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Eocene Weathering Oscillations Imprinted in Marl Mineral and Geochemical Record,Dinaric Foreland Basin,Croatia
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作者 Marija Horvat Nenad Tomasic +9 位作者 Dunja Aljinovic Damir Buckovic Stjepan Coric Vlasta Cosovic Igor Felja Ines Galovic Zeljko Istuk Stefica Kampic Drazen Kurtanjek Durdica Pezelj 《Journal of Earth Science》 2025年第3期1236-1250,共15页
Hemipelagic to pelagic(H/P)marls,representing pelitic deposits,accumulated within the foredeep sub-basin of the Dinaric Foreland Basin(northern Neotethyan margin,present-day Croatia)during the Middle to Late Eocene.Sy... Hemipelagic to pelagic(H/P)marls,representing pelitic deposits,accumulated within the foredeep sub-basin of the Dinaric Foreland Basin(northern Neotethyan margin,present-day Croatia)during the Middle to Late Eocene.Syn-sedimentary tectonic movements,paleogeographic position and exchanges of short-lived hyperthermal episodes affected the sedimentation and related mineral and geochemical record of these deposits.Mineral(clay)assemblages bear signature of prevailing physical weathering with significant illite and chlorite content,but climatic seasonality is suggested by smectite-interlayered phases and sporadical increase of kaolinite content.Illite crystallinity varies significantly,and the lowest crystallinity is recorded by the Lutetian samples.Illite chemistry index is always bellow 0.5,being characteristic for Fe-Mg-rich illite.The geochemical records are the most prominent(CIA up to 76,CIW up to 91)for the Istrian Lutetian(42.3-40.5 Ma),but also for Priabonian(35.8-34.3 Ma)samples of Hvar Island.The ICV values(the lowest 1.40 and the highest 10.85)of all studied samples fall above PAAS(ICV=0.85)and point to their chemical immaturity.The Ga/Rb ratios are lower than 0.2 and K_(2)O/Al_(2)O_(3) ratios are also low(0.16-0.22),implying transition between cold and dry,and warm and humid climate,obviously trending among several warming episodes. 展开更多
关键词 mineral and geochemical proxies marlS EOCENE Dinaric Foreland Basin climate change geochemistry
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Pore formation and evolution mechanisms during hydrocarbon generation in organic-rich marl
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作者 Tong Wang Xiao-Feng Wang +6 位作者 Dong-Dong Zhang Qing-Tao Wang Hou-Yong Luo Jie Wang Zhong-Liang Ma Zhang-Xing Chen Wen-Hui Liu 《Petroleum Science》 2025年第2期557-573,共17页
Marine organic-rich marl is not only a high-quality hydrocarbon source of conventional oil and gas,but also a new type and field of unconventional oil and gas exploration.An understanding of its pore structure evoluti... Marine organic-rich marl is not only a high-quality hydrocarbon source of conventional oil and gas,but also a new type and field of unconventional oil and gas exploration.An understanding of its pore structure evolution characteristics during a hydrocarbon generation process is theoretically significant and has application prospects for the exploration and development of this special type of natural gas reservoirs.This study conducted thermal simulation of hydrocarbon generation under near-geological conditions during a whole process for cylinder samples of low mature marine organic-rich marl in the Middle Devonian of Luquan,Yunnan Province,China.During this process,hydrocarbon products at different evolution stages were quantified and corresponding geochemical properties were analyzed.Simultaneously,field emission scanning electron microscopy(FE-SEM)and low-pressure gas adsorption(CO_(2),N_(2))tests were applied to the corresponding cylinder residue samples to reveal the mechanisms of different types of pore formation and evolution,and clarify the dynamic evolution processes of their pore systems.The results show that with an increase in temperature and pressure,the total oil yield peaks at an equivalent vitrinite reflectance(VR_(o))of 1.03%and is at the maximum retention stage of liquid hydrocarbons,which