首页 > 最新文献

2023 IEEE Aerospace Conference最新文献

英文 中文
Spatial Orientation Modeling: Expanding the Helicopter Envelope 空间方向建模:扩展直升机包络
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115925
A. Rupert, B. McGrath, J. C. Brill, Bruce J. P. Mortimer
For the past 25 years we have used traditional spatial orientation models together with flight data recordings to analyze and predict pilot orientation in aviation mishaps for which there is no apparent mechanical failure or in which spatial disorientation is suspected as a cause of the mishap. The model has been verified in rare mishaps where surviving aircrew have verified predicted perceptions and provided probable causation of several air transport mishaps for NTSB investigations especially dealing with the somatogravic illusions associated with go-around maneuvers. It was thought that helicopters did not have sufficient acceleration to produce the somatogravic illusion. There have been two recent interesting mishaps one which was clearly a somatogravic illusion (aircraft flight recorder data and cockpit voice recorder) and a second high profile mishap (Kobe Bryant) with almost identical flight path and similar degraded visual environment. These mishaps will be examined from the perspective of the recently revised perceptual model to show how the positive feedback nature of the somatogravic illusion can provide overwhelmingly compelling pitch-up sensations to the somatosensory and vestibular sensations even while the pilot is applying 40 plus degree nose down control inputs and looking at the orientation instrumentation. The recent model revisions also provide multisensory options with novel technologies to prevent this type of mishap. The revised and expanded model will assist our DoD safety centers, the FAA and the NTSB in the analysis of future mishaps. Furthermore, the model with all sensory systems now included provides indications of the best technology combinations to be implemented for future cockpits, especially as full automation is becoming more prevalent.
在过去的25年里,我们使用传统的空间定向模型和飞行数据记录来分析和预测在没有明显机械故障或空间定向障碍被怀疑是事故原因的航空事故中飞行员的方向。该模型已在罕见的事故中得到验证,幸存的机组人员已经验证了预测的感知,并为NTSB的调查提供了几起航空运输事故的可能原因,特别是处理与复飞机动相关的躯体错觉。人们认为直升机没有足够的加速度来产生体重力错觉。最近发生了两起有趣的事故,一起显然是人体错觉(飞机飞行记录仪数据和驾驶舱语音记录仪),另一起引人注目的事故(科比·布莱恩特)几乎有相同的飞行路径和类似的视觉环境退化。这些事故将从最近修订的感知模型的角度进行检查,以显示体重力错觉的正反馈性质如何在飞行员使用40多度的机头向下控制输入并看着方向仪器时,为体感和前庭感觉提供压倒性的引人注目的俯仰感觉。最近的模型修订版还提供了多感官选择与新技术,以防止这种类型的事故。修订和扩展的模型将帮助我们的国防部安全中心,联邦航空局和国家运输安全委员会分析未来的事故。此外,包括所有感官系统在内的模型为未来驾驶舱提供了最佳技术组合的指示,特别是在全自动驾驶变得越来越普遍的情况下。
{"title":"Spatial Orientation Modeling: Expanding the Helicopter Envelope","authors":"A. Rupert, B. McGrath, J. C. Brill, Bruce J. P. Mortimer","doi":"10.1109/AERO55745.2023.10115925","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115925","url":null,"abstract":"For the past 25 years we have used traditional spatial orientation models together with flight data recordings to analyze and predict pilot orientation in aviation mishaps for which there is no apparent mechanical failure or in which spatial disorientation is suspected as a cause of the mishap. The model has been verified in rare mishaps where surviving aircrew have verified predicted perceptions and provided probable causation of several air transport mishaps for NTSB investigations especially dealing with the somatogravic illusions associated with go-around maneuvers. It was thought that helicopters did not have sufficient acceleration to produce the somatogravic illusion. There have been two recent interesting mishaps one which was clearly a somatogravic illusion (aircraft flight recorder data and cockpit voice recorder) and a second high profile mishap (Kobe Bryant) with almost identical flight path and similar degraded visual environment. These mishaps will be examined from the perspective of the recently revised perceptual model to show how the positive feedback nature of the somatogravic illusion can provide overwhelmingly compelling pitch-up sensations to the somatosensory and vestibular sensations even while the pilot is applying 40 plus degree nose down control inputs and looking at the orientation instrumentation. The recent model revisions also provide multisensory options with novel technologies to prevent this type of mishap. The revised and expanded model will assist our DoD safety centers, the FAA and the NTSB in the analysis of future mishaps. Furthermore, the model with all sensory systems now included provides indications of the best technology combinations to be implemented for future cockpits, especially as full automation is becoming more prevalent.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"248 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134146792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of Bevel Section on Flow Characteristics of Double Serpentine Nozzle with Bevel 斜面截面对带斜面的双蛇形喷嘴流动特性的影响
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115549
Li-Li Jiao, Li Zhou, Zhanxue Wang, Jing-wei Shi
In order to improve fighters' stealth ability and reach an integrated design of the outer fuselage and nozzle, a double serpentine nozzle can be scarfed at the tail according to the aircraft's skin. But the jet flow of the exhaust system is deflected when a nozzle is beveled, which makes the thrust line not completely coincide with the aircraft axis. Different degrees of thrust line cause corresponding deflection torque, which affects the aerodynamics layout of the aircraft and causes difficulties in aircraft control. In this paper, a double serpentine nozzle with bevel which consists of a first bend section, second bend section, and bevel section is taken as the baseline to study the influence of geometric parameters of the double serpentine nozzle with bevel on flow characteristics. Two parameters of the bevel section, angle, and length, were selected to research. Seven nozzles with different deflection angles of the bevel section were numerically simulated. Results show that the aerodynamic parameters of those nozzles are slightly different. The thrust line deflects in the same direction as the changed deflection direction of the bevel section, but the deflection amplitude of the thrust line is significantly smaller than the deflection amplitude of the bevel section. And when deflecting one direction (Y/Z) actively, the other direction (Z/Y) will have the opposite effect. The change of the bevel section deflection angle has a greater impact on the thrust line. Six nozzles with different lengths of the bevel section were selected. Numerical results show that as the length increases, the friction resistance of nozzles increases, and the loss increases. With the increase in the length of the bevel section, the angle between the thrust line and the vertical plane XY is gradually decreasing, so the thrust line deflects close to the bevel section axis. For the angle with the horizontal plane XZ, the thrust line deflects upward when the bevel section lengthens by 7%; then when the length of the bevel section continues to increase, the thrust line deflects downward. The average angle variation in each direction is about 0.1° when the length increases by 7%. In this paper, four flight conditions including subsonic and, supersonic jet conditions are studied. Flight conditions heavily influence the thrust line of the double serpentine nozzle with bevel.
