平行旅游：基础智能驱动的智慧出游服务

张腾超; 田永林; 林飞; 倪清桦; 宋平; 戴星原; 李娟娟; 伍乃騏; Timothy J. Lee; 王飞跃

doi:10.11959/j.issn.2096-6652.202420

您当前的位置：

首页 >

文章列表页 >

平行旅游：基础智能驱动的智慧出游服务

专题：新文科 | 更新时间：2024-08-06

- 平行旅游：基础智能驱动的智慧出游服务
- Parallel tourism:foundation intelligence driven smart trip services
- 智能科学与技术学报 2024年6卷第2期页码：164-178
- 作者机构：
  
  1.澳门科技大学创新工程学院，澳门 999078
  2.中国科学院自动化研究所复杂系统管理与控制国家重点实验室，北京 100190
  3.达州人工智能研究院，四川达州 635755
  4.中国科学院自动化研究所多模态人工智能系统全国重点实验室，北京 100190
  5.澳门科技大学酒店与旅游管理学院，澳门 999078
  6.中国科学院大学人工智能学院，北京 100049
- 作者简介：
  
  [ "张腾超（1999- ），男，澳门科技大学博士生，主要研究方向为平行智能、DAO、智能系统等。" ]
  [ "田永林（1994- ），男，博士，中国科学院自动化研究所多模态人工智能系统全国重点实验室助理研究员，主要研究方向为平行系统、自动驾驶、场景工程。" ]
  [ "林飞（1994- ），男，澳门科技大学博士生，主要研究方向为平行智能、多模态大语言模型、生成式人工智能。" ]
  [ "倪清桦（1999- ），女，澳门科技大学博士生，主要研究方向为平行智能、区块链、数字孪生、智能系统等。" ]
  [ "宋平（1982- ），女，澳门科技大学硕士生，主要研究方向为平行智能、平行管理、智能系统等。" ]
  [ "戴星原（1993- ），男，博士，中国科学院自动化研究所多模态人工智能系统全国重点实验室助理研究员，主要研究方向为智能交通、自动驾驶、平行智能、强化学习。" ]
  [ "李娟娟（1986- ），女，博士，中国科学院自动化研究所多模态人工智能系统全国重点实验室副研究员，主要研究方向为区块链智能、Web 3.0与平行管理。" ]
  [ "伍乃騏（1949- ），男，博士，澳门科技大学创新工程学院工程科学系主任、澳门系统工程研究所所长。研究兴趣包括生产计划和调度、制造系统建模和控制、离散事件系统、Petri网理论及其应用、智能交通系统、能源系统。" ]
  [ "Timothy J. Lee（1963- ），男，博士，澳门科技大学酒店与旅游管理学院副院长、教授，主要研究方向为康体/健康旅游、美食旅游、文化遗产旅游，以及结合区域品牌或价值的旅游/休闲/酒店业发展。" ]
  [ "王飞跃（1961- ），男，博士，中国科学院自动化研究所复杂系统管理与控制国家重点实验室主任，澳门科技大学特聘教授，主要研究方向为平行系统的方法与应用、社会计算、平行智能、知识自动化。" ]
- 基金信息：
  
  澳门特别行政区科学技术发展基金项目(0145/2023/RIA3;0093/2023/RIA2)
- DOI：10.11959/j.issn.2096-6652.202420
  中图分类号： TP39
- 收稿：2024-04-16，
  
  修回：2024-05-20，
  
  纸质出版：2024-06-15
- 稿件说明：
移动端阅览
张腾超,田永林,林飞等.平行旅游：基础智能驱动的智慧出游服务[J].智能科学与技术学报,2024,06(02):164-178.

ZHANG Tengchao,TIAN Yonglin,LIN Fei,et al.Parallel tourism:foundation intelligence driven smart trip services[J].Chinese Journal of Intelligent Science and Technology,2024,06(02):164-178.
张腾超,田永林,林飞等.平行旅游：基础智能驱动的智慧出游服务[J].智能科学与技术学报,2024,06(02):164-178. DOI： 10.11959/j.issn.2096-6652.202420.