are 367.51 mg/g TOC and 211.67 mg/g TOC,respectively.The hydrocarbon gas yield increases continuously with an increase in maturity.The high retained oil rate at the peak of oil generation provides an abundant material basis for gas formation at high maturity and over-maturity stage.The lower limit of VR_(o)for organic matter(OM)pore mass development is about 1.6%,and bitumen pores,organic-clay complex pores together with intergranular pores,grain edge seams and dissolution pores constitute a complicated pore-seam-network system,which is the main reservoir space for unconventional carbonate gas.Pore formation and evolution are controlled synergistically by hydrocarbon generation,diagenesis and organic-inorganic interactions,and the pattern of pore structure evolution can be divided into four stages.A pore volume(PV)and a specific surface area(SSA)are at their highest values within the maturity range of 1.9%to 2.5%,which is conducive to exploring unconventional natural gas. 展开更多
关键词 Organic-rich marl Hydrocarbon generation-expulsion-retention process OM pores Pore evolution Organic-inorganic interactions
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基于MARL的云任务调度方法在油田数值模型运算容器云上的实际应用
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作者 马鸣 《国外测井技术》 2025年第4期128-130,共3页
为缩短越来越大规模的模型体加载时间,提高模型计算速度,在油田数值模拟容器云集群上应用了新的云任务调度方法,集群每个运算容器中都包含智能体,基于MARL的调度方法结合了VDN、CommNet、COMA三种算法,分别在提高协作性、稳定性和响应... 为缩短越来越大规模的模型体加载时间,提高模型计算速度,在油田数值模拟容器云集群上应用了新的云任务调度方法,集群每个运算容器中都包含智能体,基于MARL的调度方法结合了VDN、CommNet、COMA三种算法,分别在提高协作性、稳定性和响应速度、自身调整性上提高了容器云的运算性能,大幅度提高了运算集群整体性能。 展开更多
关键词 marl 云任务调度方法 多智能体 数值模拟
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Rock Types and Reservoir Characteristics of Shahejie Formation Marl in Shulu Sag, Jizhong Depression, Bohai Bay Basin 被引量:3
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作者 Jingwei Cui Xuanjun Yuan +3 位作者 Songtao Wu Ruifeng Zhang Song Jin Yang Li 《Journal of Earth Science》 SCIE CAS CSCD 2021年第4期986-997,共12页
Due to the complicated lithology in the ES3 Member of the Shahejie Formation in the Shulu sag,Jizhong depression,it is difficult to classify the rock types and characterize the reservoirs at the marl intervals.In this... Due to the complicated lithology in the ES3 Member of the Shahejie Formation in the Shulu sag,Jizhong depression,it is difficult to classify the rock types and characterize the reservoirs at the marl intervals.In this paper,a four-element classification method has been proposed,and seven rock types have been identified by analyzing the mineral composition.The primary rock types are medium-high organic carbonate rocks and medium-high organic shaly-siliceous carbonate rocks.With the methods of field emission scanning electron microscopy,high-pressure mercury intrusion,nitrogen adsorption,and nano-CT,four types of reservoir spaces have been identified,including intra-granular pores,intergranular pores(inter-crystalline pores),organic pores,and micro-fractures.By combining the method of high-pressure mercury intrusion with the method of the nitrogen adsorption,the porosity of the marl has been measured,ranging from 0.73%to 5.39%.The distribution of the pore sizes is bimodal,and the pore types are dominated by micron pores.Through this study,it has been concluded that the sag area to the east of Well ST1H is the favorable area for the development of self-sourced and self-reservoired shale oil.According to the results of geochemical and reservoir analysis,the III Oil Group may have sweet spot layers. 展开更多
关键词 marl shale oil play rock types tight reservoir Bohai Bay Basin
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Petroleum geology of marl in Triassic Leikoupo Formation and discovery significance of Well Chongtan1 in central Sichuan Basin,SW China 被引量:3
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作者 WANG Zecheng XIN Yongguang +11 位作者 XIE Wuren WEN Long ZHANG Hao XIE Zengye ZHANG Jianyong TIAN Han LI Wenzheng FU Xiaodong SUN Haofei WANG Xiaofang HU Guoyi ZHANG Yu 《Petroleum Exploration and Development》 SCIE 2023年第5期1092-1104,共13页