为了提高战斗机的隐身能力,达到外机身和喷管的一体化设计,可以根据飞机的蒙皮在机尾切割一个双蛇形喷管。但当喷管倾斜时,排气系统的射流发生偏转,使得推力线与飞机轴线不完全重合。不同程度的推力线会产生相应的偏转力矩,影响飞机的气动布局,给飞机控制带来困难。本文以由一弯段、二弯段和斜角段组成的双蛇形斜角喷管为基准,研究了双蛇形斜角喷管几何参数对流动特性的影响。选取锥面截面的角度和长度两个参数进行研究。对7个具有不同斜角的喷嘴进行了数值模拟。结果表明,不同喷嘴的气动参数略有不同。推力线的偏转方向与斜面截面改变的偏转方向相同,但推力线的偏转幅度明显小于斜面截面的偏转幅度。当主动偏转一个方向(Y/Z)时,另一个方向(Z/Y)会产生相反的效果。斜截面偏转角度的变化对推力线的影响较大。选取了6个不同斜角长度的喷嘴。数值结果表明,随着长度的增加,喷嘴的摩擦阻力增大,损失增大。随着斜面长度的增加,推力线与垂直平面XY之间的夹角逐渐减小,因此推力线向斜面轴线附近偏转。对于与水平面XZ夹角,坡口段加长7%时,推力线向上偏转;然后,当斜角段的长度继续增加时,推力线向下偏转。当长度增加7%时,各方向的平均角度变化约为0.1°。本文研究了亚音速和超声速射流四种飞行条件。飞行条件对带斜角的双蛇形喷管的推力线影响很大。
{"title":"Influence of Bevel Section on Flow Characteristics of Double Serpentine Nozzle with Bevel","authors":"Li-Li Jiao, Li Zhou, Zhanxue Wang, Jing-wei Shi","doi":"10.1109/AERO55745.2023.10115549","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115549","url":null,"abstract":"In order to improve fighters' stealth ability and reach an integrated design of the outer fuselage and nozzle, a double serpentine nozzle can be scarfed at the tail according to the aircraft's skin. But the jet flow of the exhaust system is deflected when a nozzle is beveled, which makes the thrust line not completely coincide with the aircraft axis. Different degrees of thrust line cause corresponding deflection torque, which affects the aerodynamics layout of the aircraft and causes difficulties in aircraft control. In this paper, a double serpentine nozzle with bevel which consists of a first bend section, second bend section, and bevel section is taken as the baseline to study the influence of geometric parameters of the double serpentine nozzle with bevel on flow characteristics. Two parameters of the bevel section, angle, and length, were selected to research. Seven nozzles with different deflection angles of the bevel section were numerically simulated. Results show that the aerodynamic parameters of those nozzles are slightly different. The thrust line deflects in the same direction as the changed deflection direction of the bevel section, but the deflection amplitude of the thrust line is significantly smaller than the deflection amplitude of the bevel section. And when deflecting one direction (Y/Z) actively, the other direction (Z/Y) will have the opposite effect. The change of the bevel section deflection angle has a greater impact on the thrust line. Six nozzles with different lengths of the bevel section were selected. Numerical results show that as the length increases, the friction resistance of nozzles increases, and the loss increases. With the increase in the length of the bevel section, the angle between the thrust line and the vertical plane XY is gradually decreasing, so the thrust line deflects close to the bevel section axis. For the angle with the horizontal plane XZ, the thrust line deflects upward when the bevel section lengthens by 7%; then when the length of the bevel section continues to increase, the thrust line deflects downward. The average angle variation in each direction is about 0.1° when the length increases by 7%. In this paper, four flight conditions including subsonic and, supersonic jet conditions are studied. Flight conditions heavily influence the thrust line of the double serpentine nozzle with bevel.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131534365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recovery Orbit Search Scheme for Major Maneuver Failure in NRHO Transfer Orbit Using Lunar Flyby 基于月球飞掠的NRHO转移轨道重大机动故障恢复轨道搜索方案
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115747
Yuki Matsumoto, Ryo Nakamura, Toshinori Ikenaga, S. Ueda
JAXA is considering the HTV-X for Gateway (HTV-XG) to supply materials to Gateway. As a transition orbit from Earth to the Near Rectilinear Halo Orbit (NRHO) where Gateway will stay, the Hohmann transit orbit using a lunar flyby is being considered in the nominal case. The three major maneuvers in this orbit are the Trans-Lunar Injection (TLI), Powered Lunar Swing-By (PLSB), and NRHO Injection (NRHOI). Recovery trajectories for TLI failure have been studied, but recovery trajectories for NRHOI and PLSB maneuvers have not been studied yet. Therefore, this paper focuses on recovery trajectory planning in case of NRHOI or PLSB failure.
