Year: 2023
Type: conference-paper
Abstract: The Extreme Universe Space Observatory on a Super Pressure Balloon 2 (EUSO-SPB2) is the most advanced balloon mission undertaken by the JEM-EUSO collaboration. EUSO-SPB2 is built on the experience of previous stratosphere missions, EUSO-Balloon and EUSO-SPB, and of the Mini-EUSO space mission currently active onboard the International Space Station. EUSO- SPB2 is equipped with two instruments: a fluorescence telescope aimed at registering ultra-high energy cosmic rays (UHECRs) with an energy above 2 EeV and a Cherenkov telescope built to measure direct Cherenkov emission from cosmic rays with energies above 1 PeV. The EUSO-SPB2 mission will provide pioneering observations on the path towards a space-based multi-messenger observatory. As such, a special attention was paid to the development of triggers and other software aimed at comprehensive data analysis. A whole number of methods based on machine learning (ML) and neural networks was developed during the construction of the experiment and a few others are under active development. Here we provide a brief review of the ML-based methods already implemented in the instrument and the ground software and report preliminary results on the ML-based reconstruction of UHECR parameters for the fluorescence telescope
DOI: 10.22323/1.444.0234
Authors: George Filippatos, Mikhail Zotov
Language: English
Subfield: Nuclear and High Energy Physics
Field: Physics and Astronomy
Domain: Physical Sciences
Open Access status: hybrid
Awards: G122673668, G1286236842, G1632040200, G1677143136, G1816284028, WE PROPOSE TO FULLY DEFINE THE PROBE OF EXTREME MULTI-MESSENGER ASTROPHYSICS (POEMMA) INSTRUMENT AND MISSION DETAILS NECESSARY TO ENABLE FOR THE FIRST TIME CHARGED PARTICLE ASTRONOMY WITH ULTRA-HIGH ENERGY COSMIC RAYS (UHECRS) AND THE DISCOVERY OF COSMOGENIC TAU NEUTRINOS (CTNS). THE STUDY OF UHECRS AND CTNS FROM SPACE WILL YIELD ORDERS-OF-MAGNITUDE INCREASE IN STATISTICS OF OBSERVED UHECRS AND THE DISCOVERY OF THE COSMOGENIC FLUX OF NEUTRINOS FOR THE FULL PREDICTED RANGE OF UHECR MODELS. THESE OBSERVATIONS WILL SOLVE THE LONG-STANDING PUZZLE OF THE ORIGIN OF THE HIGHEST ENERGY PARTICLE EVER OBSERVED PROVIDING A NEW WINDOW ON THE UNIVERSE AND ON ITS MOST ENERGETIC ENVIRONMENTS AND EVENTS. THE DISCOVERY OF CTNS WILL HELP SOLVE THE PUZZLE OF THE ORIGIN OF UHECRS AND BEGIN A NEW FIELD OF ASTROPARTICLE PHYSICS WITH THE STUDY OF NEUTRINO PROPERTIES AT ENERGIES TO THE 10 EEV SCALE. POEMMA WILL PROVIDE A NEW WINDOW ON THE UNIVERSE AND ON ITS