In 2022,the risk exploration well Chongtan1(CT1)in the Sichuan Basin revealed commercial oil and gas flow during test in a new zone–the marl of the second submember of the third member of Leikoupo Formation(Lei-32)of... In 2022,the risk exploration well Chongtan1(CT1)in the Sichuan Basin revealed commercial oil and gas flow during test in a new zone–the marl of the second submember of the third member of Leikoupo Formation(Lei-32)of Middle Triassic,recording a significant discovery.However,the hydrocarbon accumulation in marl remains unclear,which restricts the selection and deployment of exploration area.Focusing on Well CT1,the hydrocarbon accumulation characteristics of Lei-32 marl are analyzed to clarify the potential zones for exploration.The following findings are obtained.First,according to the geochemical analysis of petroleum and source rocks,oil and gas in the Lei-32 marl of Well CT1 are originated from the same marl.The marl acts as both source rock and reservoir rock.Second,the Lei-32 marl in central Sichuan Basin is of lagoonal facies,with a thickness of 40–130 m,an area of about 40000 km^(2),a hydrocarbon generation intensity of(4–12)×10^(8) m^(3)/km^(2),and an estimated quantity of generated hydrocarbons of 25×10^(12) m^(3).Third,the lagoonal marl reservoirs are widely distributed in central Sichuan Basin.Typically,in Xichong–Yilong,Ziyang–Jianyang and Moxi South,the reservoirs are 20–60 m thick and cover an area of 7500 km^(2).Fourth,hydrocarbons in the lagoonal marl are generated and stored in the Lei-32 marl,which means that marl serves as both source rock and reservoir rock.They represent a new type of unconventional resource,which is worthy of exploring.Fifth,based on the interpretation of 2D and 3D seismic data from central Sichuan Basin,Xichong and Suining are defined as favorable prospects with estimated resources of(2000–3000)×10^(8) m^(3). 展开更多
关键词 Sichuan Basin central Sichuan Basin Triassic Leikoupo Formation lagoonal marl source-reservoir integration marine unconventional oil and gas
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Quantifying a critical marl thickness for vertical fracture extension using field data and numerical experiments 被引量:2
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作者 Filiz Afsar Elco Luijendijk 《Geoscience Frontiers》 SCIE CAS CSCD 2019年第6期2135-2145,共11页
In fractured reservoirs characterized by low matrix permeability,fracture networks control the main fluid flow paths.However,in layered reservoirs,the vertical extension of fractures is often restricted to single laye... In fractured reservoirs characterized by low matrix permeability,fracture networks control the main fluid flow paths.However,in layered reservoirs,the vertical extension of fractures is often restricted to single layers.In this study,we explored the effect of changing marl/shale thickness on fracture extension using comprehensive field data and numerical modeling.The field data were sampled from coastal exposures of Liassic limestone-marl/shale alternations in Wales and Somerset(Bristol Channel Basin,UK).The vertical fracture traces of more than 4000 fractures were mapped in detail.Six sections were selected to represent a variety of layer thicknesses.Besides the field data also thin sections were analyzed.Numerical models of fracture extension in a two-layer limestone-marl system were based on field data and laboratory measurements of Young's moduli.The modeled principal stress magnitude σ3 along the lithological contact was used as an indication for fracture extension through marls.Field data exhibit good correlation(R^2=0.76) between fracture extension and marl thickness,the thicker the marl layer the fewer fractures propagate through.The model results show that almost no tensile stress reaches the top of the marl layer when the marls are thicker than 30 cm.For marls that are less than 20 cm,the propagation of stress is more dependent on the stiffness of the marls.The higher the contrast between limestone and marl stiffness