JAXA正在考虑为Gateway提供材料的HTV-X (HTV-XG)。作为从地球到近直线晕轨道(NRHO)的过渡轨道,Gateway将停留在那里,使用月球飞越的霍曼过境轨道正在考虑在名义情况下。该轨道上的三个主要机动是跨月注入(TLI),动力月球回旋(PLSB)和NRHO注入(NRHOI)。已经研究了TLI故障的恢复轨迹,但NRHOI和PLSB机动的恢复轨迹尚未研究。因此,本文重点研究了NRHOI或PLSB失效情况下的恢复轨迹规划。
{"title":"Recovery Orbit Search Scheme for Major Maneuver Failure in NRHO Transfer Orbit Using Lunar Flyby","authors":"Yuki Matsumoto, Ryo Nakamura, Toshinori Ikenaga, S. Ueda","doi":"10.1109/AERO55745.2023.10115747","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115747","url":null,"abstract":"JAXA is considering the HTV-X for Gateway (HTV-XG) to supply materials to Gateway. As a transition orbit from Earth to the Near Rectilinear Halo Orbit (NRHO) where Gateway will stay, the Hohmann transit orbit using a lunar flyby is being considered in the nominal case. The three major maneuvers in this orbit are the Trans-Lunar Injection (TLI), Powered Lunar Swing-By (PLSB), and NRHO Injection (NRHOI). Recovery trajectories for TLI failure have been studied, but recovery trajectories for NRHOI and PLSB maneuvers have not been studied yet. Therefore, this paper focuses on recovery trajectory planning in case of NRHOI or PLSB failure.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134340135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Aircraft Conceptualization and Analysis by Flight Simulation 飞机概念与飞行仿真分析
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115814
Sebastian-Sven Olzem, Babak Salamat, Thomas Kienast, T. A. Drouven, Elsbacher Gerhard
The objective of this paper is to present a basic preliminary design tool that aims to elaborate on flight mechanical properties of a generic aircraft (e.g. parametrization of different configurations). The proposed framework utilizes either a given set of aerodynamic coefficients or calculates them according to the “blade-theory” by geometrical data. Then, the possible flight envelope of the given aircraft can be computed to evaluate the performance for a trimmed flight state. The modelled airframe can be analysed via the evolution of forces and moments acting on the center of mass to further elaborate on the expected performance. It is also meant to be a tool for testing localization, state estimation and control algorithms. Numerical results are reported for a generic delta-wing plus V-tail fighter configuration.
本文的目的是提出一个基本的初步设计工具,旨在详细说明通用飞机的飞行机械性能(例如不同配置的参数化)。所提出的框架要么利用一组给定的气动系数,要么根据几何数据根据“叶片理论”计算它们。然后,可以计算给定飞机的可能飞行包线,以评估修剪飞行状态下的性能。模型机身可以通过作用在质心上的力和力矩的演变来分析,以进一步阐述预期的性能。它也是测试定位、状态估计和控制算法的工具。报告了一种通用三角翼+ v尾战斗机构型的数值结果。
{"title":"Aircraft Conceptualization and Analysis by Flight Simulation","authors":"Sebastian-Sven Olzem, Babak Salamat, Thomas Kienast, T. A. Drouven, Elsbacher Gerhard","doi":"10.1109/AERO55745.2023.10115814","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115814","url":null,"abstract":"The objective of this paper is to present a basic preliminary design tool that aims to elaborate on flight mechanical properties of a generic aircraft (e.g. parametrization of different configurations). The proposed framework utilizes either a given set of aerodynamic coefficients or calculates them according to the “blade-theory” by geometrical data. Then, the possible flight envelope of the given aircraft can be computed to evaluate the performance for a trimmed flight state. The modelled airframe can be analysed via the evolution of forces and moments acting on the center of mass to further elaborate on the expected performance. It is also meant to be a tool for testing localization, state estimation and control algorithms. Numerical results are reported for a generic delta-wing plus V-tail fighter configuration.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131903876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Landing Humans and Human-Class Cargo on the Moon and Mars 载人和载人级货物登陆月球和火星
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115758
Lisa Watson-Morgan, Lakiesha V. Hawkins, Lemuel Carpenter, L. Gagliano, Laura Means, T. Percy, T. Polsgrove, Joseph Vermette, Christopher P. Zavrel
For more than a decade, efforts have been ongoing at NASA's Marshall Space Flight Center (MSFC) in Huntsville, Alabama, to land humans and large, human-rated cargo on planetary bodies like the Moon and Mars. This work continues today under the Center's Landers Program (LP) office. Recognizing MSFC's heritage, NASA stood up the Human Landing System program at the Center in August 2019 to be responsible for spacecrafts that will land the next American astronauts on the Moon under Artemis. With work well underway for the historic Artemis III mission to land the first woman and first person of color on the lunar surface through the Appendix H Option A contract with SpaceX, LP is focused on the development of landers that will support the Agency's long-term Artemis efforts at the Moon and NASA's future at Mars. In March 2022, NASA announced its plan to solicit a second industry provider in addition to SpaceX to develop and demonstrate a lander that meets the program's extended set of requirements for missions beyond Artemis III. Under the umbrella of Sustaining Lunar Development, these requirements will meet NASA's needs for recurring, long-term access to the lunar surface, such as accommodating an increased crew size and delivering more mass to the surface. Additionally, NASA plans to leverage crewed lander development activities to procure and certify the design of landers capable of human-class cargo delivery. This paper will examine how the Landers Program office at MSFC is bridging from the initial demonstration phase of development for the Human Landing System program to the Sustaining Lunar Development phase and feeding forward to Mars. The requirements and lines of effort for landing humans and human class cargo will be discussed, as well as near-term and future milestones for the program.