MOST ENERGETIC ENVIRONMENTS AND EVENTS. THE INSTRUMENT DESIGN WILL FOCUS ON THE FOLLOWING SCIENCE GOALS: - SUBSTANTIAL [10 X GROUND] INCREASE IN STATISTICS OF UHECRS AND FULL SKY COVERAGE (WITH CLOSE TO UNIFORM EXPOSURE) TO DISCOVER SIGNIFICANT ANISOTROPIES IN THE SKY DISTRIBUTION OF EVENTS GENERATED BY THE SOURCE DISTRIBUTION. - SUBSTANTIAL [100 X GROUND] INCREASE IN STATISTICS ON THE MEASUREMENTS OF UHECR XMAX WITH THE NEED XMAX RESOLUTION (BELOW ~ 20 G/ CM2) TO DETERMINE THE COMPOSITION OF ACCELERATED PARTICLES AND THE MAXIMUM ENERGY OF THESE EXTREME COSMIC ACCELERATORS AND TO SEARCH FOR UHE NEUTRINOS AND PHOTONS. - CHERENKOV MONITORING OF THE EARTH S HORIZON TO OBSERVE EARTH-SOURCED TAU NEUTRINOS FROM 10 PEV TO 10 EEV WITH ASTROPHYSICAL AND COSMOGENIC ORIGINS. TOGETHER THESE MEASUREMENTS WILL DETERMINE THE SOURCES AND ACCELERATION MECHANISMS RESPONSIBLE FOR THESE EXTREME EVENTS AND OPEN A NEW OBSERVATIONAL WINDOW AT EXTREME ENERGIES. THESE CAPABILITIES WILL ADDRESS THE QUESTIONS: WHAT OBJECTS CAN ACCELERATE PARTICLES TO>1020 EV?; HOW ARE THEY DISTRIBUTED IN THE SKY? HOW STRONG ARE MAGNETIC FIELDS IN THE INTERGALACTIC MEDIUM? WHAT IS THE COMPOSITION OF THE UHECRS? HOW DOES THE COMPOSITION EVOLVE AT THE HIGHEST ENERGIES; WHAT IS THE FLUX OF COSMOGENIC NEUTRINOS? WHAT IS THE FLUX OF ASTROPHYSICAL TAU NEUTRINOS? THE MISSION DESIGN IS BASED ON THE ORBITING WIDE-FIELD LIGHT-COLLECTORS (OWL) DESIGN COMBINED WITH A DIRECT CHERENKHOV NEUTRINO DETECTOR BASED ON THE CHERENKOV FROM ASTROPHYSICAL NEUTRINOS TELESCOPE (CHANT) CONCEPT. THE OWL MISSION CONSISTS OF SCHMIDT TELESCOPES WITH UV SENSITIVE ULTRA-FAST CAMERAS ON TWO SATELLITES OPERATING IN TANDEM TO VIEW IN STEREO THE DEVELOPMENT OF THE GIANT PARTICLE SHOWERS INDUCED IN THE EARTH'S ATMOSPHERE BY UHECRS. THE CHANT CONCEPT WILL BE ADDED TO THE OWL TELESCOPES POINTING TO THE HORIZON OF THE EARTH., THIS IS A CO-INVESTIGATOR PROPOSAL FOR EUSO-SPB2 BEING LED BY PI ANGELA V. OLINTO AT THE UNIVERSITY OF CHICAGO AS THE LEAD INSTITUTION. THIS IS THE LEHMAN COLLEGE (CITY UNIVERSITY OF NEW YORK) TASK STATEMENT. WE PROPOSE TO DESIGN BUILD DEPLOY AND PUBLISH THE SCIENTIFIC RESULTS OF A SECOND GENERATION OF THE EXTREME UNIVERSE SPACE OBSERVATORY (EUSO) TO BE FLOWN ABOARD A SUPER-PRESSURE BALLOON (SBP). EUSO-SPB2 WILL MONITOR THE NIGHT SKY OF THE SOUTHERN HEMISPHERE TO STUDY COSMIC RAYS OF VERY HIGH TO ULTRAHIGH ENERGIES AND PIONEER THE SEARCH FOR COSMOGENIC TAU NEUTRINOS FROM SPACE., G2734988684, G3083819904, G3306586337, G3353926394, G3569042150, G365575497, G42916606, THIS