the lower the stress that is transmitted into the marl layer.In both model experiments and field data the critical marl thickness for fracture extension is ca.15-20 cm.This quantification of critical marl thicknesses can be used to improve predictions of fracture networks and permeability in layered rocks.Up-or downsampling methods often ignore spatially continuous impermeable layers with thicknesses that are under the detection limit of seismic data.However,ignoring these layers can lead to overestimates of the overall permeability.Therefore,the understanding of how fractures propagate and terminate through impermeable layers will help to improve the characterization of conventional reservoirs. 展开更多
关键词 Boundary element modelling marl/limestone multilayer Layer thickness and stiffness control PERMEABILITY Fractured reservoirs
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Investigation into engineering parameters of marls from Seydoon dam in Iran 被引量:1
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作者 Sohrab Salehin 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2017年第5期912-923,共12页
The quality of designed structures embedded in rocks is strongly related to rock strength parameters of intact rock.Measuring different parameters from tests could be very expensive in designing phase of projects.Esti... The quality of designed structures embedded in rocks is strongly related to rock strength parameters of intact rock.Measuring different parameters from tests could be very expensive in designing phase of projects.Estimating some parameters from other ones can reduce costs and time of project procedure.In this paper,the relationships between static and dynamic parameters of marls are studied by using the single and multiple linear regressions.For this purpose,several marl core samples from Seydoon region,Khoozestan Province in Iran are collected and tested.Some equations with sufficient correlation have been obtained to predict the engineering parameters of marls,especially the uniaxial compressive strength(UCS). 展开更多
关键词 marlS Strength parameters Uniaxial compressive strength(UCS) Sonic wave velocity Brazilian tensile strength Triaxial test Point load test Index properties
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Microstructural analysis of marl stabilized with municipal solid waste and nano-MgO
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作者 Ali Ohadian Navid Khayat Mehdi Mokhberi 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第8期3258-3269,共12页
Municipal solid waste(MSW)is accumulating over elapsed time across the world,and it is observed in many projects associated with weak soils,such as marl.Therefore,effective solutions to the environmental problem are e... Municipal solid waste(MSW)is accumulating over elapsed time across the world,and it is observed in many projects associated with weak soils,such as marl.Therefore,effective solutions to the environmental problem are essential.Conventional techniques for stabilizing marl generally use substances such as lime and cement,which could exacerbate pollution.For this,some new stabilizers,e.g.nano-MgO,are used.There are large quantities of marls and MSW in Shiraz City,Iran.The present study aims to evaluate the feasibility of using nano-MgO as a green low-carbon binder to remove MSW from the environment and make construction projects more cost-effective.Consolidated drained shear tests were conducted to evaluate the mechanical behaviors of the nano-MgO treated marl specimens at high normal stresses.The marl specimens containing MSW percentages of 15%,25%,35%,and 45%and nano-MgO percentages of 0.25%,0.5%,0.75%,and 1%,were used.It is found that the marl containing 15%and 25%MSW and 0.5%nano-MgO at 28-d curing can perform cation exchange and form new cementitious products.The soils with merely MSW show good performance due to the removal of the kaolinite and the formation of brucite.However,the soil with 25%MSW and 0.5%nano-MgO shows the same strength enhancement as the specimen with the optimal nano-MgO(0.75%)through the formation of dolomite,with a 20.59%increase in strain energy(SE). 展开更多
