Mutevedzeri wekutungamira weHangzhou Veruzhinji Yekufambisa Stretociation Strevelopment Institute, Luo Xuqi - "Smart Smart yekufambisa yeHangzou Model"
Hangzhou bhazi, sebhizinesi rechinyakare, rinoshanda mapoka anopfuura zviuru gumi nezvishanu nevashandi zviuru makumi maviri nezvishanu, vanofukidza nzvimbo yemakiromita anopfuura zviuru zvisere. Sezvo basa - Indasitiri Yakanyanya Yekufambisa, Tinofanira Kuenderera Sei? Mumakore achangopfuura, Hangzhou Kufambisa Kwevanhu kwakawedzera kuvakwa kwekufambisa kweruzhinji, kusimudzira zvakanyanya kushandiswa kwedata hombe muminda dzakasiyana siyana dzekushanda nemasevhisi. Nhasi, kutora mukana uyu, ini ndichataura nezvezvinofambira mberi zvazvino muHangzhou. Kufunga nezvemukati yakakura yeiyo Hangzou Model, ini ndichatarisa pane mbiri huru.
Kungwara kwehunyanzvi
Inoshanda Injere Kukurukurirana Inosanganisira zvikamu zvina: Kuyerera kwechikepe, nzira network, kuronga, uye kuchengeteka. Zvinhu zviviri zvekutanga zvinotenderedza maitiro ekuita nzira, nepo vaviri vacho vachitarisa maitiro ekuvabata nayo. Kunyangwe uchishandisa nzira dzechinyakare kana matekinoroji emazuva ano sewebhusaiti uye hombe data, idzi mbiri dzenyaya dzinoramba dziri pakati.
Vanopfuura vanoyera kuongorora chikuva:Algorithm Models uye Zvigadzirwa Zvikumbiro
Inosimbisa algorithms:Inoshandiswa pakufamba kwedanho (mavambo - Kuenda), kutengeserana od, mushandisi profiling, uye yedunhu yekuvhara
Shandisa density inosangana:Grid inosimbisa, uye chinhambwe nzira dzinofamba-famba
Thai teni:Maitiro ekufunda kudzidza anofamba-famba maitiro
Ziva zvinangwa zvekufamba:kusiyanisa chiuno chekufamba-famba, uye kuongorora kugona uye zvinodiwa.
Kutengeserana kunoenderana:Ziva Ruzivo rwemotokari, chiteshi ruzivo, ruzivo rwendo, uye nguva yeruzivo kune yega yega yekufambisa.
Mushandisi profiling:Comple yakakosha maitiro uye data yevashandisi kune kupa simba algorithms.
- Vanodzima kuyerera kuongororwa
- Chaiko - nguva yekufambisa inoyerera
- Vanofamba vachiyerera nyaya dzenhengo
- Nzira yekuongorora
- Kuongorora chiteshi
- Kugona uye vanopfuura vanoyerera kuongororwa
- Nzira yeOd ongororo
- Yakadzora Apsenger Flow Export
- Guta rose rechokwadi - Nguva Passenger kuyerera
Chaiko - nguva yekufambisa kuyerera kwenzira
Vanopfuura vanoyera kuongororwa Algorithm Model yeHangzhou Bus Data Brain
1, Kupukunyuka kuyerera
Muna 2017, takatanga kukudziridza uye kushandisa munhu anoyerera kuongorora chikuva kuti anyatso kuyerera kuyerera kwemugwagwa uye anoyerera achiyerera munzira. Basa remuchikuva rakananga: kunzwisisa huwandu hwevanhu pamiteshi uye munzira dzekufamba, kwavanoenda, uye kuti kugona kwedu kuchienderana nezvavanoda. Kana zvisiri, isu tinogadzirisa saizvozvo. Kutenderera uku kunodzokorora kuti uone kuti oppization.
Semuenzaniso, kuongorora kugoverwa kwemutyairi pachiteshi chimwe nechimwe uye nenzira, zvese nekukwira nekuburitsa vafambi, pamwe nekukwira vafambi.
Kuongorora kwezuva nezuva Kuyera kuongororwa: Chaizvoizvo kubata spatial - tempones isimba reguta rekubuda kwebhazi rinoyerera.
Uchishandisa Route 402 Semuenzaniso, chati yekutanga inoratidza kuyerera kwemutyairi kune ese mafambiro mugumi - miniti yekupindirana, zvichiratidza kutungamira uye turchal balance. Chati yechipiri inoratidza kuti iyo inoyerera inoyerera pachiteshi chimwe nechimwe mune gumi - miniti yeminiti, ichipa nzwisiso mukukwira mapatani panguva dzakasiyana siyana.