ZHANG Tengchao,TIAN Yonglin,LIN Fei,et al.Parallel tourism:foundation intelligence driven smart trip services[J].Chinese Journal of Intelligent Science and Technology,2024,06(02):164-178. DOI： 10.11959/j.issn.2096-6652.202420.

摘要

旅游作为一种满足人们对不同生活体验和知识需求的活动，对经济、文化等领域都产生了深远影响。随着物联网、多模态大语言模型等技术的迅速发展，传统的旅游业难以满足人们智能化以及个性化的旅游需求。为此，以平行智能为理念，基于ACP方法与多模态大语言模型提出了虚实交互的个性化旅游服务系统，通过构建旅游大模型，并结合检索增强生成方法和多智能体协作系统，打造个性化旅游服务的新范式。此外，探讨了平行旅游的应用生态，从“行”“住”“食”“衣”4个方面对整个旅游生态进行拓展，分析了其他行业与个性化旅游服务的融合。平行旅游将为旅游行服务业的发展带来全新可能。

Abstract

Tourism

as an activity that satisfies people's desire for diverse life experiences and knowledge

has had profound impacts on the economy

culture

and other fields. However

with the rapid development of technologies

such as the Internet of Things and multimodal large language models

traditional tourism is unable to meet the demand for intelligent and personalized travel experiences. To address this

this paper proposes an interactive personalized tourism service system based on the concept of parallel intelligence

utilizing the ACP approach and multimodal large language models. The system constructs a comprehensive tourism model and leverages retrieval-augmented generation and multi-agent collaboration systems to create a new paradigm for personalized tourism services. Additionally

this paper explores the application ecosystem of parallel tourism

expanding the tourism ecosystem from four aspects: clothing

food

accommodation and transportation. This paper analyzes the integration of other industries with personalized tourism services. Parallel tourism is poised to bring new possibilities for the development of the tourism service industry.

关键词

Keywords

references

ZUELOW, E G E, KEVIN J J. The Oxford handbook of tourism history[M]. New York: Oxford University Press, 2024.

CLEVELAND T. A history of tourism in Africa: exoticization, exploitation, and enrichment[M]. Columbus: Ohio University Press, 2021.

TALWAR S, KAUR P, NUNKOO R, et al. Digitalization and sustainability: virtual reality tourism in a post pandemic world[J]. Journal of Sustainable Tourism, 2023, 31(11): 2564-2591.

MAJID G M, TUSSYADIAH I, KIM Y R, et al. Intelligent automation for sustainable tourism: a systematic review[J]. Journal of Sustainable Tourism, 2023, 31(11): 2421-2440.

ALOS-SIMO L, VERDU-JOVER A J, GOMEZ-GRAS J M. How use of knowledge sources influences eco-innovation in the tourism sector through product innovation and/or process innovation[J]. Journal of Sustainable Tourism, 2024, 32(5): 1053-1076.

王飞跃. 人工社会、计算实验、平行系统: 关于复杂社会经济系统计算研究的讨论[J]. 复杂系统与复杂性科学, 2004, 1(4): 25-35.

WANG F Y. Artificial societies, computational experiments, and parallel systems: a discussion on computational theory of complex social-economic systems[J]. Complex Systems and Complexity Science, 2004, 1(4): 25-35.

王飞跃. 平行系统方法与复杂系统的管理和控制[J]. 控制与决策, 2004, 19(5): 485-489, 514.

WANG F Y. Parallel system methods for management and control of complex systems[J]. Control and Decision, 2004, 19(5): 485-489, 514.

王飞跃. 平行系统方法与复杂系统的管理和控制[J]. 控制与决策, 2004, 19(5): 485-489, 514.

WANG F Y. Parallel system methods for management and control of complex systems[J]. Control and Decision, 2004, 19(5): 485-489, 514.

王春法, 王飞跃, 鲁越, 等. 平行博物馆:新时代博物馆运营的智能管理与控制[J]. 智能科学与技术学报, 2021, 3(2): 125-136.

WANG C F, WANG F Y, LU Y, et al. Parallel museums: intelligent management and control of museum operations in the new era[J]. Chinese Journal of Intelligent Science and Technology, 2021, 3(2): 125-136.