关键词 marl Shear strength MICROSTRUCTURE Nano-MgO Municipal solid waste(MSW)
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“Water-Colouring” and Geomorphologic Features of the Marl Hills in Changing Quality of Soil and Water
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作者 Leila Montaseri Abolghasem Amirahmadi +1 位作者 Mohammadali Zangeneh Asadi Mokhtar Karami 《Computational Water, Energy, and Environmental Engineering》 2017年第1期129-142,共14页
Water scarcity has always been one of the most important obstacles in the process of agricultural development in arid and low-rainfall climates. In farming, the water quality also plays an important role;as the poor q... Water scarcity has always been one of the most important obstacles in the process of agricultural development in arid and low-rainfall climates. In farming, the water quality also plays an important role;as the poor quality of water can be one of the limiting factors in this sector that in addition to the agricultural problems has also caused soil problems. In this paper, we introduce and study an indigenous method of water conservation and soil protection in the east of Iran termed as “water-colouring” and the role of geomorphologic features of marl hills in one of the rivers located in the southern slopes of the Joghtay Mountain (Kalateh-Sadat Watershed). In this study, field observation, sampling and analysis of water and sediment, physicochemical experiments, SPSS software for statistical analysis and satellite images have been used to produce digital models. Finally, the effects of muddy water and clear water have been compared in terms of chemical quality and productivity of agricultural land. The results show that the method of water-colouring is the best indigenous-economical method for moisture retention and regeneration of the agricultural land soil. Given the statistical reasons and studying the other researches in this field, water-colouring causes change texture and soil composition, fertility of agricultural land and reduce the losses due to evaporation and infiltration. 展开更多
关键词 Water-Colouring marl Hills Kalateh-Sadat MUDDY
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Responses of five woody species to burial by marly sediment: the role of biomass allocation pattern flexibility 被引量:1
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作者 M.Burylo F.Rey T.Dutoit 《Journal of Plant Ecology》 SCIE 2012年第3期287-293,共7页
Aims In eroded lands of the French Southern Alps,burial of early established seedlings under marly sediment weakens the effect of vegetation on soil stabilization and sediment trapping.Therefore,this protective role i... Aims In eroded lands of the French Southern Alps,burial of early established seedlings under marly sediment weakens the effect of vegetation on soil stabilization and sediment trapping.Therefore,this protective role is largely dependent on species’resistance to burial,and the understanding of species’tolerance to this environmental disturbance is highly valuable for basic knowledge on plant succession and for ecological restoration purposes.Methods The response of five woody species with contrasting ecological requirements and natural habitats—three tree species,Pinus nigra,Robinia pseudoacacia and Acer campestre,and two shrubs,Ononis fruticosa and Hippophae rhamnoides—to experimental burial under marly sediment was studied.Seedlings were exposed to three burial levels:no burial(control),partial burial(50%of seedling height)and complete burial(100%of seedling height).Burial tolerance was evaluated based on seedling survival,height and biomass.Biomass allocation to shoots and roots and soluble sugar and starch contents in roots and stems were measured to identify plant traits that determine species response to burial.Important Findings All species survived partial burial but only A.campestre seedlings emerged from complete burial.Tree species were more tolerant to burial and buried plants showed no significant differences with control.The two shrubs were found less tolerant and buried plants showed slower growth than controls.The results showed that species response was not related to initial soluble and starch content in roots and stems,but instead to biomass allocation pattern flexibility. 展开更多