IS THE CO-INVESTIGATOR PROPOSAL FOR EUSO-SPB2 SECOND GENERATION EXTREME UNIVERSE SPACE OBSERVATORY ON A SUPER-PRESSURE BALLOON BEING LED BY PI ANGELA V. OLINTO AT THE UNIVERSITY OF CHICAGO. WE PROPOSE TO DESIGN BUILD DEPLOY AND PUBLISH THE SCIENTIFIC RESULTS OF A SECOND GENERATION OF THE EXTREME UNIVERSE SPACE OBSERVATORY (EUSO) TO BE FLOWN ABOARD A SUPER-PRESSURE BALLOON (SBP). EUSO-SPB2 WILL MONITOR THE NIGHT SKY OF THE SOUTHERN HEMISPHERE TO STUDY COSMIC RAYS OF VERY HIGH TO ULTRAHIGH ENERGIES AND PIONEER THE SEARCH FOR COSMOGENIC TAU NEUTRINOS FROM SPACE. EUSO-SPB2 WILL BE THE FIRST INSTRUMENT TO OBSERVE CHERENKOV LIGHT FROM EXTENSIVE AIR-SHOWERS HIGH IN THE ATMOSPHERE. EUSOSPB2 WILL OBSERVE A LARGE SAMPLE OF COSMIC RAYS FROM 0.1 TO 1 EEV WITH THE CHERENKOV TECHNIQUE AND WILL DISCRIMINATE AMONG THE CHERENKOV PROFILES OF PRIMARY PROTONS HEAVY NUCLEI AND PHOTONS. IT WILL ALSO CHARACTERIZE THE BACKGROUND FOR UPWARD GOING SHOWERS INITIATED BY THE DECAY OF TAU LEPTONS WHICH ARE EXPECTED TO BE PRODUCED BY EARTH-SKIMMING TAU NEUTRINOS. A COINCIDENCE VETO WILL BE DEVELOPED FOR EUSO-SPB2 SO IT CAN CHARACTERIZE THE BACKGROUND FOR CHERENKOV SIGNALS FROM THE NEUTRINO PRODUCED TAU LEPTONS. EUSO-SPB2 WILL ALSO USE FLUORESCENCE OBSERVATIONS TO MEASURE FOR THE FIRST TIME THE EVOLUTION OF NEARLY HORIZONTAL HIGH ALTITUDE EXTENSIVE AIR SHOWERS WHICH DEVELOP AT THE NEARLY CONSTANT LOW-DENSITY ATMOSPHERE. SUCH MEASUREMENTS WILL PROVIDE A UNIQUE CHANNEL TO PROBE HADRONIC INTERACTION MODELS AT ULTRAHIGH ENERGIES AND MAY ELUCIDATE THE REASON WHY ULTRAHIGH-ENERGY COSMIC RAY (UHECR) SHOWERS OBSERVED BY GROUND-BASED DETECTORS CONTAIN MORE MUONS THAN EXPECTED FROM HADRONIC INTERACTION MODELS. EUSO-SPB2 IS A PATHFINDER FOR THE MORE AMBITIOUS SPACE-BASED MEASUREMENTS BY THE PROBE OF EXTREME MULTI-MESSENGER ASTROPHYSICS (POEMMA) CURRENTLY PROPOSED FOR A NASA DESIGN STUDY. POEMMA WILL COMBINE THE WELL-DEVELOPED ORBITING WIDEFIELD LIGHT-COLLECTORS (OWL) CONCEPT WITH THE RECENTLY PROPOSED CHERENKOV FROM ASTROPHYSICAL NEUTRINOS TELESCOPE (CHANT) CONCEPT TO FORM A MULTI-MESSENGER PROBE OF THE MOST EXTREME ENVIRONMENTS IN THE UNIVERSE. EUSO-SPB2 WILL INFORM THE BEST STRATEGY FOR FUTURE SPACE MISSIONS SUCH AS POEMMA. EUSO-SPB2 WILL BUILD UPON THE EXPERIENCE OF FLYING EUSO-SPB1 IN THE SPRING OF 2017. A NUMBER OF UPGRADES WILL RENDER EUSO-SPB2 MORE POWERFUL INCLUDING A SCHMIDT DESIGN TELESCOPE AND A FASTER ULTRAVIOLET (UV) CAMERA TO INCREASE EXPOSURE. THE NEW INSTRUMENT WILL DETECT CHERENKOV AND FLUORESCENCE SIGNAL FROM HIGHLY INCLINED UHECR