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A self-learning human-machine cooperative control method based on driver intention recognition
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作者 Yan Jiang Yuyan Ding +2 位作者 Xinglong Zhang Xin Xu Junwen Huang 《CAAI Transactions on Intelligence Technology》 2024年第5期1101-1115,共15页
Human-machine cooperative control has become an important area of intelligent driving,where driver intention recognition and dynamic control authority allocation are key factors for improving the performance of cooper... Human-machine cooperative control has become an important area of intelligent driving,where driver intention recognition and dynamic control authority allocation are key factors for improving the performance of cooperative decision-making and control.In this paper,an online learning method is proposed for human-machine cooperative control,which introduces a priority control parameter in the reward function to achieve optimal allocation of control authority under different driver intentions and driving safety conditions.Firstly,a two-layer LSTM-based sequence prediction algorithm is proposed to recognise the driver's lane change(LC)intention for human-machine cooperative steering control.Secondly,an online reinforcement learning method is developed for optimising the steering authority to reduce driver workload and improve driving safety.The driver-in-the-loop simulation results show that our method can accurately predict the driver's LC intention in cooperative driving and effectively compensate for the driver's non-optimal driving actions.The experimental results on a real intelligent vehicle further demonstrate the online optimisation capability of the proposed RL-based control authority allocation algorithm and its effectiveness in improving driving safety. 展开更多
关键词 Self-leaming Control Hmman-machine cooperation Intelligent Vehicles Reinfocement Learning
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Roles of N-cadherin in cerebral cortical development:cooperation with membrane trafficking and actin cytoskeletal regulation
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作者 Shiho Ito Takeshi Kawauchi 《Neural Regeneration Research》 SCIE CAS 2025年第1期188-190,共3页
Cell adhesion plays pivotal roles in the morphogenesis of multicellular organisms.Epithelial cells form several types of cell-to-cell adhesion,including zonula occludens(tight junctions),zonula adhaerens(adherens junc... Cell adhesion plays pivotal roles in the morphogenesis of multicellular organisms.Epithelial cells form several types of cell-to-cell adhesion,including zonula occludens(tight junctions),zonula adhaerens(adherens junctions),and macula adhaerens(desmosomes).Although these adhesion complexes are basically observed only in epithelial cells,cadherins,which are the major cell adhesion molecules of adherens junctions,are expressed in both epithelial and non-epithelial tissues,including neural tissues(Kawauchi,2012).The cadherin superfamily consists of more than 100 members,but classic cadherins. 展开更多
关键词 CEREBRAL SKELETAL cooperation
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Fruitful Maritime Cooperation Bilateral maritime cooperation is playing a positive role in elevating the comprehensive strategic partnership between China and Indonesia to a higher level
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作者 Li Yang 《China Report ASEAN》 2025年第4期28-29,共2页
Both China and Indonesia are influential maritime powers in the Asia-Pacific region.Strengthening practical maritime cooperation is highly significant to both sides as an important component of comprehensive strategic... Both China and Indonesia are influential maritime powers in the Asia-Pacific region.Strengthening practical maritime cooperation is highly significant to both sides as an important component of comprehensive strategic cooperation.Maritime cooperation has become a prominent part of the“five pillar”cooperation framework between the two countries alongside political,economic,people-to-people exchange,and security,playing a positive role in elevating the China-Indonesia comprehensive strategic partnership to a higher level. 展开更多
关键词 comprehensive strategic partnership comprehensive strategic cooperationmaritime cooperation practical maritime cooperation bilateral maritime cooperation influential maritime powers Asia Pacific region China Indonesia cooperation five pillar cooperation framework
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Even Stronger China-Indonesia Economic Cooperation
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作者 Zhao Shulan Li Yilin 《China Report ASEAN》 2025年第4期26-27,共2页