关键词 BURIAL SEDIMENT marlS response to burial plant traits
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Deep MARL-Based Resilient Motion Planning for Decentralized Space Manipulator
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作者 Jiawei Zhang Chengchao Bai +1 位作者 C.Patrick Yue Jifeng Guo 《Space(Science & Technology)》 2024年第1期160-169,共10页
Space manipulators play an important role in the on-orbit services and planetary surface operation.In the extreme environment of space,space manipulators are susceptible to a variety of unknown disturbances.How to hav... Space manipulators play an important role in the on-orbit services and planetary surface operation.In the extreme environment of space,space manipulators are susceptible to a variety of unknown disturbances.How to have a resilient guarantee in failure or disturbance is the core capability of its future development.Compared with traditional motion planning,learning-based motion planning has gradually become a hot spot in current research.However,no matter what kind of research ideas,the single robotic manipulator is studied as an independent agent,making it unable to provide sufficient flexibility under conditions such as external force disturbance,observation noise,and mechanical failure.Therefore,this paper puts forward the idea of“discretization of the traditional single manipulator”.Different discretization forms are given through the analysis of the multi-degree-of-freedom single-manipulator joint relationship,and a single-manipulator representation composed of multiple new subagents is obtained.Simultaneously,to verify the ability of the new multiagent representation to deal with interference,we adopted a centralized multiagent reinforcement learning framework.The influence of the number of agents and communication distances on learning-based planning results is analyzed in detail.In addition,by imposing joint locking failures on the manipulator and introducing observation and action interference,it is verified that the“multiagent robotic manipulator”obtained after discretization has stronger antidisturbance resilient capability than the traditional single manipulator. 展开更多
关键词 planetary surface motion planning multiagent reinforcement learning space manipulators resilient motion planning robotic manipula decentralized space manipulator deep marl
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四川盆地南部中三叠统雷口坡组岩相古地理与常规—非常规双领域勘探意义 被引量:1
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作者 宋晓波 陈安清 +7 位作者 苏成鹏 刘勇 孙娜 王泽宇 李雯 王宪峰 黄光辉 孙诗 《石油实验地质》 北大核心 2025年第4期731-741,共11页
中三叠统雷口坡组是四川盆地油气勘探最早的层系之一,但长期处于小气藏多点开花的勘探局面。近期研究表明雷口坡组发育海相常规与非常规油气藏的双重前景,已有的古地理格局认识难以满足新的勘探需求。以四川盆地南部雷口坡组为研究对象... 中三叠统雷口坡组是四川盆地油气勘探最早的层系之一,但长期处于小气藏多点开花的勘探局面。近期研究表明雷口坡组发育海相常规与非常规油气藏的双重前景,已有的古地理格局认识难以满足新的勘探需求。以四川盆地南部雷口坡组为研究对象,在详细的野外露头和钻井岩心沉积相分析的基础上,开展了岩相古地理重建和沉积—储层发育模式研究。四川盆地南部中三叠统雷口坡组的沉积环境类型包括台地潮坪、潮缘滩、陆棚海湾、咸化潟湖。海侵期(雷口坡组一段和三段)陆表海相对能量较高,有利于高能滩相和富有机质泥岩或泥灰岩发育;海退期(雷口坡组二段和四段)能量相对较低,有利于白云岩—蒸发岩系发育。川南雷口坡组常规碳酸盐岩储层的发育主要受古地貌格局控制,波浪—潮汐复合作用形成了广泛分布的薄滩相白云岩储层。雷三段沉积期的海侵作用是富有机质泥岩或泥灰岩非常规储层形成的重要影响因素,既改变了原有的古地貌格局,又携带巴东组富有机质碎屑物源进入上扬子克拉通内部,并在后期强烈的蒸发作用下形成具有“盐岩—泥灰岩”旋回的盐间油气藏。四川盆地南部雷口坡组常规—非常规双领域的古地理重建,不仅揭示了雷口坡组海相非常规盐间油气藏的勘探新领域,同时也证实了雷口坡组本身具备发育优质烃源岩的条件。 展开更多
关键词 非常规泥灰岩储层 潮缘滩白云岩储层 岩相古地理 雷口坡组 四川盆地
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Graph-based multi-agent reinforcement learning for collaborative search and tracking of multiple UAVs 被引量:2
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作者 Bocheng ZHAO Mingying HUO +4 位作者 Zheng LI Wenyu FENG Ze YU Naiming QI Shaohai WANG 《Chinese Journal of Aeronautics》 2025年第3期109-123,共15页
