《信息技术》课件-模块八 新一代信息技术

人工智能与机器学习ArtificialIntelligenceandMachineLearning信息技术信息技术informationtechnologyInformationTechnology教育更精准Morepreciseeducation计算机Computer人工智能Artificialintelligence我国人工智能应用领域的明显优势TheobviousadvantagesofChina'sartificialintelligenceapplicationfield人工智能企业ArtificialIntelligenceEnterprise人工智能企业ArtificialIntelligenceEnterprise开放493项AI产品及能力Open493AIproductsandcapabilities智能产品IntelligentProducts智能服务IntelligentServices智慧教育领域Smarteducationfield精准教学PrecisionTeaching智慧考试SmartExam创新教育InnovativeEducation高效管理EfficientManagement构建智能化教学环境Buildinganintelligentteachingenvironment提供教学、学情、管理数据分析Provideteaching,learning,andmanagementdataanalysis协助实现因材施教Assistinachievingindividualizedteaching智慧教育领域Smarteducationfield信息技术InformationTechnology趋势性变化Trendchange完善基础设施Improveinfrastructure改变消费习惯Changeconsumptionhabits生活离不开的基础平台Thebasicplatformthatlifecannotdowithout新一代信息技术成为各国竞争的新舞台Thenewgenerationofinformationtechnologyhasbecomeanewstageforcompetitionamongcountries信息技术InformationTechnology人工智能与机器学习ArtificialIntelligenceandMachineLearning01人工智能Artificialintelligence02机器学习Machinelearning02机器学习Machinelearning人工智能与机器学习ArtificialIntelligenceandMachineLearning01人工智能Artificialintelligence人工智能应用广泛已进入寻常百姓家Thewidespreadapplicationofartificialintelligencehasenteredthehomesofordinarypeople无人机UAV网约车平台OnlinerideHailingplatform自动导航Automaticpilot智能家电SmarthomeAppliances电商推荐E-commerceRecommendation人机对话机器人HumanrobotDialoguerobot人工智能Artificialintelligence英文缩写AIEnglishabbreviationAI人工智能的概述OverviewofArtificialIntelligence01人工智能Artificialintelligence模拟、延伸和扩展人的智能Simulate,extend,andexpandhumanintelligence一门新的技术科学Anewtechnologicalscience人工智能的概述OverviewofArtificialIntelligence01人工智能的发展史TheDevelopmentHistoryofArtificialIntelligence021950年1956年1959年1964年

阿兰·图灵提出图灵测试机，大意是将人和机器放在一个小黑屋里与屋外的人对话，如果屋外的人分不清对话者是人类还是机器，那么这台机器就拥有像人一样的智能AlanTuringproposedtheTuringtestmachine,whichmeansplacingapersonandamachineinasmallblackroomtoconversewithsomeoneoutside.Ifthepersonoutsidecannotdistinguishwhetherthespeakerisahumanoramachine,thenthemachinehasthesameintelligenceasahuman

达特茅斯会议上，“人工智能”的概念被首次提出AttheDartmouthConference,theconceptof"artificialintelligence"wasfirstproposed第一台工业机器人诞生Thefirstindustrialrobotwasborn首台聊天机器人诞生。由于当时计算能力的严重不足，在20世纪70年代，人工智能迎来第一个寒冬。Thefirstchatbotwasborn.Duetoaseverelackofcomputingpoweratthetime,artificialintelligenceexperienceditsfirstcoldwinterinthe1970s.1980年1997年2006年

卡内基梅隆大学设计出了第一套专家系统——XCON，然而随着专家系统的应用领域越来越广，问题暴露出来。专家系统应用有限，在常识性问题上出错，人工智能迎来第二个寒冬。CarnegieMellonUniversitydesignedthefirstexpertsystem,XCON,butastheapplicationfieldsofexpertsystemsbecameincreasinglydiverse,problemswereexposed.Expertsystemshavelimitedapplicationsandmakemistakesoncommonsenseissues,usheringinasecondcoldwinterforartificialintelligence.