CHEN L, LIN S B, LU X K, et al. Deep neural network based vehicle and pedestrian detection for autonomous driving: a survey[J]. IEEE Transactions on Intelligent Transportation Systems, 2021, 22(6): 3234-3246.

康孟珍, 孙贺全, 王秀娟, 等. 系统农业:结合农业社会经济属性的建模和控制[J]. 智能科学与技术学报, 2023, 5(1): 41-50.

KANG M Z, SUN H Q, WANG X J, et al. Systems agriculture: modeling and control based on social and economic attributes of agriculture[J]. Chinese Journal of Intelligent Science and Technology, 2023, 5(1): 41-50.

康孟珍, 王秀娟, 华净, 等. 平行农业:迈向智慧农业的智能技术[J]. 智能科学与技术学报, 2019, 1(2): 107-117.

KANG M Z, WANG X J, HUA J, et al. Parallel agriculture: intelligent technology toward smart agriculture[J]. Chinese Journal of Intelligent Science and Technology, 2019, 1(2): 107-117.

YANG J, WANG X X, ZHAO Y D. Parallel manufacturing for industrial metaverses: a new paradigm in smart manufacturing[J]. IEEE/CAA Journal of Automatica Sinica, 2022, 9(12): 2063-2070.

YANG J, LI S M, WANG X X, et al. DeFACT in ManuVerse for parallel manufacturing: foundation models and parallel workers in smart factories[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(4): 2188-2199.

GUO C, BAI T X, LU Y, et al. Skywork-daVinci: a novel CPSS-based painting support system[C]//Proceedings of the 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE). Piscataway: IEEE Press, 2020: 673-678.

GUO C, DOU Y, BAI T X, et al. ArtVerse: a paradigm for parallel human-machine collaborative painting creation in metaverses[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(4): 2200-2208.

王飞跃. 复杂性研究与智能产业:平行企业与工业5.0[R]. 2014.

WANG F Y. Complexity research and intelligent industry: parallel enterprise and industry 5.0[R]. 2014.

朱新屋. 《山海经》、民俗学与旅行史: 重返江绍原《中国古代旅行之研究》的历史世界[J]. 民族艺术, 2022(2): 75-84.

ZHU X W. The book of mountains and seas, folklore and the history of travel: returning to the historical world of Jiang Shaoyuan's studies in ancient Chinese travel[J]. National Arts, 2022(2): 75-84.

NAGLE D S, VIDON E S. Purchasing protection: outdoor companies and the authentication of technology use in nature-based tourism[J]. Journal of Sustainable Tourism, 2021, 29(8): 1253-1269.

BRENT RITCHIE J R. Interest based formulation of tourism policy for environmentally sensitive destinations[J]. Journal of Sustainable Tourism, 1999, 7(3/4): 206-239.

WANG Y T, LI H. Trust transfer effect: the impact of effective market order on tourists' purchase behavior[J]. Annals of Tourism Research, 2024, 105: 103725.

HE M, TU J H, LI Y Q, et al. Tourist preference for tourism product brand biographies[J]. Annals of Tourism Research, 2024, 107: 103773.

STOFFELEN A. A review of tourism and bordering processes: launching the annals of tourism research curated collection on tourism and territorial borders[J]. Annals of Tourism Research, 2024, 105: 103728.

LI F S, SU Q Q. Influence of awe on tourism activity preferences[J]. Annals of Tourism Research, 2024, 107: 103793.

MCKERCHER B. Age or generation? Understanding behaviour differences[J]. Annals of Tourism Research, 2023, 103: 103656.

DOLNICAR S, YANAMANDRAM V, CLIFF K. The contribution of vacations to quality of life[J]. Annals of Tourism Research, 2012, 39(1): 59-83.

MIYAKAWA E, PEARCE P L, OGUCHI T. Savoring tourism: exploring basic processes[J]. Annals of Tourism Research, 2022, 97: 103498.

HASSAN A. Digital Transformation and Innovation in Tourism Events[M]. London: Routledge, 2022.

PAULAVICIUS R, STRIPINIS L, SUTAVIČIŪTĖ S, et al. A new genetic algorithm for personalized tourist trip design[EB]. SSRN, 2023, SSRN: 4374001.