十多年来,美国宇航局位于阿拉巴马州亨茨维尔的马歇尔太空飞行中心(MSFC)一直在努力将人类和大型载人货物降落在月球和火星等行星上。这项工作今天在该中心的兰德斯计划办公室继续进行。认识到MSFC的传统,美国宇航局于2019年8月在该中心启动了人类着陆系统计划,负责在阿尔忒弥斯下将下一批美国宇航员降落在月球上的航天器。随着历史性的阿尔忒弥斯III号任务的顺利进行,该任务将通过与SpaceX签订的附录H选项A合同,将第一位女性和第一位有色人种降落在月球表面,LP专注于开发着陆器,以支持该机构在月球上的长期阿尔忒弥斯计划和NASA在火星上的未来。2022年3月,美国宇航局宣布了一项计划,除SpaceX外,还将邀请第二家行业供应商开发和演示一种着陆器,以满足该计划对阿尔忒弥斯III以外任务的扩展要求。在“持续月球发展”的框架下,这些要求将满足NASA对周期性、长期进入月球表面的需求,例如容纳更多的船员规模和向月球表面运送更多的质量。此外,NASA计划利用载人着陆器开发活动来采购和验证能够载人级货物运送的着陆器的设计。本文将研究MSFC的着陆器项目办公室如何从人类着陆系统项目的初始演示阶段过渡到持续月球开发阶段,并向火星提供反馈。将讨论载人和载人级货物着陆的要求和工作路线,以及该计划近期和未来的里程碑。
{"title":"Landing Humans and Human-Class Cargo on the Moon and Mars","authors":"Lisa Watson-Morgan, Lakiesha V. Hawkins, Lemuel Carpenter, L. Gagliano, Laura Means, T. Percy, T. Polsgrove, Joseph Vermette, Christopher P. Zavrel","doi":"10.1109/AERO55745.2023.10115758","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115758","url":null,"abstract":"For more than a decade, efforts have been ongoing at NASA's Marshall Space Flight Center (MSFC) in Huntsville, Alabama, to land humans and large, human-rated cargo on planetary bodies like the Moon and Mars. This work continues today under the Center's Landers Program (LP) office. Recognizing MSFC's heritage, NASA stood up the Human Landing System program at the Center in August 2019 to be responsible for spacecrafts that will land the next American astronauts on the Moon under Artemis. With work well underway for the historic Artemis III mission to land the first woman and first person of color on the lunar surface through the Appendix H Option A contract with SpaceX, LP is focused on the development of landers that will support the Agency's long-term Artemis efforts at the Moon and NASA's future at Mars. In March 2022, NASA announced its plan to solicit a second industry provider in addition to SpaceX to develop and demonstrate a lander that meets the program's extended set of requirements for missions beyond Artemis III. Under the umbrella of Sustaining Lunar Development, these requirements will meet NASA's needs for recurring, long-term access to the lunar surface, such as accommodating an increased crew size and delivering more mass to the surface. Additionally, NASA plans to leverage crewed lander development activities to procure and certify the design of landers capable of human-class cargo delivery. This paper will examine how the Landers Program office at MSFC is bridging from the initial demonstration phase of development for the Human Landing System program to the Sustaining Lunar Development phase and feeding forward to Mars. The requirements and lines of effort for landing humans and human class cargo will be discussed, as well as near-term and future milestones for the program.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133874807","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ground Software to Support Autonomous Onboard Scheduling for Mars Perseverance Rover 支持火星毅力漫游者自主机载调度的地面软件
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115778
A. Connell, Matthew F. Hurst
The flight software for the Mars Perseverance Rover is capable of autonomous onboard scheduling. The goal of this capability is to reduce spacecraft idle time and unnecessary heating to leave more resources for science observations. Enabling this first-of-its-kind onboard scheduling requires tight coordination between the Mission Operations team, ground software, and flight software. This paper will focus on the ground software tools that have been created or enhanced by the Mars 2020 mission in support of autonomous onboard scheduling. The following challenges were encountered: automating the creation of planning constraints to reduce tedious and error-prone manual work, while providing enough flexibility for the team to handle unique scenarios; providing visibility to allow the Operations team to build trust in a variable execution system in a way that is digestible within a tight planning timeline; using flight software simulation to validate the files that will be sent to the spacecraft in a realistic manner, even though we cannot truly predict what will happen on the rover; after plan execution on the rover, analyzing the data returned from the spacecraft to understand what did happen, and using that information to predict initial conditions for the next planning cycle.