IBM公司的“深蓝”计算机战胜国际象棋世界冠军卡斯帕罗夫，成为人工智能史上的一个重要的里程碑。IBM's"DeepBlue"computerdefeatedworldchesschampionKasparov,becominganimportantmilestoneinthehistoryofartificialintelligence.

大型图像数据集ImageNet完成构建，图像识别大赛由此拉开帷幕。Thelarge-scaleimagedatasetImageNethasbeenconstructed,markingthebeginningoftheimagerecognitioncompetition.02人工智能的发展史TheDevelopmentHistoryofArtificialIntelligence人工智能的应用Theapplicationofartificialintelligence03对人的智能的模拟Simulationofhumanintelligence不是人的智能Nothumanintelligence可能超过人的智能Mayexceedhumanintelligence人工智能Artificialintelligence手机和APPMobilephonesandapps智能穿戴设备Smartwearabledevices医疗教育Medicaleducation金融行业Financialindustry重工制造业HeavyIndustryManufacturing人工智能Artificialintelligence应用方向十分广泛Widelyapplicabledirections手机和APPMobilephonesandapps智能穿戴设备Smartwearabledevices医疗教育Medicaleducation金融行业Financialindustry重工制造业HeavyIndustryManufacturing人工智能Artificialintelligence应用方向十分广泛Widelyapplicabledirections给社会服务提供极大的便捷Providegreatconvenienceforsocialservices人工智能方法ArtificialIntelligenceMethods04机器学习Machinelearning深度学习DeepLearning贝叶斯网络Bayesiannetwork遗传算法Geneticalgorithm机器学习Machinelearning深度学习贝叶斯网络使用统计和算法发现模式，“训练”系统在无明确编程的情况下预测或决策Usingstatisticsandalgorithmstodiscoverpatterns,"train"systemstopredictormakedecisionswithoutexplicitprogramming有监督和半监督的机器学习（包括分类和标签）和无监督的机器学习（仅使用数据输入，不使用人类应用的标签）Supervisedandsemisupervisedmachinelearning(includingclassificationandlabeling)andunsupervisedmachinelearning(usingonlydatainput,withoutusinglabelsappliedbyhumans)人工智能方法ArtificialIntelligenceMethods04深度学习DeepLearning机器学习贝叶斯网络依靠人工神经网络模拟人脑的神经Relyingonartificialneuralnetworkstosimulatethenervesofthehumanbrain发展计算机视觉、语音识别、机器翻译、社会网络过滤、电子游戏、医学诊断等具有特别重要的价值Thedevelopmentofcomputervision,speechrecognition,machinetranslation,socialnetworkfiltering,electronicgames,medicaldiagnosis,andotherfieldshasparticularlyimportantvalue人工智能方法ArtificialIntelligenceMethods04贝叶斯网络Bayesiannetwork机器学习深度学习依赖概率图形模型，模型使用随机变量和条件独立性来理解和处理事物之间的关系Relyingonprobabilisticgraphicalmodels,themodelusesrandomvariablesandconditionalindependencetounderstandandprocessrelationshipsbetweenthings例如:药物和副作用Forexample:Medicationsandsideeffects遗传算法人工智能方法ArtificialIntelligenceMethods04遗传算法Geneticalgorithm机器学习深度学习搜索算法利用自然选择后建模的启发式方法，使用变异模型和交叉技术来解决复杂的生物挑战和其他问题Searchalgorithmsutilizeheuristicmethodsmodeledafternaturalselection,usingmutationmodelsandcrossovertechniquestosolvecomplexbiologicalchallengesandotherproblems贝叶斯网络人工智能方法ArtificialIntelligenceMethods0402机器学习Machinelearning01人工智能Artificialintelligence人工智能与机器学习ArtificialIntelligenceandMachineLearning机器学习的概述OverviewofMachineLearning01机器学习Machinelearning机器学习是人工智能的科学Machinelearningisthescienceofartificialintelligence主要研究人工智能Mainlyresearchingartificialintelligence如何改善算法的性能Howtoimprovetheperformanceofalgorithms概率论Probabilitytheory统计学Statistics逼近论Approximationtheory凸分析Convexanalysis算法复杂度理论Algorithmcomplexitytheory机器学习是多领域交叉学科Machinelearningisamultidisciplinaryfieldthatintersectsmultiplefields机器学习的概述OverviewofMachineLearning01研究计算机模拟人类的学习行为Researchoncomputersimulationofhumanlearningbehavior获取新的知识或技能Acquiringnewknowledgeorskills重组知识结构不断改善自身的性能Reorganizingknowledgestructuretocontinuouslyimproveitsownperformance机器学习的概述OverviewofMachineLearning01是人工智能的核心，是计算机有智能的途径Itisthecoreofartificialintelligenceandthewayforcomputerstohaveintelligence机器学习的概述OverviewofMachineLearning01决策树Decisiontree随机森林RandomForest人工神经网络Artificialneuralnetwork贝叶斯学习Bayesianlearning研究如何有效利用信息Researchonhowtoeffectivelyutilizeinformation机器学习的研究方面ResearchonMachineLearning隐藏的知识Hiddenknowledge有效的知识Effectiveknowledge可理解的知识Comprehensibleknowledge机器学习的研究方面ResearchonMachineLearning研究如何有效利用信息Researchonhowtoeffectivelyutilizeinformation借鉴人脑的多分层结构、神经元的连接交互信息的逐层分析处理机制Drawingonthemulti-layeredstructureofthehumanbrainandthelayerbylayeranalysisandprocessingmechanismofneuralconnectionsandinteractioninformation深度学习DeepLearning深度学习DeepLearning强大并行信息处理能力Powerfulparallelinformationprocessingcapability自适应Self-adaption自学习Selflearning借鉴人脑的多分层结构、神经元的连接交互信息的逐层分析处理机制Drawingonthemulti-layeredstructureofthehumanbrainandthelayerbylayeranalysisandprocessingmechanismofneuralconnectionsandinteractioninformation深度学习DeepLearning收获突破性进展Achievebreakthroughprogress深度学习收获突破性进展Achievebreakthroughprogress代表性Representativeness图像识别领域Imagerecognitionfield机器学习的基本任务Thebasictasksofmachinelearning03机器学习基于数据Machinelearningisbasedondata新知识Newknowledge新技能Newskills分类是基本任务Classificationisafundamentaltask将新数据划分到合适的类别中，一般用于类别型的目标特征分类连续型用回归方法机器学习的基本任务Thebasictasksofmachinelearning03将新数据划分到合适的类别中，一般用于类别型的目标特征分类对新目标特征进行预测，是机器学习中使用非常广泛的方法回归机器学习的基本任务Thebasictasksofmachinelearning03将新数据划分到合适的类别中，一般用于类别型的目标特征分类对新目标特征进行预测，是机器学习中使用非常广泛的方法回归根据标签值建立模型利用模型，识别新数据监督学习机器学习的基本任务Thebasictasksofmachinelearning03不指定目标值或预先无法知道目标值，把相似或相近的数据划分到相同的组里，聚类就是解决这一类问题的方法无监督学习机器学习的基本任务Thebasictasksofmachinelearning03机器学习的应用TheApplicationofMachineLearning04数据分析与挖掘DataAnalysisandMining模式识别Patternrecognition基因工程Geneticengineering军事领域Militaryfield民用领域Civilianfield思考问题Ponderaproblem什么是人工智能？Whatisartificialintelligence?了解人工智能的相关知识后，你对未来人工智能技术的发展及应用有怎样的展望？Afterunderstandingtherelevantknowledgeofartificialintelligence,whatareyourprospectsforthefuturedevelopmentandapplicationofartificialintelligencetechnology?新一代信息技术的典型应用Typicalapplicationofnewgenerationinformationtechnology信息技术信息技术informationtechnologyInformationTechnology中国银联试水区块链ChinaUnionPaytestsblockchainwaters消费者跨行兑换奖励积分Consumersredeemrewardpointsacrossbanks跨平台Cross-platform跨行Inter-bank新一代信息技术的典型应用积分Integral其他银行的积分奖励Bonuspointsfromotherbanks多个航空公司里程Multipleairlinemiles超市奖励Supermarketreward大幅提高银行积分的使用效率Greatlyimprovetheefficiencyoftheuseofbankpoints区块链如何实现上述功能?Howdoesblockchainachievetheabovefunctions?01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02区块链Blockchain04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02区块链Blockchain04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation移动互联网（简称MI）MobileInternet(MIforshort)移动通信和互联网二者结合CombinationofmobilecommunicationandInternet终端Terminal智能手机Intelligentmobilephone电子书E-book移动互联网设备MobileInternetdevices平板电脑TabletPC软件Software操作系统Operatingsystem数据库Database安全软件Securitysoftware中间件Middleware应用Application休闲娱乐类Leisureandentertainmentcategory商务财经类BusinessandFinance工具媒体类Toolmediacategory移动互联网的十大模式TenModesofMobileInternet移动社交Mobilesocialnetworking移动广告MobileAdvertising手机游戏Mobilegame手机电视MobileTV移动电子阅读Mobileelectronicreading移动定位服务Mobilelocationservices手机搜索MobileSearch手机内容共享服务MobileContentSharingService移动支付Mobilepayment移动电子商务Mobileelectroniccommerce01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02区块链Blockchain04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation区块链（blockchain）分布式账簿技术Distributedledgertechnology很难伪造Difficulttoforge不易篡改Noteasilytamperedwith可追溯Traceability01狭义Narrowsense按照时间顺序将数据区块以顺序相连方式组合成的链式数据结构Achaindatastructureformedbysequentiallyconnectingdatablocksinchronologicalorder不可篡改Cannotbetamperedwith不可伪造Cannotbeforged