LI X, XU Y C, LAW R, et al. Enhancing tourism demand forecasting with a transformer-based framework[J]. Annals of Tourism Research, 2024, 107: 103791.

SHARMA R. Genetic algorithm based personalized travel recommendation system[C]//Proceedings of the 2024 2nd International Conference on Intelligent Data Communication Technologies and Internet of Things (IDCIoT). Piscataway: IEEE Press, 2024: 867-874.

CHUNG N, KOO C. The use of social media in travel information search[J]. Telematics and Informatics, 2015, 32(2): 215-229.

LIU B Q, MOYLE B, KRALJ A, et al. Towards a typology of virtual tourists: efficacy of visual patterns and attentional cues[J]. Tourism Management, 2024, 105: 104943.

CHOI S, WAN L C, MATTILA A S. Unintended indulgence in robotic service encounters[J]. Annals of Tourism Research, 2024, 106: 103768.

TUOMI A, ASCENÇÃO M P. Deliberative governance for tourism platforms[J]. Annals of Tourism Research, 2023, 103: 103647.

杨林瑶, 陈思远, 王晓, 等. 数字孪生与平行系统: 发展现状、对比及展望[J]. 自动化学报, 2019, 45(11): 2001-2031.

YANG L Y, CHEN S Y, WANG X, et al. Digital twins and parallel systems: state of the art, comparisons and prospect[J]. Acta Automatica Sinica, 2019, 45(11): 2001-2031.

倪清桦, 郭超, 王飞跃. 平行戏剧: 新时代戏剧的人机协同创作与智能管理[J]. 智能科学与技术学报, 2023(4): 436-445.

NI Q H, GUO C, WANG F Y. Parallel theaters: human-machine collaborative creation and intelligent management for theatrical art[J]. Chinese Journal of Intelligent Science and Technology, 2023(4): 436-445.

WANG F Y. Parallel management: the DAO to smart ecological technology for complexity management intelligence[J]. Acta Automatica Sinica, 2022, 48(11): 2655-2669.

LYU Z H, QIAO L, LI Y X, et al. BlockNet: beyond reliable spatial Digital Twins to Parallel Metaverse[J]. Patterns, 2022, 3(5): 100468.

王飞跃, 王艳芬, 陈薏竹, 等. 联邦生态:从联邦数据到联邦智能[J]. 智能科学与技术学报, 2020, 2(4): 305-311.

WANG F Y, WANG Y F, CHEN Y Z, et al. Federated ecology: from federated data to federated intelligence[J]. Chinese Journal of Intelligent Science and Technology, 2020, 2(4): 305-311.

张俊, 许沛东, 王飞跃. 平行系统和数字孪生的一种数据驱动形式表示及计算框架[J]. 自动化学报, 2020, 46(7): 1346-1356.

ZHANG J, XU P D, WANG F Y. Parallel systems and digital twins: a data-driven mathematical representation and computational framework[J]. Acta Automatica Sinica, 2020, 46(7): 1346-1356.

QUATTROCHI D A, LAM N S N, QIU H L, et al. Image characterization and modeling system (ICAMS): a geographic information system for the characterization and modeling of multiscale remote sensing data[M]//Scale in Remote Sensing and GIS. New York: Routledge, 2023: 295-307.

吕宜生, 王飞跃, 张宇, 等. 虚实互动的平行城市:基本框架、方法与应用[J]. 智能科学与技术学报, 2019, 1(3): 311-317.

LYU Y S, WANG F Y, ZHANG Y, et al. Parallel cities: framework, methodology, and application[J]. Chinese Journal of Intelligent Science and Technology, 2019, 1(3): 311-317.

张晓东, 许丹丹, 王良, 等. 基于复杂系统理论的平行城市模型架构与计算方法[J]. 指挥与控制学报, 2021, 7(1): 28-37.

ZHANG X D, XU D D, WANG L, et al. Model architecture and urban computing for parallel cities based on complex adaptive systems[J]. Journal of Command and Control, 2021, 7(1): 28-37.

李程, 袁勇, 郑志勇, 等. 基于区块链的联邦学习: 模型、方法与应用[J]. 自动化学报, 2024, 50(6): 1059-1085.