火星毅力漫游者的飞行软件具有自主机载调度能力。这种能力的目标是减少航天器的闲置时间和不必要的加热,为科学观测留下更多的资源。实现这种首创的机载调度需要任务操作团队、地面软件和飞行软件之间的紧密协调。本文将重点介绍火星2020任务为支持自主机载调度而创建或增强的地面软件工具。遇到了以下挑战:自动创建计划约束,以减少繁琐和容易出错的手工工作,同时为团队提供足够的灵活性来处理独特的场景;提供可视性,使运营团队能够以一种在紧凑的计划时间内易于消化的方式,在可变的执行系统中建立信任;使用飞行软件模拟以真实的方式验证将发送到航天器的文件,即使我们无法真正预测漫游车上会发生什么;在火星车上执行计划后,分析从航天器返回的数据以了解发生了什么,并使用该信息预测下一个计划周期的初始条件。
{"title":"Ground Software to Support Autonomous Onboard Scheduling for Mars Perseverance Rover","authors":"A. Connell, Matthew F. Hurst","doi":"10.1109/AERO55745.2023.10115778","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115778","url":null,"abstract":"The flight software for the Mars Perseverance Rover is capable of autonomous onboard scheduling. The goal of this capability is to reduce spacecraft idle time and unnecessary heating to leave more resources for science observations. Enabling this first-of-its-kind onboard scheduling requires tight coordination between the Mission Operations team, ground software, and flight software. This paper will focus on the ground software tools that have been created or enhanced by the Mars 2020 mission in support of autonomous onboard scheduling. The following challenges were encountered: automating the creation of planning constraints to reduce tedious and error-prone manual work, while providing enough flexibility for the team to handle unique scenarios; providing visibility to allow the Operations team to build trust in a variable execution system in a way that is digestible within a tight planning timeline; using flight software simulation to validate the files that will be sent to the spacecraft in a realistic manner, even though we cannot truly predict what will happen on the rover; after plan execution on the rover, analyzing the data returned from the spacecraft to understand what did happen, and using that information to predict initial conditions for the next planning cycle.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133828634","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
QEMU-Based Emulation-in-the-Loop for the Simulation of Small Satellite Flight Software 基于qemu的小卫星飞行软件仿真在环仿真
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115569
Rachel Misbin, A. George
Hardware-in-the-loop testing is a popular, economi-cal way to test and validate flight software systems for small satellites compared to testing on flight hardware. Further cost savings can be achieved by replacing the hardware in these systems with functionally equivalent emulations (some-times termed “emulation-in-the-loop”). This work aims to better inform system-level small satellite flight software test design through a study of the tradeoffs between hardware-in-the-loop and emulation-in-the-loop systems. In this work, two systems are presented-one featuring hardware, the other featuring emulation-which are used to evaluate the advantages and disadvantages of a traditional hardware-in-the-loop testbed compared to an emulation-in-the-loop testbed. Two demon-strations are performed on these two testbeds: (1) a large-scale spacecraft cluster demonstration, which seeks to show how hardware and emulation perform at scale; and (2) an image processing demonstration, which seeks to show how hardware and emulation differ for more compute-intensive applications. The hardware-in-the-loop testbed is composed of an instance of NASA's core Flight System (cFS) running on the ARM Cortex-A9 processor of a Zynq-7020 System-on-Chip (SoC) interfaced with NASA Goddard's open-source 42 spacecraft simulator to create a closed-loop system. The emulation-in-the-loop testbed is identical but with the ARM processor emulated instead. Emulation-in-the-loop systems offer portability, cost savings, and improved scalability over hardware-in-the-loop systems but at the cost of system accuracy and increased complexity. In the case of flight software for small satellites, the inherent reduced accuracy of emulation-in-the-loop can prove acceptable in light of the significant cost savings, the reduction in depen-dence on hardware early in development, and the reduction of wear on hardware. In addition to the two emulation-based and hardware-based demonstrations, a comprehensive view of the benefits and drawbacks of QEMU-based emulation as a replacement for traditional hardware is presented for the case of in-the-loop simulation of flight software.