This paper investigates the challenges associated with Unmanned Aerial Vehicle (UAV) collaborative search and target tracking in dynamic and unknown environments characterized by limited field of view. The primary obj... This paper investigates the challenges associated with Unmanned Aerial Vehicle (UAV) collaborative search and target tracking in dynamic and unknown environments characterized by limited field of view. The primary objective is to explore the unknown environments to locate and track targets effectively. To address this problem, we propose a novel Multi-Agent Reinforcement Learning (MARL) method based on Graph Neural Network (GNN). Firstly, a method is introduced for encoding continuous-space multi-UAV problem data into spatial graphs which establish essential relationships among agents, obstacles, and targets. Secondly, a Graph AttenTion network (GAT) model is presented, which focuses exclusively on adjacent nodes, learns attention weights adaptively and allows agents to better process information in dynamic environments. Reward functions are specifically designed to tackle exploration challenges in environments with sparse rewards. By introducing a framework that integrates centralized training and distributed execution, the advancement of models is facilitated. Simulation results show that the proposed method outperforms the existing MARL method in search rate and tracking performance with less collisions. The experiments show that the proposed method can be extended to applications with a larger number of agents, which provides a potential solution to the challenging problem of multi-UAV autonomous tracking in dynamic unknown environments. 展开更多
关键词 Unmanned aerial vehicle(UAV) Multi-agent reinforcement learning(marl) Graph attention network(GAT) Tracking Dynamic and unknown environment
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基于多智能体深度强化学习的天空地分布式协同卸载方法
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作者 邱源 孙嘉钰 +2 位作者 牛建伟 姚依明 罗翔 《上海航天(中英文)》 2025年第5期23-32,共10页
低轨(LEO)卫星星座因其广域覆盖和无缝接入等特性,正加速天空地一体化网络成为移动边缘计算极具前景的范式架构。然而,现有工作未充分考虑在多星协同和空天双边缘场景下的任务-资源匹配,时间能耗敏感型任务卸载仍存在挑战。首先考虑任... 低轨(LEO)卫星星座因其广域覆盖和无缝接入等特性,正加速天空地一体化网络成为移动边缘计算极具前景的范式架构。然而,现有工作未充分考虑在多星协同和空天双边缘场景下的任务-资源匹配,时间能耗敏感型任务卸载仍存在挑战。首先考虑任务与多维资源的匹配关系、任务处理的时延能耗、星间协同的传输成本因素,构建多目标联合优化问题。为实现高效求解,提出一种基于多智能体深度强化学习(MARL)的天空地一体化多任务协同卸载框架。该方法能够有效结合地面、无人机、卫星跨域协同决策以及星间协同决策。实验证明:所提方法具有高效的收敛性,并与现有方法相比具有明显优势。 展开更多
关键词 低轨(LEO)卫星星座 跨域协同 星间协同 多智能体强化学习(marl) 协同卸载
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贵州平桥地区含锂岩石特征及锂的赋存状态研究
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作者 杨光龙 王林 +4 位作者 张海 叶飞 龙克树 耿齐卫 曾超 《地质与勘探》 北大核心 2025年第1期74-84,共11页
为确定贵州六枝特区平桥地区含锂岩系特征及锂的赋存状态,本次研究采集了贵州平桥LZK201钻孔含锂蚀变带综合样,其Li2O平均含量为0.60%,并通过X粉晶衍射、扫描电镜、光谱分析和MLA检测,对含锂岩石特征、原矿化学组成、矿物组成、结构构... 为确定贵州六枝特区平桥地区含锂岩系特征及锂的赋存状态,本次研究采集了贵州平桥LZK201钻孔含锂蚀变带综合样,其Li2O平均含量为0.60%,并通过X粉晶衍射、扫描电镜、光谱分析和MLA检测,对含锂岩石特征、原矿化学组成、矿物组成、结构构造和锂的赋存状态等进行研究。研究结果表明:研究区含锂岩石赋存于石炭系至二叠系南丹组顶部强硅化角砾岩带和弱硅化绿泥石化蚀变带,该蚀变带为一套强硅化灰岩角砾岩、绿泥石化泥灰岩、硅化钙质粘土岩等岩石组合;矿石矿物主要由锂绿泥石(22.02%)、高岭石(18.30%)、方解石(25.27%)、石英(24.25%)、黄铁矿(5.05%)组成,具蚀变残余结构、显微粒状结构和条带-层纹构造、无定向块状构造,成因类型属“蚀变泥灰岩型”;锂绿泥石是锂的主要载锂矿物,其粒度微细,与高岭石、石英、方解石和黄铁矿嵌布紧密,呈复杂连生关系。本研究为贵州平桥地区锂的富集机制和找矿方向提供了重要地质依据,对该地区蚀变泥灰岩型锂矿的选冶试验具有重要意义。 展开更多
关键词 赋存状态 锂绿泥石 含锂岩石 蚀变泥灰岩型 平桥地区 贵州
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基于多智能体强化学习的博弈综述 被引量:6
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作者 李艺春 刘泽娇 +4 位作者 洪艺天 王继超 王健瑞 李毅 唐漾 《自动化学报》 北大核心 2025年第3期540-558,共19页
多智能体强化学习(Multi-agent reinforcement learning,MARL)作为博弈论、控制论和多智能体学习的交叉研究领域,是多智能体系统(Multi-agent systems,MASs)研究中的前沿方向,赋予智能体在动态多维的复杂环境中通过交互和决策完成多样... 多智能体强化学习(Multi-agent reinforcement learning,MARL)作为博弈论、控制论和多智能体学习的交叉研究领域,是多智能体系统(Multi-agent systems,MASs)研究中的前沿方向,赋予智能体在动态多维的复杂环境中通过交互和决策完成多样化任务的能力.多智能体强化学习正在向应用对象开放化、应用问题具身化、应用场景复杂化的方向发展,并逐渐成为解决现实世界中博弈决策问题的最有效工具.本文对基于多智能体强化学习的博弈进行系统性综述.首先,介绍多智能体强化学习的基本理论,梳理多智能体强化学习算法与基线测试环境的发展进程.其次,针对合作、对抗以及混合三种多智能体强化学习任务,从提高智能体合作效率、提升智能体对抗能力的维度来介绍多智能体强化学习的最新进展,并结合实际应用探讨混合博弈的前沿研究方向.最后,对多智能体强化学习的应用前景和发展趋势进行总结与展望. 展开更多
关键词 多智能体强化学习 多智能体系统 博弈决策 均衡求解
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Multi-hop UAV relay covert communication:A multi-agent reinforcement learning approach