LI C, YUAN Y, ZHENG Z Y, et al. Blockchain-enabled federated learning: models, methods and applications[J]. Acta Automatica Sinica, 2024, 50(6): 1059-1085.

王飞跃, 缪青海. 基础智能:从联邦智能到基于TAO的智能系统联邦[J]. 科技导报, 2023, 41(19): 103-112.

WANG F Y, MIAO Q H. Foundation intelligence: from federated intelligence to TAO-based intelligent systems federation[J]. Science & Technology Review, 2023, 41(19): 103-112.

HONG S R, ZHUGE M C, CHEN J, et al. MetaGPT: meta programming for a multi-agent collaborative framework[EB ] . arXiv preprint, 2023, arXiv: 2308.00352 .

ASAI A, WU Z Q, WANG Y Z, et al. Self-RAG: learning to retrieve, generate, and critique through self-reflection[EB ] . arXiv preprint, 2023, arXiv: 2310.11511 .

卢经纬, 郭超, 戴星原, 等. 问答ChatGPT之后: 超大预训练模型的机遇和挑战[J]. 自动化学报, 2023, 49(4): 705-717.

LU J W, GUO C, DAI X Y, et al. The ChatGPT after: opportunities and challenges of very large scale pre-trained models[J]. Acta Automatica Sinica, 2023, 49(4): 705-717.

SEO M, KEMBHAVI A, FARHADI A, et al. Bidirectional attention flow for machine comprehension[EB ] . arXiv preprint, 2016, arXiv: 1611.01603 .

SUNG Y L, CHO J, BANSAL M. LST: ladder side-tuning for parameter and memory efficient transfer learning[EB ] . arXiv preprint, 2022, arXiv: 2206.06522 .

HU E J, SHEN Y L, WALLIS P, et al. LoRA: low-rank adaptation of large language models[EB ] . arXiv preprint, 2021, arXiv: 2106.09685 .

KOJIMA T, GU S S, REID M, et al. Large language models are zero-shot reasoners[EB ] . arXiv preprint, 2022, arXiv: 2205.11916 .

BROWN T B, MANN B, RYDER N, et al. Language models are few-shot learners[EB ] . arXiv preprint, 2020, arXiv: 2005.14165 .

LI J N, LI D X, SAVARESE S, et al. BLIP-2: bootstrapping language-image pre-training with frozen image encoders and large language models[C]// Proceedings of the 2023 International conference on machine learning. New York: ACM, 2023: 19730-19742.

BAI Y T, JONES A, NDOUSSE K, et al. Training a helpful and harmless assistant with reinforcement learning from human feedback[EB ] . arXiv preprint, 2022, arXiv: 2204.05862 .

CHAUDHARI S, AGGARWAL P, MURAHARI V, et al. RLHF deciphered: a critical analysis of reinforcement learning from human feedback for LLMs[EB ] . arXiv preprint, 2024, arXiv: 2404.08555 .

DAI J, PAN X H, SUN R Y, et al. Safe RLHF: safe reinforcement learning from human feedback[EB ] . arXiv preprint, 2023, arXiv: 2310.12773 .

ASAI A, WU Z Q, WANG Y Z, et al. Self-RAG: learning to retrieve, generate, and critique through self-reflection[EB ] . arXiv preprint, 2023, arXiv: 2310.11511 .

ZHANG T J, PATIL S G, JAIN N, et al. RAFT: adapting language model to domain specific RAG[EB ] . arXiv preprint, 2024, arXiv: 2403.10131 .

REIMERS N, GUREVYCH I. Sentence-BERT: sentence embeddings using Siamese BERT-Networks[EB ] . arXiv preprint, 2019, arXiv: 1908.10084 .

MOHAMMED L H, MUTER A A, ALI H D, et al. Evaluation of domain sulfur industry for DIA translator using bilingual evaluation understudy method[J]. Bulletin of Electrical Engineering and Informatics, 2024, 13(1): 370-376.

林于翔, 吴运兵, 阴爱英, 等. 基于语义相关性分析的多模态摘要模型[J]. 计算机应用, 2024, 44(1): 65-72.

LIN Y X , WU Y B , YIN A Y , et al. Multi-modal summarization model based on semantic relevance analysis[J]. Journal of Computer Applications, 2024, 44(1): 65-72.