Since the resumption of diplomatic relations between China and Indonesia in the 1990s,the economic and trade cooperation between the two countries has developed rapidly and continuously.Since 2013,the scale of trade b... Since the resumption of diplomatic relations between China and Indonesia in the 1990s,the economic and trade cooperation between the two countries has developed rapidly and continuously.Since 2013,the scale of trade between the two countries has expanded year on year,and investment has broadened from traditional agriculture and industry to the digital economy and financial insurance,which has effectively promoted industrial development in both countries.More infrastructure cooperation has significantly improved the development environment in Indonesia,producing tangible benefits for the local people.Different types of special economic zones have facilitated breakthrough development for Indonesian industries while creating employment opportunities for local residents and driving local economic development. 展开更多
关键词 financial insurance digital economy industrial development economic cooperation infrastructure cooperation economic trade cooperation investment diversification trade expansion
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Fruits And Challenges of China-Indonesia Security Cooperation Defense cooperation between the two countries provides important support for regional and even global security
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作者 Yang Danzhi 《China Report ASEAN》 2025年第4期24-25,共2页
In recent years,China and Indonesia have made notable progress in multiple areas of security cooperation,and their collaboration in this respect has continued to deepen under the leadership of both countries.In Novemb... In recent years,China and Indonesia have made notable progress in multiple areas of security cooperation,and their collaboration in this respect has continued to deepen under the leadership of both countries.In November 2024,China and Indonesia issued a joint statement during Indonesian President Prabowo Subianto’s visit to China.It was his first overseas trip after his inauguration.In the statement,the two countries agreed to add security cooperation as the fifth pillar of their partnership,marking an upgrade of bilateral ties. 展开更多
关键词 defense cooperation bilateral ties global security security cooperation Indonesia regional security joint statement
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Advancing an Eco-Friendly Partnership China-Africa cooperation should promote sustainable modernisation in Africa
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作者 EFEM N.UBI 《ChinAfrica》 2025年第3期16-17,共2页
Home to over 30 percent of the world’s critical mineral reserves,Africa contributes just about 4 percent of global carbon emissions,and yet the region bears the brunt of the impacts of climate change due to its high ... Home to over 30 percent of the world’s critical mineral reserves,Africa contributes just about 4 percent of global carbon emissions,and yet the region bears the brunt of the impacts of climate change due to its high exposure,underdevelopment,weak economy,and limited financial resources for adaptation. 展开更多
关键词 AFRICA FINANCIAL cooperation
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Eversun Jinjiang and Radici Group establish long-term strategic cooperation in post-consumer recycling
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作者 Zhong Mengxia 《China Textile》 2025年第1期23-23,共1页
On March 13,a signing ceremony was held between Fujan Eversun Jinjiang Co,Ltd.and Italy's Radici Group for long-term strategic cooperation in the field of post-consumer recycling.With Radici Group's world-lead... On March 13,a signing ceremony was held between Fujan Eversun Jinjiang Co,Ltd.and Italy's Radici Group for long-term strategic cooperation in the field of post-consumer recycling.With Radici Group's world-leading high-performance polymer technology,Eversun Jinjiang will realize the complete closed loop of E-SUNL ON■post-consumer recycled fiber from R&D to market application,promoting the company's green strategy,and the two companies will work together to seize the industrial peak of the global circular economy. 展开更多
关键词 COMPANIES STRATEGIC cooperation
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A PILLAR OF LMC Cementing Lancang-Mekong cooperation through humanistic exchanges
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作者 Gao Yuan 《China Report ASEAN》 2025年第1期18-19,共2页
The Lancang-Mekong Cooperation(LMC)mechanism was first proposed by China at the 17th ASEANChina Summit in November 2014 and officially launched in March 2016.Over the past decade,the strategic mutual trust between Chi... The Lancang-Mekong Cooperation(LMC)mechanism was first proposed by China at the 17th ASEANChina Summit in November 2014 and officially launched in March 2016.Over the past decade,the strategic mutual trust between China and the five Mekong countries has been enhanced continuously,helping the LMC become recognized as a benchmark for regional and South-South cooperation. 展开更多
关键词 mutual Lancang cooperation
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WTO's working group on MSMEs discusses trade development and standards cooperation
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《China Standardization》 2025年第1期16-16,共1页