利用块链式数据结构来验证与存储数据Usingblockchaindatastructurestovalidateandstoredata广义Generalized利用分布式节点共识算法来生成和更新数据Usingdistributednodeconsensusalgorithmtogenerateandupdatedata利用密码学方式保证数据传输和访问的安全Usingcryptographicmethodstoensurethesecurityofdatatransmissionandaccess利用自动化脚本代码组成智能合约来编程和操作数据的全新分布式基础架构与计算方式Usingcryptographicmethodstoensurethesecurityofdatatransmissionandaccess01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02区块链Blockchain04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation互联网的创新成果InnovativeachievementsoftheInternet经济社会各领域Economicandsocialfields“互联网+”"Internetplus"深度融合DeepFusion互联网的创新成果InnovativeachievementsoftheInternet经济社会各领域Economicandsocialfields推动技术进步Promotetechnologicalprogress效率提升Efficiencyimprovement组织变革Organizationalchange互联网的创新成果InnovativeachievementsoftheInternet经济社会各领域Economicandsocialfields推动技术进步效率提升组织变革创新力Innovationpower生产力Productivity形成以互联网为基础设施

和创新要素的经济社会发展新形态FormanewformofeconomicandsocialdevelopmentwiththeInternetasinfrastructureandinnovativeelements“互联网+”创业创新"Internetplus"entrepreneurshipandinnovation“互联网+”时代下大学生创新创业教育模式

已经成为我国高等教育改革的一个重要策略。

Intheeraof"Internetplus",theinnovationandentrepreneurshipeducationmodelforcollegestudentshasbecomeanimportantstrategyforChina'shighereducationreform.工业互联网IndustrialInternet重要基石Importantcornerstone“互联网+”先进制造业"Internetplus"advancedmanufacturingindustry01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02区块链Blockchain04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation云计算Cloudcomputing“云”实质上就是网络“Cloud“isessentiallyanetwork按需使用Ondemanduse随时获取Getitanytime按量付费Payasyougo无限扩展UnlimitedExpansion

