financial working group strengthening financial engagement financial cooperation renewing ties british prime minister keir starmer
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基于AIGC技术下圈椅数字化修复应用研究 被引量:9
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作者 牛晓霆 刘祥源 《家具与室内装饰》 北大核心 2025年第3期9-15,共7页
自2022年以来,人工智能技术浪潮方兴未艾,也为中国传统家具技艺的保护与传承提供了新的思路。中国传统家具作为特定时期历史见证,具有重要的历史、文化以及艺术价值。同时家具与人们的生活密切相关,是一种大众化的实用器具,日常使用频繁... 自2022年以来,人工智能技术浪潮方兴未艾,也为中国传统家具技艺的保护与传承提供了新的思路。中国传统家具作为特定时期历史见证,具有重要的历史、文化以及艺术价值。同时家具与人们的生活密切相关,是一种大众化的实用器具,日常使用频繁,加之一些不可抗力因素,导致了大量的带有珍贵信息的传统家具受到了损害。旨在探索AIGC技术在传统家具数字化修复中新的路径,首先梳理了近几年利用AI技术在非物质文化遗产领域的保护应用,以经典传统家具圈椅为修复对象,研究其造型、结构、用材、装饰等可辨识特征构法,又对残损的圈椅样本进行残损分析研究。其次对存世经典圈椅进行系统化数字化采集和处理,建立一个LoRA模型训练的数据集。随后成功训练出可识别圈椅特征的微调LoRA模型,并搭建了一个数字化修复的节点式工作流,成功修复了圈椅缺失的结构,并进行了自定义场景的搭建与展示。通过一系列的技术应用与实践,进而形成了一套基于AIGC技术的高效率数字化修复流程,探讨了AIGC技术下数字化修复的程序与路径,为传统家具与数字化技术的融合提供了新的途径。 展开更多
关键词 AIGC 圈椅 数字化修复 LoRA Stable Diffusion
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基于生成式人工智能的耀州青瓷传统牡丹纹饰构建与再塑研究 被引量:1
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作者 钦松 刘宝骏 +1 位作者 白晓波 刘俊玲 《包装工程》 北大核心 2025年第18期380-389,共10页
目的探究一种基于生成式人工智能技术拓展耀州青瓷传统牡丹纹饰的工作流程和设计方式。方法以耀州青瓷传统牡丹纹饰为研究对象,通过搭建多模型组合流程,对其进行数据整理、标签锚定和训练优化。使用生成式人工智能技术来获得特定风格牡... 目的探究一种基于生成式人工智能技术拓展耀州青瓷传统牡丹纹饰的工作流程和设计方式。方法以耀州青瓷传统牡丹纹饰为研究对象,通过搭建多模型组合流程,对其进行数据整理、标签锚定和训练优化。使用生成式人工智能技术来获得特定风格牡丹纹饰的智能生成方法,从而拓宽传统耀州青瓷牡丹纹饰样本数量,为设计师再创造提供海量素材。结果采用LoRA模型训练方式,仅需少量样本即可将耀州青瓷传统牡丹纹饰特征在Stable Diffusion中重现。结论在数智高速发展的背景下,该方式不仅符合新时代发展和满足独立知识产权的需要,而且为中国其他历史名窑的数字化传承提供了良好的可借鉴思路和方法。 展开更多
关键词 生成式人工智能 耀州青瓷传统牡丹纹饰 LoRA模型 Stable Diffusion
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AI绘图助力三维设计发展——以Stable Diffusion为例 被引量:2
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作者 刘凇麟 杨蕾颖 《昆明冶金高等专科学校学报》 2025年第1期61-69,共9页
AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在... AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在本地计算机上生成高质量图像。以实际设计项目为例,应用Stable Diffusion在三维设计中帮助设计师快速生成草图和效果图,得到多种设计风格和创作方式,大大提高了设计的效率和乐趣,实践证明AI绘图工具在环境艺术设计、建筑设计等多个领域具有巨大的应用潜力。 展开更多
关键词 AI绘图 Stable Diffusion 三维设计
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基于SD-LoRA模型的西兰卡普纹样智能生成研究
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作者 吴卫 丁雨欣 李芷仪 《包装工程》 北大核心 2025年第16期360-371,430,共13页
目的传承保护和创新发展土家族非物质文化遗产--西兰卡普传统织锦工艺,助力解决传统手工艺风格复原难、图案创新效率低等问题。方法提出一种通过LoRA模型微调Stable Diffusion的智能生成方法,通过对西兰卡普图纹形象、构成布局、色彩运... 目的传承保护和创新发展土家族非物质文化遗产--西兰卡普传统织锦工艺,助力解决传统手工艺风格复原难、图案创新效率低等问题。方法提出一种通过LoRA模型微调Stable Diffusion的智能生成方法,通过对西兰卡普图纹形象、构成布局、色彩运用三大特征维度的深度解析,构建精标数据集,并利用LoRA模型对Stable Diffusion进行精准微调,以完成少样本风格迁移实验。结果通过艺术与技术的结合,不仅实现了西兰卡普风格的精确捕捉与复现,还完成了高质量图案的智能生成。结论在西兰卡普的特征提取与智能生成方面,通过现代设计方法与智能生成技术的深度融合,使其在顺应现代发展趋势、完成活态传承任务的同时,为同类研究提供了创新性的思路与方法。 展开更多