Feature Sumo - Nzira uye chiteshi chechikepe chinoyerera kuongororwa
Route 402's's zuva nezuva vanofamba-famba maitiro mune gumi - miniti miniti inoburitsa nguva dzinoburitsa nguva uye nhamba dzapfuura.
Route 402's Dailymotion Station Locenger Flow Trend Mugumi - miniti Intervals Inosimudzira Peak Peak Passenger kuyerera pane imwe neimwe chiteshi.
Feature Sumo - Route OR Ongororo:
Kuongorora kwevatambi vanofamba kubva kuHonging Road Bus Stop Bus Day kuenda kuQuianjiang Bay Bay Iyo Fly Line Chart inodaidzira iyo inonyanya kudiwa iri muhafu yekutanga yenzira, inokurudzira imwe nzvimbo dzepamusoro dzemukati kusangana kuti dzisangane izvi zvinodiwa.
Passenger kuyerera Nyaya yekuongorora:Kuyananisa zvinoyerera kuyerera uye kugona.analyze mupfupi kuyerera uye kubhadharwa kunogadziriswa, uye optimize chirongwa chekushandisa chitima.
Zvakajairika nzira: nzira dzinotarisirwa
Kuongorora kana iyo yekufamba-famba inoyerera uye inogadziriswa inoenderana inoenderana inobatsira inobatsira yechitima chirongwa chekushandisa (sezvakaratidzwa mumifananidzo). Mifananidzo miviri yepamusoro inomiririra yakajairwa mitsara apo kugona uye mukatakuka kuyerera pasi peak inowirirana munzira mbiri idzi. Iyo pasi maviri mifananidzo inoratidza mutsara wakasarudzika umo mabwe anokwanisa kusevha kuseri kwemasvedzero kuyerera mumativi ese ari maviri. Chikuva chinopa mazano ekuwedzera nzendo panguva dzepamusoro mune yechitima chirongwa.
Network
- Kutanga, isu tinofanirwa kunzwisisa kuti vanhu vari kuuya kubva kupi uye kwavanenge vachida kuenda
Tevere, isu tinoshandisa iyo network manejimendi pachibhakera neyekufamba-famba yekuyerera chiPuratifomu kutsigira network kuronga uye nzira yekuongorora - Platform Kukosha -Mutunhu nzira yekugadzirisa, IOT - yakagoneswa kufamba kweOdanalze Area, Ongorora Vagari Vokufambisa Hunhu
- Ziva nzira huru dzekufambisa dzevagari
- Tsvaga nzvimbo nekuedza kwekufamba isina kuvharwa nekufambisa kwevanhu
- Ziva nzvimbo idzo nzvimbo dzekutakura dzenzvimbo dzekutakura dzisingasvike kudiwa kwekufamba
Batanidza iyo data kubva kuwanda zviwanikwa
- Gadzirisa nzira
- Sarudza nzira itsva uye kumira
- Rongedza zvinyorwa zvekare
- Data pamharadzano, Pois, zviteshi, uye mamiriro emigwagwa
- Gadza nguva dzekushanda dzehunhu hutsva
- Kukudziridza marongero emota anoteedzerwa zvichienderana nekufamba-famba uye nguva yekufamba.
- Kuisa nzira yemotokari kutumirwa
- Kuverenga nhamba yemotokari yakagoverwa munzira inoenderana nekufamba-famba uye imwe - Way nguva yekufamba
- Nhoroondo GPS Data, Kuenda Kunopindira
Route Passenger kuyerera Forecast Kuongorora
Mufambiro wepamberi pekufungidzira kweMutambi wezira inoyerera inoyerera pane yakazara data uye yakakwana yekufamba nzira nzira algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithms algorithmy.
Ichi chikuva chinonyanya kutarisa nezvekudzora uye kugadzirisa network kwenzira, kuitisa kuongorora kunoenderana uye kuongorora pazvinhu zvakadai senzira yekushandisa, zvirongwa zvekugoverwa zvemotokari, uye zvinoputira kuyerera.
Bhazi network kuronga chikuva, data rakakura.
- Indasitiri data
- Internet yekufambisa data
- Urban Road network data
- Cloud computing
- Alibaba Cloud's Capability mumabhiriyoni - Level Big data komputa
- Hombe - scaler yakafanana computer masumbu
- Saaas - Yakavakirwa masevhisi
- Algorithms:Travel Chain Mining Algorithm
- Passenger OD Model
- Road Network Model, Capality Model, Mota Speed Model
- Passenger Flow Forecast uye mutoro Simulation
- Kukosha Kwevatengi: Innovative Smart Bus Solutions
- Batsira kugadzirisa bhizinesi rinorwadza pfungwa
- Tsigiro yedata yekutsigira - Kubatsira:Munguva yekuita, iyo yekutanga nhanho ndeyekugadzirisa iyo yekutanga data manejimendi yeti network, iyo inyaya yakakosha kwazvo.
