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Lunar Impact Crater Identification and Age Estimation with Chang’E
ARTICLE https://doi.org/10.1038/s41467-020-20215-y OPEN Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learning ✉ Chen Yang 1,2 , Haishi Zhao 3, Lorenzo Bruzzone4, Jon Atli Benediktsson 5, Yanchun Liang3, Bin Liu 2, ✉ ✉ Xingguo Zeng 2, Renchu Guan 3 , Chunlai Li 2 & Ziyuan Ouyang1,2 1234567890():,; Impact craters, which can be considered the lunar equivalent of fossils, are the most dominant lunar surface features and record the history of the Solar System. We address the problem of automatic crater detection and age estimation. From initially small numbers of recognized craters and dated craters, i.e., 7895 and 1411, respectively, we progressively identify new craters and estimate their ages with Chang’E data and stratigraphic information by transfer learning using deep neural networks. This results in the identification of 109,956 new craters, which is more than a dozen times greater than the initial number of recognized craters. The formation systems of 18,996 newly detected craters larger than 8 km are esti- mated. Here, a new lunar crater database for the mid- and low-latitude regions of the Moon is derived and distributed to the planetary community together with the related data analysis. 1 College of Earth Sciences, Jilin University, 130061 Changchun, China. 2 Key Laboratory of Lunar and Deep Space Exploration, National Astronomical Observatories, Chinese Academy of Sciences, 100101 Beijing, China. 3 Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, 130012 Changchun, China. 4 Department of Information Engineering and Computer ✉ Science, University of Trento, I-38122 Trento, Italy. -
Insights from the Thorium Abundance Distribution in South Pole-Aitken Basin
Lunar and Planetary Science XXXVIII (2007) 1697.pdf DID A KREEP-LIKE COMPONENT EXIST ON THE FAR SIDE OF THE MOON?: INSIGHTS FROM THE THORIUM ABUNDANCE DISTRIBUTION IN SOUTH POLE-AITKEN BASIN. J. J. Hagerty1, D. J. Lawrence1, B. R. Hawke2, R. C. Elphic1, T. H. Prettyman1, and W. C. Feldman1, 1Los Alamos National Laboratory, ISR-1, MS D466, Los Alamos, NM 87545, email: [email protected]. 2University of Hawaii, Honolulu, HI 96822. Introduction: Most models for the evolution of materials on top of those basalt ponds. These results the Moon predict that 99% fractional crystallization of provide important information that help us to evaluate a lunar magma ocean will produce a layer of melt en- the source of Th enhancements in SPA basin. riched in incompatible elements such as K, REE, and P Forward Modeling: As part of the forward model- (i.e., KREEP) [1]. The lateral extent and distribution of ing process, we re-create a specific portion of the lunar this “KREEP” layer, which contains an abundance of surface in which we can control the Th abundances of heat-producing elements such as Th and U, is currently specific geologic features [12,13]. We must also know a matter of debate. However some workers [2] have what Th abundances can be reasonably assigned to any proposed that the surficial distribution of Th, which given feature and/or lithology, which is why we use has been measured on a global-scale [3,4,5], can be analyses from the lunar sample suite to constrain the used as a proxy for determining the global distribution upper and lower bounds of our Th estimates. -
Timeline of Natural History
Timeline of natural history This timeline of natural history summarizes significant geological and Life timeline Ice Ages biological events from the formation of the 0 — Primates Quater nary Flowers ←Earliest apes Earth to the arrival of modern humans. P Birds h Mammals – Plants Dinosaurs Times are listed in millions of years, or Karo o a n ← Andean Tetrapoda megaanni (Ma). -50 0 — e Arthropods Molluscs r ←Cambrian explosion o ← Cryoge nian Ediacara biota – z ←Earliest animals o ←Earliest plants i Multicellular -1000 — c Contents life ←Sexual reproduction Dating of the Geologic record – P r The earliest Solar System -1500 — o t Precambrian Supereon – e r Eukaryotes Hadean Eon o -2000 — z o Archean Eon i Huron ian – c Eoarchean Era ←Oxygen crisis Paleoarchean Era -2500 — ←Atmospheric oxygen Mesoarchean Era – Photosynthesis Neoarchean Era Pong ola Proterozoic Eon -3000 — A r Paleoproterozoic Era c – h Siderian Period e a Rhyacian Period -3500 — n ←Earliest oxygen Orosirian Period Single-celled – life Statherian Period -4000 — ←Earliest life Mesoproterozoic Era H Calymmian Period a water – d e Ectasian Period a ←Earliest water Stenian Period -4500 — n ←Earth (−4540) (million years ago) Clickable Neoproterozoic Era ( Tonian Period Cryogenian Period Ediacaran Period Phanerozoic Eon Paleozoic Era Cambrian Period Ordovician Period Silurian Period Devonian Period Carboniferous Period Permian Period Mesozoic Era Triassic Period Jurassic Period Cretaceous Period Cenozoic Era Paleogene Period Neogene Period Quaternary Period Etymology of period names References See also External links Dating of the Geologic record The Geologic record is the strata (layers) of rock in the planet's crust and the science of geology is much concerned with the age and origin of all rocks to determine the history and formation of Earth and to understand the forces that have acted upon it. -
No. 40. the System of Lunar Craters, Quadrant Ii Alice P
NO. 40. THE SYSTEM OF LUNAR CRATERS, QUADRANT II by D. W. G. ARTHUR, ALICE P. AGNIERAY, RUTH A. HORVATH ,tl l C.A. WOOD AND C. R. CHAPMAN \_9 (_ /_) March 14, 1964 ABSTRACT The designation, diameter, position, central-peak information, and state of completeness arc listed for each discernible crater in the second lunar quadrant with a diameter exceeding 3.5 km. The catalog contains more than 2,000 items and is illustrated by a map in 11 sections. his Communication is the second part of The However, since we also have suppressed many Greek System of Lunar Craters, which is a catalog in letters used by these authorities, there was need for four parts of all craters recognizable with reasonable some care in the incorporation of new letters to certainty on photographs and having diameters avoid confusion. Accordingly, the Greek letters greater than 3.5 kilometers. Thus it is a continua- added by us are always different from those that tion of Comm. LPL No. 30 of September 1963. The have been suppressed. Observers who wish may use format is the same except for some minor changes the omitted symbols of Blagg and Miiller without to improve clarity and legibility. The information in fear of ambiguity. the text of Comm. LPL No. 30 therefore applies to The photographic coverage of the second quad- this Communication also. rant is by no means uniform in quality, and certain Some of the minor changes mentioned above phases are not well represented. Thus for small cra- have been introduced because of the particular ters in certain longitudes there are no good determi- nature of the second lunar quadrant, most of which nations of the diameters, and our values are little is covered by the dark areas Mare Imbrium and better than rough estimates. -
Guy Davenport's Literary Primitivism
National Library Bibliothèque nationale 1+1 of Canada du Canada Acquisitions and Direction des acquisitions el Bibliographie Services Branch des services bibliographiques 395 Wcllnglon Slreel 395. rue Wellington Ottawa. Onl.lfIQ Ollowo (Onlorio) KIA ON4 K1AON4 NOTICE AVIS The quality of this microform is La qualité de cette microforme heavily dependent upon the dépend grandement de la qualité quality of the original thesis de la thèse soumise au submitted for microfilming. microfilmage. Nous avons tout Every effort has been made to fait pour assurer une qualité ensure the highest quality of supérieure de reproduction. reproduction possible. If pages are missing, contact the S'il manque des pages, veuillez university which granted the communiquer avec l'université degree. qui a conféré le grade. Some pages may have indistinct La qualité d'impression de print especially if the original certaines pages peut laisser à pages were typed with a poor désirer, surtout si les pages typewriter ribbon or if the originales ont été university sent us an inferior dactylographiées à l'aide d'un photocopy. ruban usé ou si l'université nous a fait parvenir une photocopie de qualité inférieure. Reproduction in full or in part of La reproduction, même partielle, this microform is governed by de cette microforme est soumise the Canadian Copyright Act, à la Loi canadienne sur le droit R.S.C. 1970, c. C-30, and d'auteur, SRC 1970, c. C-30, et subsequent amendments. ses amendements subséquents. Canada '. GUY DAVENPORT'S LITERARY PRIMITIVISM séan A. Q'Reilly -