田永林, 王兴霞, 王雨桐, 等. RAG-PHI:检索增强生成驱动的平行人与平行智能[J]. 智能科学与技术学报, 2024, 6(1): 41-51.

TIAN Y L, WANG X X, WANG Y T, et al. RAG-PHI: rag-driven parallel human and parallel intelligence[J]. Chinese Journal of Intelligent Science and Technology, 2024, 6(1): 41-51.

缪青海, 王兴霞, 杨静, 等. 从基础智能到通用智能: 基于大模型的GenAI和AGI之现状与展望[J]. 自动化学报, 2024, 50(4): 674-687.

MIAO Q H, WANG X X, YANG J, et al. From foundation intelligence to general intelligence: the state-of-art and perspectives of GenAI and AGI based on foundation models[J]. Acta Automatica Sinica, 2024, 50(4): 674-687.

秦龙, 武万森, 刘丹, 等. 基于大语言模型的复杂任务自主规划处理框架[J]. 自动化学报, 2024, 50(4): 862-872.

QIN L, WU W S, LIU D, et al. Autonomous planning and processing framework for complex tasks based on large language models[J]. Acta Automatica Sinica, 2024, 50(4): 862-872.

李娟娟, 管桑田, 秦蕊, 等. 智能区块链与区块链智能:构筑DePIN的基础设施智能[J]. 智能科学与技术学报, 2024, 6(1): 5-16.

LI J J, GUAN S T, QIN R, et al. Intelligent blockchains and blockchain intelligence: the infrastructure intelligence for DePIN[J]. Chinese Journal of Intelligent Science and Technology, 2024, 6(1): 5-16.

VELIČKOVIĆ P. Everything is connected: graph neural networks[J]. Current Opinion in Structural Biology, 2023, 79: 102538.

MARSMAN M, VAN D B D, HASLBECK J. Bayesian analysis of the ordinal Markov random field[EB]. PsyArXiv, 2023, PsyArXiv: PPR624964.

MOHEBBI MOGHADDAM M, BOROOMAND B, JALALI M, et al. Games of GANs: game-theoretical models for generative adversarial networks[J]. Artificial Intelligence Review, 2023, 56(9): 9771-9807.

ZHONG W Y, YANG C, LIANG W, et al. Byzantine fault-tolerant consensus algorithms: a survey[J]. Electronics, 2023, 12(18): 3801.

田永林, 陈苑文, 杨静, 等. 元宇宙与平行系统:发展现状、对比及展望[J]. 智能科学与技术学报, 2023, 5(1): 121-132.

TIAN Y L, CHEN Y W, YANG J, et al. Metaverses and parallel systems: the state of the art, comparisons and prospects[J]. Chinese Journal of Intelligent Science and Technology, 2023, 5(1): 121-132.

康孟珍, 邱文忠, 陈自富, 等. 平行圆明园:从数字孪生园林到元宇宙智慧遗址公园[J]. 智能科学与技术学报, 2022, 4(3): 301-307.

KANG M Z, QIU W Z, CHEN Z F, et al. Parallel Yuan-Ming Yuan Imperial Garden: from digital twin garden to metaverse smart heritage park[J]. Chinese Journal of Intelligent Science and Technology, 2022, 4(3): 301-307.

鲁越, 郭超, 潘晴, 等. 平行博物馆系统:框架、平台、方法及应用[J]. 模式识别与人工智能, 2023, 36(7): 575-589.

LU Y, GUO C, PAN Q, et al. Parallel museum systems: framework, platform, methods and applications[J]. Pattern Recognition and Artificial Intelligence, 2023, 36(7): 575-589.

CHEN Y Y, ZHANG H, WANG F Y. Society-centered and DAO-powered sustainability in transportation 5.0: an intelligent vehicles perspective[J]. IEEE Transactions on Intelligent Vehicles, 2023, 8(4): 2635-2638.

YU H K, LIU X Y, TIAN Y L, et al. Sora-based parallel vision for smart sensing of intelligent vehicles: from foundation models to foundation intelligence[J]. IEEE Transactions on Intelligent Vehicles, 2024, 9(2): 3123-3126.