- Bhazi Network Kuronga Platform - Kuonekwa kwedata
- Kuratidzwa kwakazara kwekuparadzira network
- Kuratidzwa kwakazara kwemotokari
- Statistical kuongorora:chiteshi chekushandisa, network zviratidzo, kumhanya kuongorora, uye kuongorora kugona
Iyo iri pamusoro bhazi network kuronga ruva yaive imwe yemapuratifomu akavakwa kubva pakutanga 2017. Panguva iyoyo, tsika yedu yese yainzi bhazi dhata uropi.
Zvirongwa zvakasiyana zvinogadziriswa zvinogona kuiswa uchishandisa nzira yekugadzirisa nzira, uye kufambiswa kwechikepe kunofamba kunogona kuitwa. Mushure mekufungidzira zvapera, zviratidzo zvezvirongwa zvezvirongwa izvi zvinogona kufananidzwa, uye zvakanyanyisa kusarudzika chirongwa chinogona kusarudzwa zvichibva pane chaicho chiitiko chekushanda uye manejimendi vashandi.
Pashure peiyo nzira yeronga yakaumbwa, inowanzozivikanwa kuti mhedzisiro yehurongwa mushure mekushandisa ichasangana nezvinotarisirwa uye kuti ivo vachasangana nezvinodiwa zvevashandi. Ko magadzirirwo akagadzirirwa anoronga zvine musoro here? Takatarisana nemibvunzo iyi, kufungidzira kwenzira yemitambo kunoitwa kuti vafambe.
Iyo bhazi network kuronga chikuva yakabhadharwa basa rakakosha mukusimudzira kuunganidzwa kwebhazi uye subway network. Semuenzaniso, pasati kuvhurwa kweMetro mutsara 5, chikuva chakanyatsoongorora kuchinjika kwemutyairi anoyerera munzira dzemuchimwe-subhway.
Kuronga
- Akangwara kuronga uye otomatiki kuronga kuzadzisa yakakwira inoenderana neyekugona uye kuyerera kwekufamba
- Akangwara kuronga kwakavakirwa pachiitiko chisina kujairika chiitiko
- Otomatiki kuronga kwakavakirwa pane vanofamba vachiyerera modhi
Kutyaira chirongwa
- Vashandi uye mota yekutumira
- Chaiko - nguva kuronga
- Statistical Inquiry
- Gadzira mishumo
- Zadzisa zvakakwirira zvinoenderana nekwavo uye kuyerera kwemusha
- Kuderedza zvisina basa motokari
- Wedzera mota inogaramo mitengo
- Kusimudzira mashandiro ekugadzira manejimendi
- Scientificify yakarongedzerwa nguva dzose iri kiyi inotarisisa yeHangzhou yeHangzhou yePublic Operation Management. Isu tinovimba neye yedu subsidiary incount Isu tinoedza kuwana yakawanda yakazara uye yakaronga kuronga uye kuronga mabasa. Parizvino, iri kutenderwa pane dzimwe nzira muHangzhou, uye kufukidzwa kwakazara kwenzira dzakarongwa kuti riitwe mukupera kwegore rino.
Kuchengetedzwa
- Kuchengetedza manejimendi chikamu chakakosha chekushanda manejimendi. Kuvavarira kuzadzisa muenzaniso weGuta re "bhazi reruzhinji reruzhinji" ndicho chinangwa cheHangzhou chebhazi revanhu. Kuchengetedza manejimendi kunofukidza zvese zvikamu zvemutyairi, mota, chiteshi, uye nzira manejimendi zvichienderana neDual - Kudzivirira Management System.
- Dual Privity system
- Nhare yekuchengetedza manejimendi
- Njodzi yekutsvaga
- Mutyairi:Kukanganisa mota network
- Kutyora manejimendi
- Tsaona maneja
- Kuongorora kuongorora:Realtronic driver rezinesi
- Kudzidziswa Kwekuchengetedza:Kudzidza ruzivo zvine chekuita nekuchengetedza
- Realtronic driver rezinesi
- Mota:Kuzivikanwa Kwechiso
- Anti - Yambiro Yambiro
- Emergency Recording
- Chiteshi:Kuwana manejimendi
- Kugara Doro Ekupinda
- Ruzivo Ruzivo
- Key Management
- Nzira:Kumhanya muganho
Nzira yengozi mapoinzi,Smart Smart Service
Chikamu chakapfuura chakaunzwa kuti manejimendi anogadziriswa sei, ayo ane hanya zvakanyanya nemunhu wese. Iye zvino ndiri kuenda kuzotaura nezve zvatinotaura nezvevapfuuri, nenzira dziri nyore, kurega vafambi vachinakidzwa nemhedzisiro yebhizinesi rebets.
