Meshkat Botshekan, estudante de doutorado que trabalha com o MIT CSHub, estãodescobrindo uma alternativa inspirada na física mais eficiente e acessavel.
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)
Meshkat Botshekan, estudante de doutorado e assistente de pesquisa no MIT Concrete Sustainability Hub, ajudou a desenvolver um manãtodo para estimar as condições de tra¡fego usando as medições coletadas de um aºnico veaculo. Foto: AndréLogan
O tra¡fego de veaculos hámuito desafia a descrição. Antes medidos aproximadamente por meio de inspeção visual e ca¢meras de tra¢nsito, as novas ferramentas de crowdsourcing de smartphones agora quantificam o tra¡fego com muito mais precisão. Esse manãtodo popular, no entanto, também apresenta um problema: medições precisas exigem muitos dados e usuários
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Meshkat Botshekan, estudante de doutorado do MIT em engenharia civil e ambiental e assistente de pesquisa no MIT Concrete Sustainability Hub, procurou expandir os manãtodos de crowdsourcing analisando a física do tra¡fego. Durante seu tempo como candidato a doutorado, ele ajudou a desenvolver o Carbin , uma ferramenta de crowdsourcing de estradas baseada em smartphone criada pelo MIT CSHub e pela Universidade de Massachusetts Dartmouth, e usou seus dados para oferecer mais informações sobre a física do tra¡fego - desde a formação de engarrafamentos a inferaªncia da fase do tra¢nsito e do comportamento de condução. Aqui, ele explica como descobertas recentes podem permitir que smartphones infiram propriedades de tra¡fego a partir das medições de um aºnico veaculo. Â
Va¡rios aplicativos de navegação já medem o tra¡fego. Por que precisamos de alternativas?
R: As caracteristicas do tra¡fego sempre foram difaceis de medir. No passado, a inspeção visual e as ca¢meras eram usadas para produzir manãtricas de tra¡fego. Portanto, não hácomo negar que os aplicativos de ferramentas de navegação atuais oferecem uma alternativa superior. No entanto, mesmo essas ferramentas modernas tem lacunas.
O principal deles éa dependaªncia de contagens de usuários distribuadas espacialmente: essencialmente, esses aplicativos registram seus usuários em segmentos de estrada para estimar a densidade do tra¡fego. Embora essa abordagem possa parecer adequada, ela évulnera¡vel a manipulação, como demonstrado em alguns vadeos virais , e requer imensas quantidades de dados para estimativas confia¡veis. O processamento desses dados consome tanto tempo e recursos que, apesar de sua disponibilidade, eles não podem ser usados ​​para quantificar o tra¡fego de forma eficaz em toda a rede rodovia¡ria. Como resultado, essa imensa quantidade de dados de tra¡fego não érealmente ideal para o gerenciamento de tra¡fego.
Como as novas tecnologias podem melhorar a forma como medimos o tra¡fego?
Novas alternativas tem o potencial de oferecer duas melhorias em relação aos manãtodos existentes: primeiro, elas podem extrapolar muito mais sobre o tra¡fego com muito menos dados. Em segundo lugar, eles podem custar uma fração do prea§o, oferecendo um manãtodo muito mais simples de coleta de dados. Assim como o Waze e o Google Maps, eles contam com dados de crowdsourcing dos usuários. No entanto, eles são fundamentados na incorporação de física estatastica de altonívelna análise de dados.
Por exemplo, o aplicativo Carbin, que estamos desenvolvendo em colaboração com a UMass Dartmouth, aplica princapios de física estatastica a modelos de tra¡fego existentes para dispensar totalmente a necessidade de contagens de usuários. Em vez disso, ele pode inferir a densidade de tra¡fego e o comportamento do motorista usando a entrada de um smartphone montado em um aºnico veaculo.
O manãtodo no coração do aplicativo, que foi publicado no outono passado na Physical Review E , trata os veaculos comopartículas em um sistema de muitos corpos. Assim como o comportamento de um sistema fechado de muitos corpos pode ser entendido observando o comportamento de uma partacula individual com base no teorema erga³dico da física estatastica, podemos caracterizar o tra¡fego atravanãs das flutuações na velocidade e na posição de um aºnico veaculo em uma estrada. Como resultado, podemos inferir o comportamento e a densidade do tra¡fego em um segmento de uma estrada.
Como são necessa¡rios muito menos dados, esse manãtodo émais rápido e torna o gerenciamento de dados mais gerencia¡vel. Mas o mais importante, também tem o potencial de tornar os dados de tra¡fego mais baratos e acessaveis para aqueles que precisam deles.
Quem são algumas das partes que se beneficiariam das novas tecnologias?
Dados de tra¡fego mais acessaveis e sofisticados beneficiariam mais do que apenas motoristas que buscam rotas mais suaves e rápidas. Tambanãm permitiria que os departamentos de transporte estaduais e municipais (DOTs) fizessem intervenções locais e coletivas que promovam os objetivos craticos de transporte de equidade, segurança e sustentabilidade.
Como solução de segurança, novas tecnologias de coleta de dados podem identificar condições de direção perigosas em uma escala muito mais precisa para informar medidas aprimoradas de moderação de tra¡fego. E como as comunidades socialmente vulnera¡veis sofrem violência no tra¢nsito de forma desproporcional , essas intervenções teriam o benefacio adicional de abordar questões urgentes de equidade.Â
Haveria também um benefacio ambiental. Os DOTs podem mitigar as emissaµes dos veaculos identificando desvios de minuto no fluxo de tra¡fego. Isso os apresentaria com mais oportunidades para mitigar a marcha lenta e o congestionamento que geram o consumo excessivo de combustavel. Â
Como vimos, esses três desafios se tornaram cada vez mais agudos, especialmente nas áreas urbanas. No entanto, os dados necessa¡rios para resolvaª-los já existem ose estãosendo coletados por smartphones e dispositivos telema¡ticos em todo o mundo. Assim, para garantir uma rede rodovia¡ria mais segura e sustenta¡vel, serácrucial incorporar esses manãtodos de coleta de dados em nossa tomada de decisão.