云计算是提供资源的网络。使用者可随时获取“云”上的资源，按需求量使用，并可以是无限扩展的，只要按使用量付费即可。“云”像自来水厂一样，可随时接水，且不限量，按照自己家的用水量，付费给自来水厂就可以。Cloudcomputingisanetworkthatprovidesresources.Userscanaccessresourcesonthe"cloud"atanytime,usethemaccordingtodemand,andcanbeinfinitelyscalableaslongastheypayaccordingtousage.Cloudislikeawaterplant,itcanreceivewateratanytimewithoutlimit,andyoucanpaythewaterplantaccordingtoyourownwaterconsumption.狭义Narrowsense云计算是与信息技术、软件、互联网相关的服务，计算资源共享池叫“云”。云计算把许多计算资源集合起来，通过软件实现自动化管理，只需很少人参与，就能快速提供资源。

Cloudcomputingisaservicerelatedtoinformationtechnology,softwareandtheInternet.Thecomputingresourcesharingpooliscalled"cloud".Cloudcomputingbringstogethermanycomputingresourcesandachievesautomatedmanagementthroughsoftware.Withminimalhumaninvolvement,resourcescanbequicklyprovided.广义Generalized01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02移动互联网MobileInternet04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation把所有“设备”连接起来Connectall'devices'together物物相连的互联网Internetconnectingthings物联网InternetofThings极大提高效率Greatlyimproveefficiency能源Energy生产Production农业Agriculture库存Stock实现实时监视Realizereal-timemonitoring改善与健康相关的产品以及提高安全性Improvehealth-relatedproductsandenhancesafety追踪和检测Trackinganddetection01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02移动互联网MobileInternet04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation智慧互联SmartInternet物联网InternetofThings云技术Cloudtechnology人工智能Artificialintelligence三者快速发展Therapiddevelopmentofthethree三者互联提供实时保障Theinterconnectionofthethreeprovidesreal-timesupport奠定智慧互联实现基础Layingthefoundationforrealizingintelligentinterconnection5G、6G等快速网络技术实现Implementationoffastnetworktechnologiessuchas5Gand6G01移动互联网MobileInternet03互联网+Internet+05物联网InternetofThings02移动互联网MobileInternet04云计算Cloudcomputing06智慧互联SmartInternet07量子信息QuantumInformation量子信息技术QuantumInformationTechnology量子力学原理PrinciplesofQuantumMechanics纠缠Entanglement叠加Superposition相干性Coherence不可克隆Cannotbecloned对传统信息技术进行重构的创新技术Innovativetechnologiesforreconstructingtraditionalinformationtechnology物联网（IoT）InternetofThings(IoT)主要分为量子隐形传态和量子密钥分发Mainlydividedintoquantumteleportationandquantumkeydistribution高安全性Highsecurity基于量子力学原理保证传输安全性Ensuringtransmissionsecuritybasedonquantummechanicsprinciples高传递效率Hightransmissionefficiency高信息容纳量Highinformationcapacity量子测量Quantummeasurement基于微观粒子系统Basedonmicroscopicparticlesystems量子态的精密测量PreciseMeasurementofQuantumStates量子计算Quantumcomputing利用量子态叠加原理Utilizingtheprincipleofquantumstatesuperposition量子纠缠特性Quantumentanglementproperties存储Storage数据编码Dataencoding运算Operation信息技术Informationtechnology产业Industry融合发展IntegratedDevelopment信息技术产业数字化Digitization网络化Networking智能化Intelligentization重要引擎Importantengine产业Industry商用化Commercialization距离Distance数字化网络化智能化重要引擎产业商用化解决Solve克服Overcome解决克服技术短板TechnicalShortcomings政策问题Policyissues原型机研发阶段Prototypedevelopmentstage扩容速度优化OptimizationofExpansionspeed智能合约SmartContract安全算法Securityalgorithm信息时代的大学生Collegestudentsintheinformationage树立科技自强的创新意识Establishinganinnovativeconsciousnessoftechnologicalself-improvement努力学习新信息技术知识Strivetolearnnewinformationtechnologyknowledge为新一代新信息技术在自身专业领域的融合应用出谋献策Providesuggestionsandrecommendationsfortheintegrationandapplicationofnewgenerationinformationtechnologiesintheirownprofessionalfields

