Metaverse in InterPlanet Internet: the Artificial Intelligence Based Pyramid Principle Applied to Space Robots in Automated Learning and Execution

EasyChair Preprint no. 11396

Abstract

The interplanet internet is a conceived computer network in space. These nodes are the planet’s orbiters and landers  and the earth ground stations. As resource depletion on Earth becomes real, the idea of extracting elements from asteroids or to build space habitats becomes more attractive, one of the key technologies is robotic space mining or robotic building of space settlement. The metaverse is essentially a simulated digital environment mimicking the real world. The metaverse would be something very similar to real world planetary activities where users ( space colonies or internet users) interact with overlaying objects for real-world planetary activities. Here we show how pyramid principle is applied to AI algorithms and to give a structural knowledge to space robots in operation. In a pyramid system, the lowest level of the hierarchy is data acquisition i.e. data generated from robotic sensors. On top, a rich variety of dense data sources to create a value in a AI pyramid with AI observability with trained AI models. Here , the AI models are fragile pieces of software to classify any new data generated from robots/endpoints. Therefore, this will be an important loop in the data intelligence lifecycle. Here we show an implementation of two ways of pyramidal classifying transactions from robots: Linear Classification ( SVM ) and Nearest k Neighbhour. Since we have learning models in the form of observability residing at the top of pyramid of robotic shapes along with transactions from robots we show an implementation of combining shape patterns and transactions classification by means of a small model. The results of the study show that the real individual  behaviour on a distant planet of undertaking of space related activities with pyramid principle could be of reality even in interplanet environment provided the interplanet internet is available.

Keyphrases: Artificial Intelligence, InterPlanet Internet, Metaverse, Pyramid Learning, Robot Classification

@Booklet{EasyChair:11396,
  author = {Poondru Prithvinath Reddy},
  title = {Metaverse in InterPlanet Internet: the Artificial Intelligence Based Pyramid Principle Applied to Space Robots in Automated Learning and Execution},
  howpublished = {EasyChair Preprint no. 11396},

  year = {EasyChair, 2023}}