A session of the Informal Working Group on Micro, Small and Medium Enterprises (MSMEs) was convened in hybrid form on December 10, 2024, which is a mechanism within WTO to address burdensome barriers faced by MSMEs tr... A session of the Informal Working Group on Micro, Small and Medium Enterprises (MSMEs) was convened in hybrid form on December 10, 2024, which is a mechanism within WTO to address burdensome barriers faced by MSMEs trying to engage in international trade, and widen the discussion on these issues at a multilateral level. 展开更多
关键词 WTO cooperation TRADE
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Cultural Echoes The power of Lancang-Mekong cultural cooperation
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《China Report ASEAN》 2025年第1期16-17,共2页
Winding 4,880 kilometers through six Asian countries before emptying into the sea,the Lancang-Mekong River is like a golden ribbon stringing the diverse yet similar ethnic cultures of China,Myanmar,Laos,Thailand,Cambo... Winding 4,880 kilometers through six Asian countries before emptying into the sea,the Lancang-Mekong River is like a golden ribbon stringing the diverse yet similar ethnic cultures of China,Myanmar,Laos,Thailand,Cambodia,and Vietnam together.The Water Splashing Festival,for example,is a traditional festival observed by the Dai,Achang,De’ang,and Bulang ethnic groups in China,as well as a signifificant festival celebrated in Thailand,Myanmar,Laos,and Cambodia.More than a dozen cross-border ethnic groups residing in the countries create a colorful social tapestry that features cultural diversity,national amity,and shared historical memories that combine to forge a solid emotional basis for cooperation and common development of regional countries.Since it was offifficially launched in 2016,the Lancang-Mekong Cooperation(LMC)mechanism has grown signifificantly and yielded fruitful achievements,largely thanks to cultural and people-topeople exchanges,one of its three cooperation pillars. 展开更多
关键词 STRING cooperation Thailand
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The Voice Of Opening Up and Cooperation in Spring
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作者 Zhang Fan Wan Zezhen +1 位作者 Fu Zhichen Wang Yiming 《China's Foreign Trade》 2025年第2期12-14,共3页
Spring returns with every thing growing.As the f irst high-level forum held after the Two Sessions,the China Development Forum(hereinaf ter refer red to as the Forum)brought together Chinese and foreign political and ... Spring returns with every thing growing.As the f irst high-level forum held after the Two Sessions,the China Development Forum(hereinaf ter refer red to as the Forum)brought together Chinese and foreign political and business people and became a weathervane for observing China’s economy. 展开更多
关键词 business cooperation economy SPRING OPENING FORUM POLITICAL
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Influence of conformity on the evolution of cooperation in games with sampling rules on networks
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作者 Xianjia Wang Qiaoyu He 《Chinese Physics B》 2025年第3期215-229,共15页
We study the influence of conformity on the evolution of cooperative behavior in games under the learning method of sampling on networks.A strategy update rule based on sampling is introduced into the stag hunt game,w... We study the influence of conformity on the evolution of cooperative behavior in games under the learning method of sampling on networks.A strategy update rule based on sampling is introduced into the stag hunt game,where agents draw samples from their neighbors and then update their strategies based on conformity or inference according to the situation in the sample.Based on these assumptions,we present the state transition equations in the dynamic evolution of population cooperation,conduct simulation analysis on lattice networks and scale-free networks,and discuss how this mechanism affects the evolution of cooperation and how cooperation evolves under different levels of conformity in the network.Our simulation results show that blindly imitating the strategies of neighbors does not necessarily lead to rapid consensus in the population.Instead,rational inference through samples can better promote the evolution of the same strategy among all agents in the population.Moreover,the simulation results also show that a smaller sample size cannot reflect the true situation of the neighbors,which has a large randomness,and the size of the benefits obtained in cooperation determines the direction of the entire population towards cooperation or defection.This work incorporates the conforming behavior of agents into the game,uses the method of sampling for strategy updates and enriches the theory of evolutionary games with a more realistic significance. 展开更多
关键词 cooperative evolution stag hunt game CONFORMITY scale-free network