三个问题Threequestions了解“互联网+”大学生创新创业大赛的相关信息，拟定参赛项目并筹备相关工作Understandtherelevantinformationofthe"Internetplus"UndergraduateInnovationandEntrepreneurshipCompetition,drawupthecompetitionprojectandpreparerelevantwork列举新一代信息技术在所学专业的体现Listthemanifestationsofthenewgenerationofinformationtechnologyinthemajorstudied我们未来生活会是什么样子的呢？网络世界会成为我们的第五空间吗？Whatwillourfuturelifebelike?Willtheonlineworldbecomeourfifthspace?Threequestions?知识拓展-有型的城市无形的智慧KnowledgeExpansion-ShapedCity,InvisibleWisdom信息技术信息技术informationtechnologyInformationTechnology智慧化成社会发展的重要方向Intelligenceisanimportantdirectionforthedevelopmentofsociety城市建设urbanconstruction水务管理Watermanagement保障水生态文明Ensurewaterecologicalcivilization大数据Bigdata物联网InternetofThings云计算cloudcomputing人工智能Artificialintelligence水环境治理体系Waterenvironmentgovernancesystem全面感知Comprehensiveperception智慧管理Smartmanagement科学决策Scientificdecision-making发现解决水问题Discoveringsolutionstowaterissues《新引擎、孪生、智水务暨2022某某科技AWater智慧水务产品发布会》NewEngine,Twin,SmartWaterand2022TechnologyAWaterSmartWaterProductLaunchConference排水防涝Drainageandfloodprevention污水处理Sewagedisposal黑臭水体Blackandodorouswaterbody软硬件一体化的综合解决方案Integratedsolutionforsoftwareandhardwareintegration某某水利数字孪生平台Acertainwaterconservancydigitaltwinplatform以数据底板为底座Basedonthedatabaseplate以模型平台与知识平台为支撑Supportedbymodelplatformandknowledgeplatform以算据、算法、算力为基础Basedondata,algorithms,andcomputingpower规范防汛“四预”工作流程Standardizetheworkflowoffloodprevention"fourpre"measures雨水情监测Rainwatermonitoring洪水预报Floodforecast水利业务预警Waterconservancybusinesswarning洪水预演Floodrehearsal应急预案Emergencyplan提高防汛抗洪指挥决策的数字化水平Improvethedigitalleveloffloodpreventionandcontrolcommanddecision-making某某水利数字孪生平台Acertainwaterconservancydigitaltwinplatform某某水利物联网技术AcertainwaterconservancyIoTtechnologyBIM与GIS的高效融合技术EfficientintegrationtechnologyofBIMandGISAI智能识别模型AIintelligentrecognitionmodel聚焦水利特点，垂直水利数字孪生领域Focusingonthecharacteristicsofwaterconservancy,verticalwaterconservancydigitaltwinfield深入感知Deepperception自动控制Auto-Control精细管理Finemanagement智能预警Intelligentwarning科学调度Scientificscheduling某某智慧排水信息系统Acertainintelligentdrainageinformationsystem某某水况云平台Acertainwaterconditioncloudplatform某某水利数字孪生平台Acertainwaterconservancydigitaltwinplatform水问题发现快、解决及时Quickdiscoveryandtimelyresolutionofwaterissues管理与决策ManagementandDecisionmaking人类文明历史长河川流不息Thelongriverofhumancivilizationhistoryflowsendlessly智慧公交信息化未来探讨Discussiononthefutureofsmartbusinformatization信息技术信息技术informationtechnologyInformationTechnology01公交信息化现状Currentsituationofpublictransportationinformatization挑战与机遇公交破局ChallengesandopportunitiesBusbreaksthegame02智慧公交未来发展Futuredevelopmentofsmartbus基建运营场景整合InfrastructureOperationScenarioIntegration智慧公交信息化未来探讨Discussiononthefutureofsmartbusinformatization公交在挑战与机遇共存的艰难时期如何破局？Howdoespublictransportationsurviveinadifficulttimeofchallengesandopportunities?破局主要围绕四个大点Thegameisbrokenmainlyaroundfourbigpoints数字化基建Digitalinfrastructure公交调度运营安全公共安全轮胎监测运营管理移动化办公出行服务打基础layafoundation公交调度