Glossary Glossary
Glossary Glossary Albedo A measure of an object’s reflectivity. A pure white reflecting surface has an albedo of 1.0 (100%). A pitch-black, nonreflecting surface has an albedo of 0.0. The Moon is a fairly dark object with a combined albedo of 0.07 (reflecting 7% of the sunlight that falls upon it). The albedo range of the lunar maria is between 0.05 and 0.08. The brighter highlands have an albedo range from 0.09 to 0.15. Anorthosite Rocks rich in the mineral feldspar, making up much of the Moon’s bright highland regions. Aperture The diameter of a telescope’s objective lens or primary mirror. Apogee The point in the Moon’s orbit where it is furthest from the Earth. At apogee, the Moon can reach a maximum distance of 406,700 km from the Earth. Apollo The manned lunar program of the United States. Between July 1969 and December 1972, six Apollo missions landed on the Moon, allowing a total of 12 astronauts to explore its surface. Asteroid A minor planet. A large solid body of rock in orbit around the Sun. Banded crater A crater that displays dusky linear tracts on its inner walls and/or floor. 250 Basalt A dark, fine-grained volcanic rock, low in silicon, with a low viscosity. Basaltic material fills many of the Moon’s major basins, especially on the near side. Glossary Basin A very large circular impact structure (usually comprising multiple concentric rings) that usually displays some degree of flooding with lava. The largest and most conspicuous lava- flooded basins on the Moon are found on the near side, and most are filled to their outer edges with mare basalts. -
Planetary Surfaces
Chapter 4 PLANETARY SURFACES 4.1 The Absence of Bedrock A striking and obvious observation is that at full Moon, the lunar surface is bright from limb to limb, with only limited darkening toward the edges. Since this effect is not consistent with the intensity of light reflected from a smooth sphere, pre-Apollo observers concluded that the upper surface was porous on a centimeter scale and had the properties of dust. The thickness of the dust layer was a critical question for landing on the surface. The general view was that a layer a few meters thick of rubble and dust from the meteorite bombardment covered the surface. Alternative views called for kilometer thicknesses of fine dust, filling the maria. The unmanned missions, notably Surveyor, resolved questions about the nature and bearing strength of the surface. However, a somewhat surprising feature of the lunar surface was the completeness of the mantle or blanket of debris. Bedrock exposures are extremely rare, the occurrence in the wall of Hadley Rille (Fig. 6.6) being the only one which was observed closely during the Apollo missions. Fragments of rock excavated during meteorite impact are, of course, common, and provided both samples and evidence of co,mpetent rock layers at shallow levels in the mare basins. Freshly exposed surface material (e.g., bright rays from craters such as Tycho) darken with time due mainly to the production of glass during micro- meteorite impacts. Since some magnetic anomalies correlate with unusually bright regions, the solar wind bombardment (which is strongly deflected by the magnetic anomalies) may also be responsible for darkening the surface [I]. -
Bills Paid by Payee Second Quarter Fiscal Year 20/21