与飞行硬件测试相比,硬件在环测试是测试和验证小卫星飞行软件系统的一种流行的、经济的方法。通过将这些系统中的硬件替换为功能等效的仿真(有时称为“环内仿真”),可以进一步节省成本。这项工作旨在通过研究硬件在环和仿真在环系统之间的权衡,更好地为系统级小卫星飞行软件测试设计提供信息。在这项工作中,提出了两个系统-一个以硬件为特征,另一个以仿真为特征-用于评估传统硬件在环试验台与仿真在环试验台的优缺点。在这两个试验台上进行了两个演示:(1)一个大型航天器集群演示,旨在展示硬件和仿真如何在规模上执行;(2)图像处理演示,旨在展示硬件和仿真在更多计算密集型应用程序中的不同之处。硬件在环测试平台由NASA核心飞行系统(cFS)实例组成,运行在Zynq-7020系统芯片(SoC)的ARM Cortex-A9处理器上,与NASA戈达德的开源42航天器模拟器接口,以创建一个闭环系统。仿真在环试验台是相同的,但用ARM处理器代替了仿真。与硬件在环系统相比,仿真在环系统提供了可移植性、成本节约和改进的可伸缩性,但代价是系统准确性和复杂性的增加。在小型卫星飞行软件的情况下,考虑到显著的成本节约、开发早期对硬件的依赖减少以及硬件磨损减少,仿真在环路中固有的降低精度可以被证明是可以接受的。除了基于仿真和基于硬件的两种演示之外,本文还针对飞行软件的环内仿真,全面介绍了基于qemu的仿真作为传统硬件替代品的优点和缺点。
{"title":"QEMU-Based Emulation-in-the-Loop for the Simulation of Small Satellite Flight Software","authors":"Rachel Misbin, A. George","doi":"10.1109/AERO55745.2023.10115569","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115569","url":null,"abstract":"Hardware-in-the-loop testing is a popular, economi-cal way to test and validate flight software systems for small satellites compared to testing on flight hardware. Further cost savings can be achieved by replacing the hardware in these systems with functionally equivalent emulations (some-times termed “emulation-in-the-loop”). This work aims to better inform system-level small satellite flight software test design through a study of the tradeoffs between hardware-in-the-loop and emulation-in-the-loop systems. In this work, two systems are presented-one featuring hardware, the other featuring emulation-which are used to evaluate the advantages and disadvantages of a traditional hardware-in-the-loop testbed compared to an emulation-in-the-loop testbed. Two demon-strations are performed on these two testbeds: (1) a large-scale spacecraft cluster demonstration, which seeks to show how hardware and emulation perform at scale; and (2) an image processing demonstration, which seeks to show how hardware and emulation differ for more compute-intensive applications. The hardware-in-the-loop testbed is composed of an instance of NASA's core Flight System (cFS) running on the ARM Cortex-A9 processor of a Zynq-7020 System-on-Chip (SoC) interfaced with NASA Goddard's open-source 42 spacecraft simulator to create a closed-loop system. The emulation-in-the-loop testbed is identical but with the ARM processor emulated instead. Emulation-in-the-loop systems offer portability, cost savings, and improved scalability over hardware-in-the-loop systems but at the cost of system accuracy and increased complexity. In the case of flight software for small satellites, the inherent reduced accuracy of emulation-in-the-loop can prove acceptable in light of the significant cost savings, the reduction in depen-dence on hardware early in development, and the reduction of wear on hardware. In addition to the two emulation-based and hardware-based demonstrations, a comprehensive view of the benefits and drawbacks of QEMU-based emulation as a replacement for traditional hardware is presented for the case of in-the-loop simulation of flight software.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"66 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133013525","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
In Situ Lunar Regolith Analysis by Laser-Based Mass Spectrometry 基于激光质谱的月球风化层原位分析
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115714
P. Wurz, T. Bandy, P. Mandli, Simon Studer, Sebastien Havoz, Matthias Blaukovitsch, Benoit Gabriel Plet, M. Tulej, D. Piazza, Peter Keresztes Schmidt, Sven Riedo, A. Riedo
We are developing laser-based mass spectrometry (LIMS) for the in situ investigation of the chemical and mineralogical composition of the lunar regolith. The current development of our LIMS instrument is for an application on a robotic mission within the Artemis CLPS program of NASA. The CLPS lander will be placed in the south polar region. The LIMS system consists of a time-of-flight mass analyzer (TOF-MS), a laser system (LSS) providing nano-second laser pulses focused to um spots on the sample surface, electronics (ELU) for operating the LIMS system, and a sample handling system (SHS). The TOF-MS, LSS, and ELU are according to our established design presented earlier. The SHS is specially designed for the CLPS lander to collect regolith grains from the lunar surface in the vicinity of the lander. The SHS design foresees rotating steel brushes that free regolith grains from the surface into ballistic trajectories. A conveyor belt collects these grains, which is electrically biased to improve its collection efficiency. Adjusting the speed of the brushes and the voltage on the conveyor belt allow to optimize the collection efficiency of the grains. The conveyor belt transports the grains to the entrance of the mass analyzer where grain by grain analysis will be performed. The main scientific objective for the LIMS instrument is the geochemical analysis of the lunar regolith, by the analysis of individual regolith grains and assessing their mineralogical diversity. In addition, this investigation will also address technical aspects of sampling a planetary surface at or near a landed spacecraft, i.e., the effect the plume of the retrorockets has on the regolith underneath the lander. Of particular interest is the chemical contamination of the surface by the spent fuel, and the amount of removal grains by the gas drag.