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Improving Lives,Strengthening Ties China-Indonesia cooperation on poverty alleviation,rural development,and education promises a path to better living for their people
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作者 Yin Kaijun Zhai Kun 《China Report ASEAN》 2025年第4期30-31,共2页
China-Indonesia cooperation has been growing steadily in recent years.While the two countries’collaboration in emerging fields such as energy,the digital economy,and new technologies is on the rise,cooperation in liv... China-Indonesia cooperation has been growing steadily in recent years.While the two countries’collaboration in emerging fields such as energy,the digital economy,and new technologies is on the rise,cooperation in livelihood,driven by shared governance philosophies,holds potential as the next key growth area for bilateral relations. 展开更多
关键词 new technologies shared governance philosophies livelihood improvement rural development China Indonesia cooperation
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Dehong Prefecture: Gateway for China-Myanmar Cooperation Exclusive interview with Wei Gang,deputy to the National People’s Congress and governor of Dehong Dai and Jingpo Autonomous Prefecture
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作者 Zhu Mengxiao 《China Report ASEAN》 2025年第4期54-55,共2页
During this year’s Two Sessions(annual meetings of China’s top legislative and political advisory bodies),Wei Gang,deputy to the National People’s Congress and governor of Dehong Dai and Jingpo Autonomous Prefectur... During this year’s Two Sessions(annual meetings of China’s top legislative and political advisory bodies),Wei Gang,deputy to the National People’s Congress and governor of Dehong Dai and Jingpo Autonomous Prefecture,Yunnan Province,sat down for an exclusive interview with China Report ASEAN. 展开更多
关键词 Deputy National People s Congress Dehong Prefecture China Myanmar cooperation Yunnan Province
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Win-Win Cooperation For a Shared Future Exclusive interview with Chinese Ambassador to Indonesia Wang Lutong
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作者 Guo Xixian 《China Report ASEAN》 2025年第4期20-21,共2页
The year 2025 marks the 75th anniversary of the establishment of diplomatic relations between China and Indonesia and the 70th anniversary of the Bandung Conference.Over the years,significant progress has been made in... The year 2025 marks the 75th anniversary of the establishment of diplomatic relations between China and Indonesia and the 70th anniversary of the Bandung Conference.Over the years,significant progress has been made in this specific bilateral relationship in various fields.The two countries have maintained close highlevel exchanges,deepened strategic synergy,expanded practical cooperation,and achieved smooth implementation of flagship projects such as the Jakarta-Bandung High-Speed Railway,demonstrating the great potential and broad prospects for bilateral cooperation. 展开更多
关键词 strategic synergy establishment diplomatic relations Bandung Conference bandung conferenceover diplomatic relations high speed railway bilateral relationship win win cooperation
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EI Salvador and China:Strategic Cooperation in Special Economic Zones and Key Industry Sectors
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作者 Soy Rodrigo 《China's Foreign Trade》 2025年第2期47-48,共2页
EI Salvador is gradually consolidating its position as a strategic destination for foreign direct investment,especially for countries with extensive experience in industrial,technological,and logistics development,suc... EI Salvador is gradually consolidating its position as a strategic destination for foreign direct investment,especially for countries with extensive experience in industrial,technological,and logistics development,such as the People’s Republic of China.Thanks to ambitious economic policies based on sustainability,inclusivity,and global competitiveness,the country has clearly defined a development agenda focused on priority sectors with high potential for international cooperation. 展开更多
关键词 economic policies key industry sectors strategic cooperation foreign direct investment technological development special economic zones development agenda industrial development
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Towards a Shared Future Top 10 News Stories on 2024 China-ASEAN Cooperation release ceremony in Nanning, Guangxi
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作者 Guo Xixian 《China Report ASEAN》 2025年第4期48-50,共3页
On February 27,the release ceremony of the Top 10 News Stories on 2024 China-Asean Cooperation took place in Nanning,capital of Guangxi Zhuang Autonomous Region.The event was organized under the guidance of the China ... On February 27,the release ceremony of the Top 10 News Stories on 2024 China-Asean Cooperation took place in Nanning,capital of Guangxi Zhuang Autonomous Region.The event was organized under the guidance of the China International Communications Group(CICG),China Foreign Affairs University(CFAU),and the Publicity Department of the Party Committee of Guangxi Zhuang Autonomous Region.It was jointly hosted by CICG Asia-Pacific,the Institute of Asian Studies of CFAU,and Guangxi University. 展开更多