运营安全BusdispatchOperationsafety公共安全

轮胎监测PublicsafetyTiremonitoring运营管理

移动化办公OperationMobileofficemanagement出行服务Mobilityservice数字化基建Digitalinfrastructure破局主要围绕四个大点Thegameisbrokenmainlyaroundfourbigpoints打基础Layafoundation公交调度运营安全BusdispatchOperationsafety公共安全轮胎监测PublicsafetyTiremonitoring运营管理移动化办公OperationMobileofficemanagement出行服务Mobilityservice提优化Improveoptimization云上枢纽

客流排班CloudhubPassengerflow scheduling线网规划

应急调度networkemergencyPlanningdispatch公交大脑Busbrain数字化运营Digitaloperation数字化基建Digitalinfrastructure破局主要围绕四个大点Thegameisbrokenmainlyaroundfourbigpoints公交调度运营安全BusdispatchOperationsafety公共安全轮胎监测PublicsafetyTiremonitoring运营管理移动化办公OperationMobileofficemanagement出行服务Mobilityservice数字化运营Digitaloperation云上枢纽

客流排班CloudhubPassengerflow scheduling线网规划

应急调度networkemergencyPlanningdispatch公交大脑Busbrain拉份额Pullingshare社区公交

机场接驳CommunitybusAirportconnection校园巴士

城乡公交CampusbusUrbanandruralbuses随需公交

Mass出行服务BusondemandMassMobilityservice场景化出行Scenario-basedtravel打基础Layafoundation提优化Improveoptimization破局主要围绕四个大点Thegameisbrokenmainlyaroundfourbigpoints数字化基建Digitalinfrastructure公交调度运营安全BusdispatchOperationsafety公共安全轮胎监测PublicsafetyTiremonitoring运营管理移动化办公OperationMobileofficemanagement出行服务Mobilityservice数字化运营Digitaloperation云上枢纽

客流排班CloudhubPassengerflow scheduling线网规划

应急调度networkemergencyPlanningdispatch公交大脑Busbrain社区公交

机场接驳CommunitybusAirportconnection校园巴士

城乡公交CampusbusUrbanandruralbuses随需公交Mass出行服务BusondemandMassMobilityservice场景化出行Scenario-basedtravel创收入Generateincome广告增值