我们正在开发基于激光的质谱(LIMS),用于原位调查月球风化层的化学和矿物组成。我们的LIMS仪器目前的发展是在美国宇航局Artemis CLPS计划的机器人任务中应用。CLPS着陆器将被放置在南极地区。LIMS系统由飞行时间质量分析仪(TOF-MS)、激光系统(LSS)、用于操作LIMS系统的电子设备(ELU)和样品处理系统(SHS)组成。激光系统提供纳秒激光脉冲聚焦到样品表面的um点。TOF-MS、LSS和ELU是根据我们前面介绍的既定设计。SHS是专门为CLPS着陆器设计的,用于收集着陆器附近月球表面的风化粒。SHS的设计预见到旋转的钢刷可以将表面的风化粒释放到弹道轨迹中。传送带收集这些颗粒,这是电偏,以提高其收集效率。调整刷的速度和传送带上的电压可以优化颗粒的收集效率。传送带将颗粒输送到质谱仪的入口,在那里将进行颗粒分析。LIMS仪器的主要科学目标是通过分析单个风化层颗粒并评估其矿物学多样性,对月球风化层进行地球化学分析。此外,这项调查还将解决在着陆的航天器上或附近对行星表面进行采样的技术问题,即,反火箭的羽流对着陆器下面的风化层的影响。特别令人感兴趣的是乏燃料对表面的化学污染,以及气体阻力对去除颗粒的影响。
{"title":"In Situ Lunar Regolith Analysis by Laser-Based Mass Spectrometry","authors":"P. Wurz, T. Bandy, P. Mandli, Simon Studer, Sebastien Havoz, Matthias Blaukovitsch, Benoit Gabriel Plet, M. Tulej, D. Piazza, Peter Keresztes Schmidt, Sven Riedo, A. Riedo","doi":"10.1109/AERO55745.2023.10115714","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115714","url":null,"abstract":"We are developing laser-based mass spectrometry (LIMS) for the in situ investigation of the chemical and mineralogical composition of the lunar regolith. The current development of our LIMS instrument is for an application on a robotic mission within the Artemis CLPS program of NASA. The CLPS lander will be placed in the south polar region. The LIMS system consists of a time-of-flight mass analyzer (TOF-MS), a laser system (LSS) providing nano-second laser pulses focused to um spots on the sample surface, electronics (ELU) for operating the LIMS system, and a sample handling system (SHS). The TOF-MS, LSS, and ELU are according to our established design presented earlier. The SHS is specially designed for the CLPS lander to collect regolith grains from the lunar surface in the vicinity of the lander. The SHS design foresees rotating steel brushes that free regolith grains from the surface into ballistic trajectories. A conveyor belt collects these grains, which is electrically biased to improve its collection efficiency. Adjusting the speed of the brushes and the voltage on the conveyor belt allow to optimize the collection efficiency of the grains. The conveyor belt transports the grains to the entrance of the mass analyzer where grain by grain analysis will be performed. The main scientific objective for the LIMS instrument is the geochemical analysis of the lunar regolith, by the analysis of individual regolith grains and assessing their mineralogical diversity. In addition, this investigation will also address technical aspects of sampling a planetary surface at or near a landed spacecraft, i.e., the effect the plume of the retrorockets has on the regolith underneath the lander. Of particular interest is the chemical contamination of the surface by the spent fuel, and the amount of removal grains by the gas drag.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"116 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121112541","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The PUNCH Mission: System Trades and Surviving The Evolving LV Market PUNCH的使命:系统交易和生存的不断发展的LV市场
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10116016
R. Killough, M. Beasley, Alan Henry, C. Deforest, J. Redfern, William Wells, Keith G. W. Smith, G. Laurent, Sarah Gibson, R. Colaninno
The Polarimeter to UNify the Corona and Heliosphere (PUNCH) mission comprises a constellation of four micro-satellites that will produce 3D images of the solar wind by imaging the faint traces of sunlight reflected from free electrons in the solar corona and solar wind. Three of the PUNCH observatories host a Wide Field Imager (WFI) instrument each, and one hosts a Narrow Field Imager (NFI). The mission is funded by the NASA Explorers Program. This paper highlights some of the design decisions that went into enabling what has been described as an elegant design, enabling a common spacecraft as well as significant commonality in instrument components for the four PUNCH observatories hosting three very different instruments. The design approach minimized risk while enabling big science in the context of a Small Explorer mission budget. Although well into flight development and fabrication, PUNCH was recently transitioned from a prime mission to a rideshare mission for deployment from a secondary payload adaptor. We briefly discuss some of the challenges encountered to-date in this transition, assumptions that had to be made, and impact to the mission schedule.
统一日冕和日光层的偏振计(PUNCH)任务包括一个由四颗微型卫星组成的星座,这些卫星将通过成像太阳日冕和太阳风中自由电子反射的微弱阳光痕迹来产生太阳风的3D图像。PUNCH天文台中的三个分别拥有一个宽视场成像仪(WFI),一个拥有一个窄视场成像仪(NFI)。该任务由美国宇航局探索者计划资助。本文重点介绍了一些设计决策,这些决策是为了实现所谓的优雅设计,使四个PUNCH天文台拥有三个非常不同的仪器,从而实现一个共同的航天器以及仪器组件的显着共性。这种设计方法最大限度地降低了风险,同时在小型探索者任务预算的背景下实现了大科学。虽然已经进入飞行开发和制造阶段,但PUNCH最近从主要任务转变为共享任务,从次要有效载荷适配器部署。我们简要讨论了迄今为止在这一过渡中遇到的一些挑战,必须做出的假设,以及对任务时间表的影响。
{"title":"The PUNCH Mission: System Trades and Surviving The Evolving LV Market","authors":"R. Killough, M. Beasley, Alan Henry, C. Deforest, J. Redfern, William Wells, Keith G. W. Smith, G. Laurent, Sarah Gibson, R. Colaninno","doi":"10.1109/AERO55745.2023.10116016","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10116016","url":null,"abstract":"The Polarimeter to UNify the Corona and Heliosphere (PUNCH) mission comprises a constellation of four micro-satellites that will produce 3D images of the solar wind by imaging the faint traces of sunlight reflected from free electrons in the solar corona and solar wind. Three of the PUNCH observatories host a Wide Field Imager (WFI) instrument each, and one hosts a Narrow Field Imager (NFI). The mission is funded by the NASA Explorers Program. This paper highlights some of the design decisions that went into enabling what has been described as an elegant design, enabling a common spacecraft as well as significant commonality in instrument components for the four PUNCH observatories hosting three very different instruments. The design approach minimized risk while enabling big science in the context of a Small Explorer mission budget. Although well into flight development and fabrication, PUNCH was recently transitioned from a prime mission to a rideshare mission for deployment from a secondary payload adaptor. We briefly discuss some of the challenges encountered to-date in this transition, assumptions that had to be made, and impact to the mission schedule.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"2 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116873207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SpaceGym: Discrete and Differential Games in Non-Cooperative Space Operations 空间博弈:非合作空间操作中的离散和微分对策