BILLS PAID BY PAYEE SECOND QUARTER FISCAL YEAR 20/21 A complete detailed record is available at the Elko County Comptroller's Office. Office Hours: Monday-Friday 8:00A.M. until 5:00P.M. 540 Court St. Suite 101 Elko, NV 89801 Office Phone (775)753-7073*Disclaimer-The original and any duplicate or copy of each receipt, bill,check,warrant,voucher or other similar document that supports a transaction, the amount of which is shown in the total of this report, along with the name of the person whom such allowance is made and the purpose of the allowance, is a public record that is available for inspection and copying by any person pursuant to the provisions of chapter 239 of NRS. VENDOR CHECK ARGO COMPANY, INC 821.98 A ARNOLD BECK CONSTRUCTION 1,599.40 AT&T 3,697.06 5TH GEAR POWER SPORTS 41.74 AT&T MOBILITY 42.24 A PLUS URGENT CARE 766 AUTO GRAPHICS 400 A PLUS URGENT CARE ELKO 846.33 B A-1 RADIATOR REPAIR INC. 1,079.00 BARBARA J HOFHEINS 121.9 ACKERMAN MATTHEW 1388.93 BARBARA JO MAPLE 762.5 ADVANCE AUTO CARE 629.89 BARRY RENTAL 86.03 ADVANCED RADIOLOGY 1195.5 BEI CAPELI 5,000.00 AIRGAS 541.3 BERTOLINI VALVES INC 1,859.12 AIRPORT SHELL 9 BETTY HICKS 177.56 ALCOHOL MONITORING SYSTEMS INC 791 BLAINE ROBINSON & NIKIERA CAST 1,132.00 ALERTUS TECHNOLOGIES LLC 4,950.00 BLOHM JEWELERS INC 5,000.00 ALICIA GUAMAN 58 BLUE 360 MEDIA LLC 70.75 ALLIED UNIVERAL SECURITY SERVI 37,229.50 BOARD OF REGENTS 14300.04 ALLUSIVE IMAGES 5,000.00 BOB BARKER COMPANY 4418.55 ALYSSA K DANN 120 BONANZA PRODUCE 320.23 AMANDA JEAN GIRMAUDO 160 BOSS TANKS 5,024.00 AMBER DAWN -
Aas 21-290 Cislunar Space Situational Awareness
AAS 21-290 CISLUNAR SPACE SITUATIONAL AWARENESS Carolin Frueh*, Kathleen Howell†, Kyle J. DeMars‡, Surabhi Bhadauria§ Classically, space situational awareness (SSA) and space traffic management (STM) focus on the near-Earth region, which is highly populated by satellites and space debris objects. With the expansion of space activities further in the cislunar space, the problems of SSA and STM arise anew in regions far away from the near-Earth realm. This paper investigates the conditions for successful Space Situational Awareness and Space Traffic Management in the cislunar region by drawing a direct comparison to the known challenges and solutions in the near-Earth realm, highlighting similarities and differences and their implications on Space Traffic Management engineering solutions. INTRODUCTION Space Situational Awareness (SSA), sometimes called Space Domain Awareness (SDA), can be understood as summary terms for the comprehensive knowledge on all objects in a specific region without necessarily having direct communication to those objects. Space Traffic Management (STM), as an extrapolatory term, is applying the SSA knowledge to manage this said region to enable sustainable use. All three of those terms have traditionally been applied to the realm of the near-Earth space, usually expanding from low Earth orbit (LEO) to hyper geostationary orbit (hyper-GEO), and the objects of interest are objects in orbital motion for which the dominant astrodynamical term is the central gravitational potential of the Earth. Space Traffic Management (STM) aims at engineering solutions, methods, and protocols that allow regulating space fairing in a manner enabling the sustainable use of space. SSA and SDA thereby provide the knowledge-base for STM, and the areas are heavily intertwined. -
Scientists Provide New Explanation for the Far Side of the Moon's Strange
PRESS RELEASE Source: ELSI, Tokyo Institute of Technology, Japan For immediate release: June 22, 2020 Title: Scientists provide new explanation for the far side of the Moon’s strange asymmetry Subtitle: Earth’s Moon has a ‘near side’ that is perpetually Earth‐facing and a ‘far side’, which always faces away from Earth. The composition of the Moon’s near side is oddly different from its far side, and scientists think they finally understand why. Release summary: The Earth‐Moon system’s history remains mysterious. Scientists believe the two formed when a Mars‐sized body collided with the proto‐Earth. Earth ended up being the larger daughter of this collision and retained enough heat to become tectonically active. The Moon, being smaller, likely cooled down faster and geologically ‘froze’. The apparent dynamism of the Moon challenges this idea. New data suggest this is because radioactive elements were distributed uniquely after the catastrophic Moon‐forming collision. Full‐text release: The Earth‐Moon system’s history remains mysterious. Scientists believe the two formed when a Mars‐sized body collided with the proto‐Earth. Earth ended up being the larger daughter of this collision and retained enough heat to become tectonically active. The Moon, being smaller, likely cooled down faster and geologically ‘froze’. The apparent early dynamism of the Moon challenges this idea. New data suggest this is because radioactive elements were distributed uniquely after the catastrophic Moon‐ forming collision. Earth’s Moon, together with the Sun, is a dominant object in our sky and offers many observable features which keep scientists busy trying to explain how our planet and the Solar System formed. -
March 21–25, 2016
FORTY-SEVENTH LUNAR AND PLANETARY SCIENCE CONFERENCE PROGRAM OF TECHNICAL SESSIONS MARCH 21–25, 2016 The Woodlands Waterway Marriott Hotel and Convention Center The Woodlands, Texas INSTITUTIONAL SUPPORT Universities Space Research Association Lunar and Planetary Institute National Aeronautics and Space Administration CONFERENCE CO-CHAIRS Stephen Mackwell, Lunar and Planetary Institute Eileen Stansbery, NASA Johnson Space Center PROGRAM COMMITTEE CHAIRS David Draper, NASA Johnson Space Center Walter Kiefer, Lunar and Planetary Institute PROGRAM COMMITTEE P. Doug Archer, NASA Johnson Space Center Nicolas LeCorvec, Lunar and Planetary Institute Katherine Bermingham, University of Maryland Yo Matsubara, Smithsonian Institute Janice Bishop, SETI and NASA Ames Research Center Francis McCubbin, NASA Johnson Space Center Jeremy Boyce, University of California, Los Angeles Andrew Needham, Carnegie Institution of Washington Lisa Danielson, NASA Johnson Space Center Lan-Anh Nguyen, NASA Johnson Space Center Deepak Dhingra, University of Idaho Paul Niles, NASA Johnson Space Center Stephen Elardo, Carnegie Institution of Washington Dorothy Oehler, NASA Johnson Space Center Marc Fries, NASA Johnson Space Center D. Alex Patthoff, Jet Propulsion Laboratory Cyrena Goodrich, Lunar and Planetary Institute Elizabeth Rampe, Aerodyne Industries, Jacobs JETS at John Gruener, NASA Johnson Space Center NASA Johnson Space Center Justin Hagerty, U.S. Geological Survey Carol Raymond, Jet Propulsion Laboratory Lindsay Hays, Jet Propulsion Laboratory Paul Schenk, -
Relative Ages
CONTENTS Page Introduction ...................................................... 123 Stratigraphic nomenclature ........................................ 123 Superpositions ................................................... 125 Mare-crater relations .......................................... 125 Crater-crater relations .......................................... 127 Basin-crater relations .......................................... 127 Mapping conventions .......................................... 127 Crater dating .................................................... 129 General principles ............................................. 129 Size-frequency relations ........................................ 129 Morphology of large craters .................................... 129 Morphology of small craters, by Newell J. Fask .................. 131 D, method .................................................... 133 Summary ........................................................ 133 table 7.1). The first three of these sequences, which are older than INTRODUCTION the visible mare materials, are also dominated internally by the The goals of both terrestrial and lunar stratigraphy are to inte- deposits of basins. The fourth (youngest) sequence consists of mare grate geologic units into a stratigraphic column applicable over the and crater materials. This chapter explains the general methods of whole planet and to calibrate this column with absolute ages. The stratigraphic analysis that are employed in the next six chapters first step in reconstructing