EVENTS. HORIZONTAL OBSERVATIONS WILL LEAD TO MUCH LARGER ACCEPTANCE WITH A DISTANCE-DEPENDENT ENERGY THRESHOLD. DEPENDING ON EUSO-SPB1 RESULTS EUSO-SPB2 MAY ALSO POINT CLOSER TO NADIR IN FLUORESCENCE. THE COMBINATION OF NADIR (EUSO-SPB) AND TILTED (EUSO-SPB2) OBSERVATIONS WILL EXPLORE THE POWER OF SPACE OBSERVATORIES TO OBSERVE UHECR OF EXTREME ENERGIES. A LONG ENOUGH FLIGHT OF EUSO-SPB2 OBSERVATIONS WILL MATCH AND COMPLEMENT GROUND OBSERVATIONS. EUSO-SPB2 ADDRESSES THE FOURTH SCIENCE GOAL OF THE 2011 NASA STRATEGIC PLAN TO DISCOVER HOW THE UNIVERSE WORKS EXPLORE HOW IT BEGAN AND EVOLVED AND ONE OF THE PHYSICS OF THE COSMOS QUESTIONS IN NASA S 2010 SCIENCE PLAN: HOW DO MATTER ENERGY SPACE AND TIME BEHAVE UNDER THE EXTRAORDINARILY DIVERSE CONDITIONS OF THE COSMOS? EUSO-SPB2 DIRECTLY ADDRESSES THE SIXTH QUESTION IN THE CONNECTING QUARKS WITH THE COSMOS REPORT IN ITS LIST OF ELEVEN SCIENCE QUESTIONS FOR THE NEW CENTURY WHICH IS HOW DO COSMIC ACCELERATORS WORK AND WHAT ARE THEY ACCELERATING?, THIS IS THE LEAD INSTITUTION CO-INVESTIGATOR PROPOSAL FOR EUSO-SPB2 SECOND GENERATION EXTREME UNIVERSE SPACE OBSERVATORY ON A SUPER-PRESSURE BALLOON. IT IS LED BY PI ANGELA V. OLINTO AT THE UNIVERSITY OF CHICAGO WITH CO-IS AT MARSHALL SPACE FLIGHT CENTER (INSTITUTION PI MARK CHRISTL) COLORADO SCHOOL OF MINES (INSTITUTION PI LAWRENCE WIENCKE) UNIVERSITY OF ALABAMA HUNTSVILLE (INSTITUTION PI PATRICK REARDON) AND LEHMAN COLLEGE CUNY (INSTITUTION PI LUIS ANCHORDOQUI). WE PROPOSE TO DESIGN BUILD DEPLOY AND PUBLISH THE SCIENTIFIC RESULTS OF A SECOND GENERATION OF THE EXTREME UNIVERSE SPACE OBSERVATORY (EUSO) TO BE FLOWN ABOARD A SUPER-PRESSURE BALLOON (SBP). EUSO-SPB2 WILL MONITOR THE NIGHT SKY OF THE SOUTHERN HEMISPHERE TO STUDY COSMIC RAYS OF VERY HIGH TO ULTRAHIGH ENERGIES AND PIONEER THE SEARCH FOR COSMOGENIC TAU NEUTRINOS FROM SPACE. EUSO-SPB2 WILL BE THE FIRST INSTRUMENT TO OBSERVE CHERENKOV LIGHT FROM EXTENSIVE AIR-SHOWERS HIGH IN THE ATMOSPHERE. EUSOSPB2 WILL OBSERVE A LARGE SAMPLE OF COSMIC RAYS FROM 0.1 TO 1 EEV WITH THE CHERENKOV TECHNIQUE AND WILL DISCRIMINATE AMONG THE CHERENKOV PROFILES OF PRIMARY PROTONS HEAVY NUCLEI AND PHOTONS. IT WILL ALSO CHARACTERIZE THE BACKGROUND FOR UPWARD GOING SHOWERS INITIATED BY THE DECAY OF TAU LEPTONS WHICH ARE EXPECTED TO BE PRODUCED BY EARTH-SKIMMING TAU NEUTRINOS. A COINCIDENCE VETO WILL BE DEVELOPED FOR EUSO-SPB2 SO IT CAN CHARACTERIZE THE BACKGROUND FOR CHERENKOV SIGNALS FROM THE NEUTRINO PRODUCED TAU LEPTONS. EUSO-SPB2 WILL ALSO USE FLUORESCENCE OBSERVATIONS TO MEASURE FOR