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作者 Hengzhi BAI Haichao WANG +4 位作者 Rongrong HE Jiatao DU Guoxin LI Yuhua XU Yutao JIAO 《Chinese Journal of Aeronautics》 2025年第10期120-133,共14页
Due to the characteristics of line-of-sight(LoS)communication in unmanned aerial vehicle(UAV)networks,these systems are highly susceptible to eavesdropping and surveillance.To effectively address the security concerns... Due to the characteristics of line-of-sight(LoS)communication in unmanned aerial vehicle(UAV)networks,these systems are highly susceptible to eavesdropping and surveillance.To effectively address the security concerns in UAV communication,covert communication methods have been adopted.This paper explores the joint optimization problem of trajectory and transmission power in a multi-hop UAV relay covert communication system.Considering the communication covertness,power constraints,and trajectory limitations,an algorithm based on multi-agent proximal policy optimization(MAPPO),named covert-MAPPO(C-MAPPO),is proposed.The proposed method leverages the strengths of both optimization algorithms and reinforcement learning to analyze and make joint decisions on the transmission power and flight trajectory strategies for UAVs to achieve cooperation.Simulation results demonstrate that the proposed method can maximize the system throughput while satisfying covertness constraints,and it outperforms benchmark algorithms in terms of system throughput and reward convergence speed. 展开更多
关键词 Covert communication Unmanned aerial vehicle(UAV) Power optimization Trajectory planning Multi-agent reinforcement learning(marl)
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基于生成对抗网络辅助多智能体强化学习的边缘计算网络联邦切片资源管理 被引量:3
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作者 林艳 夏开元 张一晋 《电子与信息学报》 北大核心 2025年第3期666-677,共12页
为满足动态边缘计算网络场景下用户差异化服务需求,该文提出一种基于生成对抗网络(GAN)辅助多智能体强化学习(RL)的联邦切片资源管理方案。首先,考虑未知时变信道和随机用户流量到达的场景,以同时优化长期平均服务等待时延和服务满意率... 为满足动态边缘计算网络场景下用户差异化服务需求,该文提出一种基于生成对抗网络(GAN)辅助多智能体强化学习(RL)的联邦切片资源管理方案。首先,考虑未知时变信道和随机用户流量到达的场景,以同时优化长期平均服务等待时延和服务满意率为目标,构建联合带宽和计算切片资源管理优化问题,并进一步建模为分布式部分可观测马尔可夫决策过程(Dec-POMDP)。其次,运用多智能体竞争双深度Q网络(D3QN)方法,结合GAN算法对状态值分布多模态学习的优势,以及利用联邦学习框架促使智能体合作学习,最终实现仅需共享各智能体生成网络加权参数即可完成切片资源管理协同决策。仿真结果表明,所提方案相较于基准方案能够在保护用户隐私的前提下,降低用户平均服务等待时延28%以上,且同时提升用户平均服务满意率8%以上。 展开更多
关键词 边缘计算 网络切片 多智能体强化学习 联邦学习 生成对抗网络
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多智能体强化学习赋能空间无人系统:方法、挑战与机遇
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作者 李勐 冯肇晗 +3 位作者 梅云鹏 曹宏杰 张博 王钢 《空间控制技术与应用》 北大核心 2025年第4期17-28,共12页
随着航天技术向智能化、集群化发展,空间无人系统在深空探测、对地观测等战略领域展现出巨大潜力,但传统集中式控制范式在应对高动态环境、分布式任务和严格资源约束时面临严峻挑战.多智能体强化学习以其分布式决策架构和协同演化机制,... 随着航天技术向智能化、集群化发展,空间无人系统在深空探测、对地观测等战略领域展现出巨大潜力,但传统集中式控制范式在应对高动态环境、分布式任务和严格资源约束时面临严峻挑战.多智能体强化学习以其分布式决策架构和协同演化机制,为构建自主、弹性的空间智能系统提供了突破性解决方案.本文系统探讨了多智能体强化学习在空间无人系统中的技术赋能路径、方法体系、工程挑战与发展机遇;剖析了卫星集群协同通信和多航天器控制等核心场景的技术瓶颈;总结了空间无人系统在上述核心场景中的研究与应用现状;展望了多智能体强化学习作为新兴智能技术,在动态频谱分配、星载边缘计算和抗扰协同控制等关键方向的应用前景,推动空间系统向“自主决策-弹性抗扰-高效协同”的新范式演进.本文旨在为构建新一代空间智能无人集群提供现有技术梳理与前景展望. 展开更多
关键词 多智能体强化学习 空间无人系统 协同控制 边缘计算 自主决策
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基于优势函数输入扰动的多无人艇协同策略优化方法 被引量:3
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作者 任璐 柯亚男 +2 位作者 柳文章 穆朝絮 孙长银 《自动化学报》 北大核心 2025年第4期824-834,共11页
多无人艇(Multiple unmanned surface vehicles,Multi-USVs)协同导航对于实现高效的海上作业至关重要,而如何在开放未知海域处理多艇之间复杂的协作关系、实现多艇自主协同决策是当前亟待解决的难题.近年来,多智能体强化学习(Multi-agen... 多无人艇(Multiple unmanned surface vehicles,Multi-USVs)协同导航对于实现高效的海上作业至关重要,而如何在开放未知海域处理多艇之间复杂的协作关系、实现多艇自主协同决策是当前亟待解决的难题.近年来,多智能体强化学习(Multi-agent reinforcement learning,MARL)在解决复杂的多体决策问题上展现出巨大的潜力,被广泛应用于多无人艇协同导航任务中.然而,这种基于数据驱动的方法通常存在探索效率低、探索与利用难平衡、易陷入局部最优等问题.因此,在集中训练和分散执行(Centralized training and decentralized execution,CTDE)框架的基础上,考虑从优势函数输入端注入扰动量来提升优势函数的泛化能力,提出一种新的基于优势函数输入扰动的多智能体近端策略优化(Noise-advantage multi-agent proximal policy optimization,NA-MAPPO)方法,从而提升多无人艇协同策略的探索效率.实验结果表明,与现有的基准算法相比,所提方法能够有效提升多无人艇协同导航任务的成功率,缩短策略的训练时间以及任务的完成时间,从而提升多无人艇协同探索效率,避免策略陷入局部最优. 展开更多
关键词 多无人艇协同 近端策略优化 多智能体强化学习 输入扰动
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