运游融合Added-valuemobileintegration客货邮联运Passengerfreightmailtransport场站运营Yardandstationoperation(维修、租赁、充电、零售）(Repair,rental,charging,retail)智慧站台/场站Smartplatform/yard异业整合Integrationofdifferentindustries打基础Layafoundation提优化Improveoptimization拉份额Pullingshare数字化基建Digitalinfrastructure01场景化出行Scenario-basedtravel03数字化运营Digitaloperation02异业整合Integrationofdifferentindustries04数字化基建Digitalinfrastructure01大多数城市已打好基建基础且车上该装的完备Mostcitieshavetheinfrastructureinplaceandthecarsinplace调度主机收银投币机信息屏路牌视频监控主动安全Activesafety配套的信息化平台也足以保障基础运营Thesupportinginformationplatformisalsosufficienttoensurethebasicoperation数字化转型，始于基建，公交历经多年Digitaltransformationbeganwithinfrastructure,andpublictransportationhasgonethroughmanyyears数字化基建Digitalinfrastructure01核心Kernel以PDCA流程理念进行设计执行DesignandimplementwithPDCAprocessconcept以车辆运行信息采集为基础Basedonvehicleoperationinformationcollection数字化基建Digitalinfrastructure01核心Kernel调度DispatchD排班SchedulingP监管SuperviseC运营OperationA是计划，支持4种不同排班模式自动生成排班计划Itsupports4differentschedulingmodestoautomaticallygenerateschedulingplans即监控检查，对车辆线路运行情况实时监控Thatis,monitoringinspection,real-timemonitoringoftheoperationofthevehicleline是执行调度，让人车调度起来，适配调频、调程、调站、调向、调能、调线等满足公交常规调度及临时、专线调度等不同模式Istheexecutionofscheduling,sothatpeopleandvehiclesscheduleup,adaptfrequencymodulation,scheduling,stationadjustment,directionadjustment,energyadjustment,lineadjustment,etc.Tomeetthedifferentmodesofbusroutineschedulingandtemporary,speciallinescheduling即对数据统计分析，精细化考核管控，实现从车辆发班计划、现场调度、实时监控及运营数据的精细化管理，保障公交的正常运营调度Thatis,thestatisticalanalysisofdata,fineassessmentandcontrol,toachievethefinemanagementofvehicleshiftplanning,on-sitescheduling,real-timemonitoringandoperationaldata,toensurethenormaloperationandschedulingofpublictransport以PDCA流程理念进行设计执行DesignandimplementwithPDCAprocessconcept数字化运营Digitaloperation02数据中台Datacenter业务中台BusinessCenter公交大脑Busbrain02数据中台Datacenter业务中台BusinessCenter公交大脑Busbrain核心Kernel数字化运营Digitaloperation大脑一样的运转模型Itworkslikeabrain02数据中台Datacenter业务中台BusinessCenter公交大脑Busbrain核心Kernel数字化运营Digitaloperation进行人车线资源优化Optimizehumanandvehicle-lineresources02企业资源合理利用Rationaluseofenterpriseresources提升供需平衡Improvethebalancebetweensupplyanddemand打造决策模型Builddecisionmodel数字化运营Digitaloperation02客观因素Objectivefactor03节假日Holidays07车辆充电保养Vehiclechargingandmaintenance02天气Weather06客流规划Passengerflowplanning01客流规律Passengerflowpattern05政策Policy08人员考勤Personnelattendance04路况Roadcondition数字化运营Digitaloperation02客流进行按需排班Passengerflowisarrangedaccordingtodemand突发状况进行应急调度Emergencydispatchingshouldbecarriedoutinemergencies人车画像进行决策考核、线网规划Peopleandvehiclesportraitdecision-makingassessment,linenetworkplanning数字化运营Digitaloperation客观因素Objectivefactor02客流进行按需排班Passengerflowisarrangedaccordingtodemand突发状况进行应急调度Emergencydispatchingshouldbecarriedoutinemergencies人车画像进行决策考核、线网规划Peopleandvehiclesportraitdecision-makingassessment,linenetworkplanning监管部门乘客公交企业Publictransportationcompanies数字化运营Digitaloperation客观因素objectivefactor02客流进行按需排班Passengerflowisarrangedaccordingtodemand突发状况进行应急调度Emergencydispatchingshouldbecarriedoutinemergencies人车画像进行决策考核、线网规划Peopleandvehiclesportraitdecision-makingassessment,linenetworkplanning触达1公里站点Reach1kmstation监管部门乘客公交企业Publictransportationcompanies需求服务平衡Demandservicebalance数字化运营Digitaloperation客观因素Objectivefactor02客流进行按需排班、Pa