THE FIRST TIME THE EVOLUTION OF NEARLY HORIZONTAL HIGH ALTITUDE EXTENSIVE AIR SHOWERS WHICH DEVELOP AT THE NEARLY CONSTANT LOW-DENSITY ATMOSPHERE. SUCH MEASUREMENTS WILL PROVIDE A UNIQUE CHANNEL TO PROBE HADRONIC INTERACTION MODELS AT ULTRAHIGH ENERGIES AND MAY ELUCIDATE THE REASON WHY ULTRAHIGH-ENERGY COSMIC RAY (UHECR) SHOWERS OBSERVED BY GROUND-BASED DETECTORS CONTAIN MORE MUONS THAN EXPECTED FROM HADRONIC INTERACTION MODELS. EUSO-SPB2 IS A PATHFINDER FOR THE MORE AMBITIOUS SPACE-BASED MEASUREMENTS BY THE PROBE OF EXTREME MULTI-MESSENGER ASTROPHYSICS (POEMMA) CURRENTLY PROPOSED FOR A NASA DESIGN STUDY. POEMMA WILL COMBINE THE WELL-DEVELOPED ORBITING WIDEFIELD LIGHT-COLLECTORS (OWL) CONCEPT WITH THE RECENTLY PROPOSED CHERENKOV FROM ASTROPHYSICAL NEUTRINOS TELESCOPE (CHANT) CONCEPT TO FORM A MULTI-MESSENGER PROBE OF THE MOST EXTREME ENVIRONMENTS IN THE UNIVERSE. EUSO-SPB2 WILL INFORM THE BEST STRATEGY FOR FUTURE SPACE MISSIONS SUCH AS POEMMA. EUSO-SPB2 WILL BUILD UPON THE EXPERIENCE OF FLYING EUSO-SPB1 IN THE SPRING OF 2017. A NUMBER OF UPGRADES WILL RENDER EUSO-SPB2 MORE POWERFUL INCLUDING A SCHMIDT DESIGN TELESCOPE AND A FASTER ULTRAVIOLET (UV) CAMERA TO INCREASE EXPOSURE. THE NEW INSTRUMENT WILL DETECT CHERENKOV AND FLUORESCENCE SIGNAL FROM HIGHLY INCLINED UHECR EVENTS. HORIZONTAL OBSERVATIONS WILL LEAD TO MUCH LARGER ACCEPTANCE WITH A DISTANCE-DEPENDENT ENERGY THRESHOLD. DEPENDING ON EUSO-SPB1 RESULTS EUSO-SPB2 MAY ALSO POINT CLOSER TO NADIR IN FLUORESCENCE. THE COMBINATION OF NADIR (EUSO-SPB) AND TILTED (EUSO-SPB2) OBSERVATIONS WILL EXPLORE THE POWER OF SPACE OBSERVATORIES TO OBSERVE UHECR OF EXTREME ENERGIES. A LONG ENOUGH FLIGHT OF EUSO-SPB2 OBSERVATIONS WILL MATCH AND COMPLEMENT GROUND OBSERVATIONS. EUSO-SPB2 ADDRESSES THE FOURTH SCIENCE GOAL OF THE 2011 NASA STRATEGIC PLAN TO DISCOVER HOW THE UNIVERSE WORKS EXPLORE HOW IT BEGAN AND EVOLVED AND ONE OF THE PHYSICS OF THE COSMOS QUESTIONS IN NASA S 2010 SCIENCE PLAN : HOW DO MATTER ENERGY SPACE AND TIME BEHAVE UNDER THE EXTRAORDINARILY DIVERSE CONDITIONS OF THE COSMOS? EUSO-SPB2 DIRECTLY ADDRESSES THE SIXTH QUESTION IN THE CONNECTING QUARKS WITH THE COSMOS REPORT IN ITS LIST OF ELEVEN SCIENCE QUESTIONS FOR THE NEW CENTURY WHICH IS HOW DO COSMIC ACCELERATORS WORK AND WHAT ARE THEY ACCELERATING?, G5076365615, G5296923526, G5297774729, G628951129, U.S. PARTICIPATION IN THE EXTREME UNIVERSE SPACE OBSERVATORY ON THE JAPANESE EXPERIMENT MODULE. THIS IS THE LEAD INSTITUTION PROPOSAL SUBMITTED BY TH, G8555306406, G919249374, G969889393
OpenAlex ID: W4385952090