WANG F Y. Intelligent vehicles from your HomePorts to underwaters and low attitude airspaces: slam for smart societies[J]. IEEE Transactions on Intelligent Vehicles, 2024, 9(2): 3092-3105.

LI X, WANG Y T, WANG K F, et al. The ParallelEye-CS dataset: constructing artificial scenes for evaluating the visual intelligence of intelligent vehicles[C]//Proceedings of the 2018 IEEE Intelligent Vehicles Symposium(IV). Piscataway: IEEE Press, 2018: 37-42.

ZHU F H, LYU Y S, CHEN Y Y, et al. Parallel transportation systems: toward IoT-enabled smart urban traffic control and management[J]. IEEE Transactions on Intelligent Transportation Systems, 2020, 21(10): 4063-4071.

WANG F Y. Intelligent vehicles from your HomePorts to underwaters and low attitude airspaces: slam for smart societies[J]. IEEE Transactions on Intelligent Vehicles, 2024, 9(2): 3092-3105.

YE P J, WANG X, ZHENG W B, et al. Parallel cognition: hybrid intelligence for human-machine interaction and management[J]. Frontiers of Information Technology & Electronic Engineering, 2022, 23(12): 1765-1779.

LI H Z, HAN D Z, CHANG C C. DAC4SH: a novel data access control scheme for smart home using smart contracts[J]. IEEE Sensors Journal, 2023, 23(6): 6178-6191.

WU Q L, WANG F Y, LIN Y T. A mobile-agent based distributed intelligent control system architecture for home automation[C]//Proceedings of the 2001 IEEE International Conference on Systems, Man and Cybernetics. e-Systems and e-Man for Cybernetics in Cyberspace (Cat.No.01CH37236). Piscataway: IEEE Press, 2001: 1648-1653.

YE P J, WANG F Y. Parallel population and parallel human—a cyber-physical social approach[J]. IEEE Intelligent Systems, 2022, 37(5): 19-27.

HONG Y N, ZHEN H Y, CHEN P H, et al. 3D-LLM: injecting the 3D world into large language models[J]. Advances in Neural Information Processing Systems, 2023, 36: 20482-20494.

HONG Y N, YI L, TENENBAUM J B, et al. PTR: a benchmark for part-based conceptual, relational, and physical reasoning[EB ] . arXiv preprint, 2021, arXiv: 2112.05136 .

王飞跃. 平行管理: 复杂性管理智能的生态科技与智慧管理之DAO[J]. 自动化学报, 2022, 48(11): 2655-2669.

WANG F Y. Parallel management: the DAO to smart ecological technology for complexity management intelligence[J]. Acta Automatica Sinica, 2022, 48(11): 2655-2669.

王飞跃. 数字医生与平行医疗:从医疗知识自动化到系统化智能医学[J]. 协和医学杂志, 2021, 12(6): 829-833.

WANG F Y. Digital doctors and parallel healthcare: from medical knowledge automation to intelligent metasystems medicine[J]. Medical Journal of Peking Union Medical College Hospital, 2021, 12(6): 829-833.

林飞, 王飞跃, 田永林, 等. 平行药物系统:基于大语言模型和三类人的框架与方法[J]. 智能科学与技术学报, 2024, 6(1): 88-99.

LIN F, WANG F Y, TIAN Y L, et al. Parallel drug systems: framework and methods based on large language models and three types of humans[J]. Chinese Journal of Intelligent Science and Technology, 2024, 6(1): 88-99.

王飞跃. 平行医生与平行医院:ChatGPT与通用人工智能技术对未来医疗的冲击与展望[J]. 协和医学杂志, 2023, 14(4): 673-679.

WANG F Y. Parallel doctors and parallel hospitals: impact and perspective of ChatGPT-like AIGC and AGI on medicine and medicare[J]. Medical Journal of Peking Union Medical College Hospital, 2023, 14(4): 673-679.

浏览量

306

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

平行音乐：大模型时代的人机混合音乐创演

平行交通：虚实互动的智能交通管理与控制

平行奥森：智慧生态与健康生活共融的元宇宙公园

基于ACP和LLM犯罪学研究进展：综述与展望

平行药物系统：基于大语言模型和三类人的框架与方法