Neuraspace Introduces Machine Learning Prediction Plots

Neuraspace Introduces Machine Learning Prediction Plots

Neuraspace, a European-born global leader in space traffic management (STM), has introduced “Machine Learning Prediction Plots”, giving satellite and satellite constellation operators a tool for earlier collision avoidance planning.

As a first in the space industry, the latest addition to Neuraspace’s STM software, using artificial intelligence (AI), enables operators to decide several days earlier whether to proceed with the available data or wait for additional data before making preparations for a collision avoidance manoeuvre. It gives them the means to decide if the data is good enough to make a decision.

As a result, operators, in particular those operating constellations with dozens or hundreds of satellites, have more decision time and can extend their satellite's lifespan by saving valuable fuel and avoiding unnecessary manoeuvres.

Chiara Manfletti, director and chief operating officer of Neuraspace, said: “Neuraspace is the first STM company introducing “Machine Learning Prediction Plots”. Until now, no space traffic management tool was capable of making such an important forecast.

“Satellite operators already receive a deluge of alerts, most of them false, and therefore perform many unnecessary but costly manoeuvres. A 300-satellite constellation may receive about 580 alerts, requiring human intervention and satellite manoeuvres, per year. With an emergency manoeuvre in LEO costing about €25,000, this adds up to a staggering cost of €14 million per year. Saving some of these immense costs will make a huge impact.”

Neuraspace’s “Machine Learning Prediction Plots” calculate the path and forecast possible positions of the objects involved in conjunction at the time of closest approach (TCA). Customers of the Portuguese company can access this information either through Neuraspace’s API or its website application.

Only made available last year, Neuraspace’s advanced space debris monitoring and satellite collision avoidance system is already being tested by some of the biggest satellite operators in the world.

“With the existing huge amount of space debris and the expected growth of space traffic in LEO, the future evolution of the space industry will become uncertain, inefficient, and costly if not addressed,” Manfletti said.


Publisher: SatNow
Tags:-  SatelliteLEOGlobal

GNSS Constellations - A list of all GNSS satellites by constellations

beidou

Satellite NameOrbit Date
BeiDou-3 G4Geostationary Orbit (GEO)17 May, 2023
BeiDou-3 G2Geostationary Orbit (GEO)09 Mar, 2020
Compass-IGSO7Inclined Geosynchronous Orbit (IGSO)09 Feb, 2020
BeiDou-3 M19Medium Earth Orbit (MEO)16 Dec, 2019
BeiDou-3 M20Medium Earth Orbit (MEO)16 Dec, 2019
BeiDou-3 M21Medium Earth Orbit (MEO)23 Nov, 2019
BeiDou-3 M22Medium Earth Orbit (MEO)23 Nov, 2019
BeiDou-3 I3Inclined Geosynchronous Orbit (IGSO)04 Nov, 2019
BeiDou-3 M23Medium Earth Orbit (MEO)22 Sep, 2019
BeiDou-3 M24Medium Earth Orbit (MEO)22 Sep, 2019

galileo

Satellite NameOrbit Date
GSAT0223MEO - Near-Circular05 Dec, 2021
GSAT0224MEO - Near-Circular05 Dec, 2021
GSAT0219MEO - Near-Circular25 Jul, 2018
GSAT0220MEO - Near-Circular25 Jul, 2018
GSAT0221MEO - Near-Circular25 Jul, 2018
GSAT0222MEO - Near-Circular25 Jul, 2018
GSAT0215MEO - Near-Circular12 Dec, 2017
GSAT0216MEO - Near-Circular12 Dec, 2017
GSAT0217MEO - Near-Circular12 Dec, 2017
GSAT0218MEO - Near-Circular12 Dec, 2017

glonass

Satellite NameOrbit Date
Kosmos 2569--07 Aug, 2023
Kosmos 2564--28 Nov, 2022
Kosmos 2559--10 Oct, 2022
Kosmos 2557--07 Jul, 2022
Kosmos 2547--25 Oct, 2020
Kosmos 2545--16 Mar, 2020
Kosmos 2544--11 Dec, 2019
Kosmos 2534--27 May, 2019
Kosmos 2529--03 Nov, 2018
Kosmos 2527--16 Jun, 2018

gps

Satellite NameOrbit Date
Navstar 82Medium Earth Orbit19 Jan, 2023
Navstar 81Medium Earth Orbit17 Jun, 2021
Navstar 78Medium Earth Orbit22 Aug, 2019
Navstar 77Medium Earth Orbit23 Dec, 2018
Navstar 76Medium Earth Orbit05 Feb, 2016
Navstar 75Medium Earth Orbit31 Oct, 2015
Navstar 74Medium Earth Orbit15 Jul, 2015
Navstar 73Medium Earth Orbit25 Mar, 2015
Navstar 72Medium Earth Orbit29 Oct, 2014
Navstar 71Medium Earth Orbit02 Aug, 2014

irnss

Satellite NameOrbit Date
NVS-01Geostationary Orbit (GEO)29 May, 2023
IRNSS-1IInclined Geosynchronous Orbit (IGSO)12 Apr, 2018
IRNSS-1HSub Geosynchronous Transfer Orbit (Sub-GTO)31 Aug, 2017
IRNSS-1GGeostationary Orbit (GEO)28 Apr, 2016
IRNSS-1FGeostationary Orbit (GEO)10 Mar, 2016
IRNSS-1EGeosynchronous Orbit (IGSO)20 Jan, 2016
IRNSS-1DInclined Geosynchronous Orbit (IGSO)28 Mar, 2015
IRNSS-1CGeostationary Orbit (GEO)16 Oct, 2014
IRNSS-1BInclined Geosynchronous Orbit (IGSO)04 Apr, 2014
IRNSS-1AInclined Geosynchronous Orbit (IGSO)01 Jul, 2013