Fasicos de plasma apresentam um manifesto para o futuro orientado a dados do campo
Pesquisas sobre a física extrema do Espaço, fusão nuclear e fena´menos fundamentais podem ser transformadas por big data e IA, dizem os cientistas.
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)
Cortesia
Tirar proveito da vasta quantidade de dados gerados por novos experimentos de física de plasma mais poderosos e mais rápidos pode revolucionar o campo, dizem o grupo de fasicos hoje na Nature .
"[Aprendizado de ma¡quina] oferece a oportunidade de reduzir o tempo e o esfora§o necessa¡rios para adquirir dados, além de acelerar o processo de análise e fornecer novos caminhos para investigação".
Dr. Brendan Kettle
Os cientistas, de todo o Reino Unido, EUA e Europa, incluindo Imperial College London, estabeleceram o estado atual do campo e o que precisa ser feito para adotar abordagens baseadas em dados e aprendizado de ma¡quina e acelerar pesquisas e aplicações de plasma.
Essas aplicações incluem a produção de fusão nuclear - uma fonte de energia limpa e potencialmente muito poderosa, que se mostrou difacil de controlar. Com a inteligaªncia artificial no comando, existe a possibilidade de analisar e refinar os experimentos de fusão em taxas muito mais rápidas do que os pesquisadores humanos podem atingir.
O coautor, Professor Steven Rose , do Departamento de Fasica do Imperial, observou que a Perspectiva da Natureza comea§a: “Definir os controles para o coração do Sol 'encorajou um artigo de 2004, (riff de uma canção do Pink Floyd de 1968), descrevendo o futuro brilhante do uso de experimentos baseados na Terra para criar condições semelhantes a s do Sol em laboratório.
“Dezessete anos depois, avanços substanciais foram feitos neste programa de pesquisa. Uma questãoque estãosurgindo, entretanto, équem deveria estar no controle - humanos ou inteligaªncias artificiais?â€
AI assume o controle
O plasma éo quarto estado da matéria, compreendendo matéria superaquecida que se torna ionizada. O plasma em temperaturas e densidades extremas éencontrado no Espaço, incluindo no coração das estrelas, incluindo estrelas de naªutrons e ana£s brancas, e em torno de buracos negros, além de ser importante no Universo inicial. Tambanãm pode ser usado para criar formas exa³ticas de matéria, como novas formas de gelo e hidrogaªnio meta¡lico.
Tentamos recriar essas condições em laboratórios na Terra usando lasers poderosos para manipular a matéria, em um campo conhecido como Fasica de Densidade de Alta Energia (HEDP). No entanto, pode ser difacil de controlar, já que o plasma nessas condições age de maneiras muito imprevisaveis. Eles geralmente são 'não lineares', o que significa que mesmo pequenasmudanças em um para¢metro, como a temperatura, podem causar grandes diferenças nas propriedades do plasma.
a‰ aqui que entram o aprendizado de ma¡quina e a inteligaªncia artificial (IA). Os pesquisadores muitas vezes desejam criar um estado especafico no plasma - como imitar o Sol ou produzir uma reação de fusão constante para coletar energia - mas hámuitos parametros possaveis para controle, e os dados sobre como o plasma estãoreagindo a smudanças estãoem muitas formas diferentes.
Isso torna difacil para os humanos compreenderem tudo de uma vez e fazer os ajustes necessa¡rios, mas a IA pode. Uma equipe do Imperial e do Centro de Laser do Conselho de Instalações de Ciência e Tecnologia já demonstrou que uma IA pode assumir o controle de um poderoso acelerador de plasma e otimiza¡-lo muito mais rapidamente do que um operador humano.
Mais experimentos e mais resultados de pesquisa
Coautor da perspectiva da Natureza , Dr. Brendan Kettle , do Departamento de Fasica do Imperial, disse: “O aprendizado de ma¡quina estãose tornando uma ferramenta poderosa e versa¡til em física experimental. Ele oferece a oportunidade de reduzir o tempo e o esfora§o necessa¡rios para adquirir dados, bem como agilizar o processo de análise e fornecer novos caminhos para investigação. No longo prazo, isso significa mais experimentos e mais resultados de pesquisa. â€
"A inteligaªncia artificial e o aprendizado de ma¡quina estãoapenas comea§ando a ser aplicados a Fasica de Alta Densidade de Energia e nosso artigo mostra como vemos essa nova era se desenvolvendo nos pra³ximos anos".
Professor Steven Rose
O professor Rose acrescentou: “Inteligaªncia artificial e aprendizado de ma¡quina estãoapenas comea§ando a ser aplicados a Fasica de Alta Densidade de Energia e nosso artigo mostra como vemos essa nova era se desenvolvendo nos pra³ximos anosâ€.
Os autores afirmam que aproveitar as vantagens da IA ​​e do aprendizado de ma¡quina nos pra³ximos anos écrucial, a medida que novos experimentos on-line usam lasers mais potentes do que antes ou são menos energanãticos, mas capazes de "disparar" com muito mais frequência, produzindo enormes volumes de dados . Por exemplo, o novo Linac Coherent Light Source da Universidade de Stanford, EUA, pode coletar cerca de 70 GB de dados por minuto.
Espera-se que a IA e o aprendizado de ma¡quina sejam capazes de descobrir padraµes e interações complexos nesses dados que não apenas ajudem a melhorar os experimentos, mas também ajudem os pesquisadores a atualizar seus modelos teóricos do que estãoacontecendo dentro desses plasmas.
Esses insights também ajudara£o a informar a direção futura do campo, e quais tipos de instalações precisam ser construadas a seguir, para acessar novas áreas interessantes da física de alta densidade de energia.
Os pesquisadores recomendam maneiras de garantir que a promessa da física de alta densidade de energia baseada em dados seja cumprida, incluindo treinamento em ciência de dados para a próxima geração de pesquisadores, ciência aberta em ca³digo e compartilhamento de dados e construção de diagnósticos e análise de dados em experimentos usando as instalações mais recentes .