关键词 西兰卡普 Stable Diffusion LoRA 少样本风格迁移 智能生成
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基于AIGC技术的民族服饰设计研究——以畲族为例 被引量:11
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作者 吴海鸣 陈敬玉 《丝绸》 CAS 北大核心 2025年第1期20-29,共10页
民族服饰的当代创新需要在创作过程中寻求民族传统与现代审美的最佳平衡点,生成式人工智能(AIGC)技术的出现为民族服饰的当代设计应用提供了新的路径和方法。文章通过分析目前人工智能技术在民族服饰生成过程中遇到的问题,提出基于专属... 民族服饰的当代创新需要在创作过程中寻求民族传统与现代审美的最佳平衡点,生成式人工智能(AIGC)技术的出现为民族服饰的当代设计应用提供了新的路径和方法。文章通过分析目前人工智能技术在民族服饰生成过程中遇到的问题,提出基于专属资源库模型训练的方法并以畲族服饰为例进行实验。实验表明,通过对畲族资源库中的服饰样本进行品类归纳和图像标注进行专属模型的训练,可以使被训练的模型理解、学习到资源库样本中畲族服饰的特征,进而使生成的内容具有畲族服饰风格的图像。通过这一实验,展示了人工智能技术给民族服饰创新设计带来的全新思路和方法,旨在建立一条民族服饰设计与AIGC技术相结合的创新实践路径,通过AIGC技术能促进民族服饰设计的创新性发展和创造性转化。 展开更多
关键词 AIGC 民族服饰 辅助设计 畲族 Stable Diffusion Low-Rank Adaptation CHECKPOINTS
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基于AIGC生成式大模型的服装虚拟设计研究 被引量:1
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作者 任柯 周衡书 +1 位作者 章银萍 曾子容 《针织工业》 北大核心 2025年第6期61-66,共6页
文章基于生成式人工智能(AIGC)大模型Stable Diffusion(SD),提升服装设计效率并降低设计成本。通过虚拟设计,探索现代服装设计的新方法。首先采用机器视觉技术对原有服装效果图进行图像分割;再根据分割的图像对要进行修改的服装部分进... 文章基于生成式人工智能(AIGC)大模型Stable Diffusion(SD),提升服装设计效率并降低设计成本。通过虚拟设计,探索现代服装设计的新方法。首先采用机器视觉技术对原有服装效果图进行图像分割;再根据分割的图像对要进行修改的服装部分进行选定生成蒙版;随后采用OpenPose处理器进行模特姿态控制;最后使用生成式SD模型对蒙版进行图生图重绘,基于重绘提示词得到对应的服装款式风格。结果表明,采用AIGC大模型进行服装虚拟设计,能在原图中服装整体不变的情况下进行服装类别、款式、色彩的再设计以及不同背景的更换,还能对原图中模特姿态进行控制调整,进行多姿态多视觉展示。 展开更多
关键词 AIGC Stable Diffusion模型 服装虚拟设计 图像分割
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AIGC赋能皮革产品的跨领域设计——以彝绣在皮革产品设计中的应用为例 被引量:3
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作者 吴雨航 丁宇诚 李浩 《西部皮革》 2025年第16期51-54,共4页
随着AIGC不断发展,Stable Diffusion给非遗艺术数字化给予了全新路径,本文以彝族刺绣当作实例,构建起基于Lora风格迁移以及提示词控制的AI辅助设计流程,并且把生成的图案运用到皮革制品设计当中,结果说明,这种方法提高了设计效率以及多... 随着AIGC不断发展,Stable Diffusion给非遗艺术数字化给予了全新路径,本文以彝族刺绣当作实例,构建起基于Lora风格迁移以及提示词控制的AI辅助设计流程,并且把生成的图案运用到皮革制品设计当中,结果说明,这种方法提高了设计效率以及多样性,拓宽了传统纹样的当代表达方式。研究同时对版权与伦理问题进行反思,提出混合创作以及本土化模型等优化途径,为非遗艺术的数字化保护与传播给予理论与实践方面的支持。 展开更多
关键词 彝绣 皮革 AIGC Stable Diffusion软件
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AI大模型在公共图书馆少儿读者服务中的创新应用探索 被引量:3
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作者 周向成 周江纯 +4 位作者 施泽昊 蔡文杰 蔡丹丹 郭涵 吴颖 《信息与管理研究》 2025年第1期46-54,共9页
公共图书馆可部署开源的AI大模型,为读者提供有趣且易用的AI体验应用。上海图书馆利用Stable Diffusion技术二次开发了用户友好的文生图大模型工具,并举办活动让少儿读者亲身体验AI绘图这一新技术。这种创新实践不仅降低了AI使用的上手... 公共图书馆可部署开源的AI大模型,为读者提供有趣且易用的AI体验应用。上海图书馆利用Stable Diffusion技术二次开发了用户友好的文生图大模型工具,并举办活动让少儿读者亲身体验AI绘图这一新技术。这种创新实践不仅降低了AI使用的上手门槛,激发了少儿读者对AI的兴趣,促进了技术的普及。未来图书馆可进一步部署多模态大模型,提供更多样化的服务,构建全方位的AI素养教育体系,并利用AI大模型技术助力图书馆转型升级,提升核心竞争力。 展开更多
关键词 公共图书馆 AI大模型 少儿读者 Stable Diffusion 创新服务
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