Pub Date : 2023-03-04 DOI: 10.1109/AERO55745.2023.10115968
R. Allen, Y. Rachlin, J. Ruprecht, Sean Loughran, J. Varey, H. Viggh
This paper introduces a collection of non-cooperative game environments that are intended to spur development and act as proving grounds for autonomous and AI decision-makers in the orbital domain. SpaceGym comprises two distinct suites of game environments: OrbitDefender2D (OD2D) and the Ker-bal Space Program Differential Games suite (KSPDG). OrbitDe-fender2D consists of discrete, chess-like, two-player gridworld games. OD2D game mechanics are loosely based on orbital motion and players compete to maintain control of orbital slots. The KSPDG suite consists of multi-agent pursuit-evasion differential games constructed within the Kerbal Space Program (KSP) game engine. In comparison to the very limited set of comparable environments in the existing literature, KSPDG represents a much more configurable, extensible, and higher-fidelity aerospace environment suite that leverages a mature game engine to incorporate physics models for phenomenon such as collision mechanics, kinematic chains for deformable bodies, atmospheric drag, variable-mass propulsion, solar irradiance, and thermal models. Both the discrete and differential game suites are built with standardized input/output interfaces based on OpenAI Gym and PettingZoo specifications. This standardization enables-but does not enforce-the use of rein-forcement learning agents within the SpaceGym environments. As a comparison point for future research, we provide baseline agents that employ techniques of model predictive control, numerical differential game solvers, and reinforcement learning-along with their respective performance metrics-for a subset of the SpaceGym environments. The SpaceGym software libraries can be found at https://github.com/mit-II/spacegym-od2d and https://github.com/mit-II/spacegym-kspdg.
本文介绍了一系列非合作游戏环境,旨在刺激开发,并作为轨道领域自主和人工智能决策者的试验场。SpaceGym包含两个不同的游戏环境套件:OrbitDefender2D (OD2D)和Ker-bal Space Program Differential Games套件(KSPDG)。《OrbitDe-fender2D》是一款类似国际象棋的双人网格世界游戏。OD2D游戏机制基于轨道运动,玩家通过竞争来保持对轨道槽的控制。KSPDG套件由在Kerbal空间计划(KSP)游戏引擎中构建的多智能体追击-逃避微分博弈组成。与现有文献中非常有限的可比环境相比,KSPDG代表了一个更具可配置性、可扩展性和更高保真度的航空航天环境套件,它利用成熟的游戏引擎将碰撞力学、可变形物体的运动链、大气阻力、变质量推进、太阳辐照度和热模型等现象的物理模型结合起来。离散和差分游戏套件都是基于OpenAI Gym和PettingZoo规范的标准化输入/输出接口构建的。这种标准化支持(但不强制)在SpaceGym环境中使用强化学习代理。作为未来研究的比较点,我们为SpaceGym环境的一个子集提供了采用模型预测控制、数值微分博弈求解器和强化学习技术的基线代理,以及它们各自的性能指标。SpaceGym软件库可以在https://github.com/mit-II/spacegym-od2d和https://github.com/mit-II/spacegym-kspdg上找到。
{"title":"SpaceGym: Discrete and Differential Games in Non-Cooperative Space Operations","authors":"R. Allen, Y. Rachlin, J. Ruprecht, Sean Loughran, J. Varey, H. Viggh","doi":"10.1109/AERO55745.2023.10115968","DOIUrl":"https://doi.org/10.1109/AERO55745.2023.10115968","url":null,"abstract":"This paper introduces a collection of non-cooperative game environments that are intended to spur development and act as proving grounds for autonomous and AI decision-makers in the orbital domain. SpaceGym comprises two distinct suites of game environments: OrbitDefender2D (OD2D) and the Ker-bal Space Program Differential Games suite (KSPDG). OrbitDe-fender2D consists of discrete, chess-like, two-player gridworld games. OD2D game mechanics are loosely based on orbital motion and players compete to maintain control of orbital slots. The KSPDG suite consists of multi-agent pursuit-evasion differential games constructed within the Kerbal Space Program (KSP) game engine. In comparison to the very limited set of comparable environments in the existing literature, KSPDG represents a much more configurable, extensible, and higher-fidelity aerospace environment suite that leverages a mature game engine to incorporate physics models for phenomenon such as collision mechanics, kinematic chains for deformable bodies, atmospheric drag, variable-mass propulsion, solar irradiance, and thermal models. Both the discrete and differential game suites are built with standardized input/output interfaces based on OpenAI Gym and PettingZoo specifications. This standardization enables-but does not enforce-the use of rein-forcement learning agents within the SpaceGym environments. As a comparison point for future research, we provide baseline agents that employ techniques of model predictive control, numerical differential game solvers, and reinforcement learning-along with their respective performance metrics-for a subset of the SpaceGym environments. The SpaceGym software libraries can be found at https://github.com/mit-II/spacegym-od2d and https://github.com/mit-II/spacegym-kspdg.","PeriodicalId":344285,"journal":{"name":"2023 IEEE Aerospace Conference","volume":"366 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114855000","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2023 IEEE Aerospace Conference
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1