1,Kubhadhara kwakakodzera
Hangzhou kutakurwa kweruzhinji yaive yekutanga muindasitiri kuunza mari yekuburitsa mbozha, neimwe yezvinangwa zvayo kuve kuvanzika kushumirwa nevapfuuri, zvichiita kuti ive nyore uye inokwanisika kuti vabhadhare matikiti avo. Muchokwadi, chinangwa chaive chakakura. Mushure mekunge mutyairi wenhare mubhadharo wakatangwa muna 2016, minda yese yekufambisa yakazvitora zvizere makore anoda kusvika maviri ekuvandudzwa.
- Yakabatanidzwa nharembozha yekubhadhara mitsva
- Simbisa kukwezva uye kugovera chiyero chekufambisa kwevanhu
- QR Code Kubhadhara Nhare
- Kutasva kodhi yakabatanidzwa nekodhi yehutano
- Yakabatanidzwa mbozhanhare yekubhadhara platform
- Ticketing yakabatanidzwa newatsva retail discounts for rides
- Chaiko - nguva bhazi remagetsi signboard
2,Yakasarudzika Services
Kuverengera data yezvinhu zvinosimudzira, Hangzhou yakaunza mhando yebasa rebasa. Kuti uvandudze kunaka kwekufamba kwekufamba uye kusangana nezvinodiwa zvekufambisa zvakasiyana-siyana, mhando dzebasa dzinoenderera mberi dzakavezwa. Pahwaro hwenzira dzose, mhando dzakasiyana-siyana dzenzira dzakakosha dzakavhurwa.
- "Kunakidzwa Bhazi" Zvichienderana neHangzhou Veruzhinji Yekufambisa Yekufambisa Yekufambisa App Interface, Kupa Yakatemwa Special Roll Sode Services Kune Vanoda Kufamba 'Kufamba Kwekufamba kweVatambi.
- "Bus Romwoyo" Zvichienderana ne Subway Plus Kufamba kwebhazi, kusangana nezvinodiwa zvekuenda kwevashandi vekambani mukati me1 - 15 makiromita radius ye subway zviteshi.
- "Ruzivo Rwe" Zvekufamba kwevadzidzi pakati penzvimbo dzekugara uye zvikoro, kupa Special Roll Sevhisi Yekutora Mudzidzi - Up uye Donodzana - Zvidyo.
- "Orange inodziya bhazi" Kuti ufambe nemukurumbira pakati pekutakura hub uye nzvimbo dzekufamba, kupa Special nzira yeLollow yekubatana neEast Railway Station uye yakakosha kubatana panguva yedenderedzwa rekudzivirira.
- "Dhijitari Tourism Nzira" Zvichienderana neUS Tourism Services, kupa Special Roll Sevhisi inosanganisira kumira uye nzvimbo dzakanaka.
- "Park Yakagadzirirwa Nzira" Zvekuenda mumapaki makuru, kupa inokosha nzira yeSecus yekuenda kuComminTedi inoda mumapaki akasiyana siyana.
- Yakagadzirirwa Service Grid Management
3,Ruzivo kugovana
Kuverengera vafambi kunogona kunyatsojeka uye zviri nyore kuwana ruzivo rwekufamba rwekufamba kwebasa chikamu chakakosha kuvimbisa kwekupa masevhisi ari nyore. Nzira huru dzakanyatsoiswa mumaguta akasiyana siyana ndiyo yeruzhinji yekufambisa App uye yemagetsi chiratidzo. Kutora chiratidzo chemagetsi semuenzaniso, zano rekugadzira rezvemasaini yemagetsi rakavakwa neHangzhou kutakurwa kweHangzhou kuchiita "fenicha yemadhorobha." Naizvozvo, isu takagadzira masitaera akasiyana zvichibva pane hunhu hweHangzivi guta, seMadokero Lake Nzvimbo nharaunda, nzvimbo dzekutengeserana dzemumaguta, Qianjiang New City, uye mabhazi munharaunda. Izvi zvinobatanidza veruzhinji zvekufambisa, subway, bheji reruzhinji, uye zvimwe zvekufambisa zveveruzhinji zvekutakura ruzivo, pamwe chete neroteli, kutakura mutyairi, njanji, yechitima, uye mamwe mabasa ekufambisa.
Ivo zvakare vanoratidza vachishandisa miviri yekuchinja uye imwe - tinya rubatsiro mabasa, ine huwandu hwemabasa gumi akazara uye maviri emunhu masevhisi.