关键词 China ASEAN cooperation top news stories China Foreign Affairs University China International Communications Group publicity department institute asian studies
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基于Stackelberg-Cooperative博弈的多微网负荷聚合商优化运行策略
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作者 杜德源 王维庆 董晓飞 《现代电子技术》 北大核心 2025年第4期164-172,共9页
未来电网形态不断演变,柔性资源类型全面开放,为利用其发电、用电的时空互补特性,提高能源利用水平,提出一种基于混合博弈的多微网负荷聚合商电、热共享的经济调度策略。首先构建Starberg-Cooperative博弈模型框架,阐述多微网运营商与... 未来电网形态不断演变,柔性资源类型全面开放,为利用其发电、用电的时空互补特性,提高能源利用水平,提出一种基于混合博弈的多微网负荷聚合商电、热共享的经济调度策略。首先构建Starberg-Cooperative博弈模型框架,阐述多微网运营商与多类型负荷聚合商之间的互动与合作,将多微网运营商作为领导者(leader),负荷聚合商联盟作为跟随者(follower),构建主从博弈的能源供给模型,引入共享储能系统,建立负荷聚合商联盟与储能运营商能量共享的合作博弈模型。其次,基于纳什谈判理论对多微网负荷聚合商联盟的合作收益进行分配,保证能量共享联盟的稳定性。最后,利用新疆某地区数据构建算例来验证所提策略的有效性与可行性。结果表明,所提方法有效协调了多微网运营商与负荷聚合商的市场势力,降低了负荷聚合商的运行成本,提高了负荷聚合商联盟与共享储能运营商之间的能量共享利用程度。 展开更多
关键词 STACKELBERG博弈 cooperATIVE 合作博弈 多微网运营商 负荷聚合商 共享储能 纳什谈判
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Effect of distribution of fines on evolution of cooperation in spatial public goods game
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作者 Xing-Ping Sun Yan-Zheng Bi +2 位作者 Hong-Wei Kang Yong Shen Qing-Yi Chen 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第9期239-245,共7页
In the realm of public goods game,punishment,as a potent tool,stands out for fostering cooperation.While it effectively addresses the first-order free-rider problem,the associated costs can be substantial.Punishers in... In the realm of public goods game,punishment,as a potent tool,stands out for fostering cooperation.While it effectively addresses the first-order free-rider problem,the associated costs can be substantial.Punishers incur expenses in imposing sanctions,while defectors face fines.Unfortunately,these monetary elements seemingly vanish into thin air,representing a loss to the system itself.However,by virtue of the redistribution of fines to cooperators and punishers,not only can we mitigate this loss,but the rewards for these cooperative individuals can be enhanced.Based upon this premise,this paper introduces a fine distribution mechanism to the traditional pool punishment model.Under identical parameter settings,by conducting a comparative experiment with the conventional punishment model,the paper aims to investigate the impact of fine distribution on the evolution of cooperation in spatial public goods game.The experimental results clearly demonstrate that,in instances where the punishment cost is prohibitively high,the cooperative strategies of the traditional pool punishment model may completely collapse.However,the model enriched with fine distribution manages to sustain a considerable number of cooperative strategies,thus highlighting its effectiveness in promoting and preserving cooperation,even in the face of substantial punishment cost. 展开更多
关键词 public goods game fine distribution cooperation
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Discreet investors exert greater influence on cooperation in the public goods game
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作者 康洪炜 金展瑶 +4 位作者 李明远 旺咩 孙兴平 沈勇 陈清毅 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第3期170-178,共9页
This paper studies the evolutionary process of cooperative behavior in a public goods game model with heterogeneous investment strategies in square lattices.In the proposed model,players are divided into defectors,coo... This paper studies the evolutionary process of cooperative behavior in a public goods game model with heterogeneous investment strategies in square lattices.In the proposed model,players are divided into defectors,cooperators and discreet investors.Among these,defectors do not participate in investing,discreet investors make heterogeneous investments based on the investment behavior and cooperation value of their neighbors,and cooperators invest equally in each neighbor.In real life,heterogeneous investment is often accompanied by time or economic costs.The discreet investors in this paper pay a certain price to obtain their neighbors'investment behavior and cooperation value,which quantifies the time and economic costs of the heterogeneous investment process.The results of Monte Carlo simulation experiments in this study show that discreet investors can effectively resist the invasion of the defectors,form a stable cooperative group and expand the cooperative advantage in evolution.However,when discreet investors pay too high a price,they lose their strategic advantage.The results in this paper help us understand the role of heterogeneous investment in promoting and maintaining human social cooperation. 展开更多
关键词 public goods game heterogeneous investment discreet investors cooperation
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