Open Access. Powered by Scholars. Published by Universities.®
Physical Sciences and Mathematics Commons™
Open Access. Powered by Scholars. Published by Universities.®
- Discipline
-
- Computer Sciences (2891)
- Environmental Sciences (2151)
- Engineering (1767)
- Physics (1724)
- Chemistry (1681)
-
- Mathematics (1478)
- Life Sciences (1302)
- Earth Sciences (1260)
- Social and Behavioral Sciences (928)
- Oceanography and Atmospheric Sciences and Meteorology (723)
- Statistics and Probability (717)
- Computer Engineering (672)
- Electrical and Computer Engineering (635)
- Medicine and Health Sciences (611)
- Astrophysics and Astronomy (509)
- Geology (492)
- Sustainability (482)
- Applied Mathematics (475)
- Natural Resources and Conservation (455)
- Education (444)
- Arts and Humanities (385)
- Databases and Information Systems (376)
- Environmental Monitoring (339)
- Natural Resources Management and Policy (284)
- Information Security (281)
- Software Engineering (271)
- Water Resource Management (264)
- Business (262)
- Artificial Intelligence and Robotics (236)
- Institution
-
- TÜBİTAK (694)
- Selected Works (619)
- University of Nebraska - Lincoln (526)
- Singapore Management University (452)
- University of Kentucky (404)
-
- Utah State University (293)
- Old Dominion University (254)
- Chulalongkorn University (236)
- University of South Florida (216)
- Portland State University (214)
- University of Tennessee, Knoxville (206)
- City University of New York (CUNY) (199)
- Missouri University of Science and Technology (188)
- William & Mary (178)
- Embry-Riddle Aeronautical University (167)
- Western University (160)
- Technological University Dublin (158)
- University of Texas at El Paso (158)
- University of Wollongong (155)
- University of Nevada, Las Vegas (148)
- Wayne State University (147)
- Florida Institute of Technology (132)
- Louisiana State University (131)
- University of Texas Rio Grande Valley (130)
- University of Dayton (127)
- Wright State University (125)
- Kennesaw State University (123)
- Nova Southeastern University (122)
- University of South Carolina (119)
- Virginia Commonwealth University (119)
- Keyword
-
- Climate change (94)
- Physics (90)
- Northern bobwhite (81)
- Colinus virginianus (80)
- Machine learning (75)
-
- Sustainability (71)
- Virginia (58)
- GIS (57)
- Environmental science (53)
- Gravitational waves (53)
- Simulation (52)
- Machine Learning (47)
- Mathematics (47)
- Chemistry (45)
- Data (45)
- Galaxies: spiral (45)
- Calculus (44)
- Education (44)
- Galaxies: structure (43)
- Modeling (43)
- Optimization (41)
- Pure sciences (41)
- Galaxies: evolution (40)
- Water quality (38)
- Groundwater (37)
- Agriculture (36)
- Conservation (36)
- Research and Technical Reports (36)
- Department of Computer Science and Engineering (35)
- Climate (34)
- Publication
-
- Theses and Dissertations (423)
- Research Collection School Of Computing and Information Systems (406)
- Turkish Journal of Electrical Engineering and Computer Sciences (389)
- Electronic Theses and Dissertations (296)
- Chulalongkorn University Theses and Dissertations (Chula ETD) (200)
-
- Turkish Journal of Mathematics (140)
- Faculty Publications (137)
- Australian Institute for Innovative Materials - Papers (136)
- USF Tampa Graduate Theses and Dissertations (134)
- Publications (121)
- Doctoral Dissertations (115)
- Honors Theses (115)
- Electronic Thesis and Dissertation Repository (105)
- Publications and Research (105)
- Benne Holwerda (101)
- National Quail Symposium Proceedings (94)
- Articles (90)
- Departmental Technical Reports (CS) (90)
- Physics Faculty Publications (89)
- Aerospace, Physics, and Space Science Faculty Publications (88)
- Physics and Astronomy Faculty Publications (84)
- Graduate Theses and Dissertations (80)
- Journal of Electrochemistry (80)
- Journal of Modern Applied Statistical Methods (80)
- Turkish Journal of Chemistry (80)
- Browse all Theses and Dissertations (79)
- Dissertations (79)
- Walden Dissertations and Doctoral Studies (79)
- Masters Theses (70)
- School of Natural Resources: Faculty Publications (70)
- Publication Type
Articles 2101 - 2130 of 12521
Full-Text Articles in Physical Sciences and Mathematics
Synthesis, Characterization And Application Of Sugar-Based Low Molecular Weight Gelators, Ifeanyi Simeon Okafor
Synthesis, Characterization And Application Of Sugar-Based Low Molecular Weight Gelators, Ifeanyi Simeon Okafor
Chemistry & Biochemistry Theses & Dissertations
Low molecular weight gelators (LMWGs) are an interesting class of compound that have gained considerable attention especially because of their potential applications for soft biomaterials. Carbohydrate based low molecular weight hydrogelators and organogelators are able to selfassemble and form ordered supramolecular structures, which are useful for exploring biomedical applications. The resulting gelators are responsive to external stimuli because of the weak noncovalent intermolecular forces and interaction that influences self-assembly. Stimuli-responsive supramolecular organogels with interesting properties in response to external environmental stimuli have gained considerable attention due to their applications in biomaterials, sensors and for drug delivery.
One of the major …
Methods For Analyzing Attribute-Level Best-Worst Discrete Choice Experiments, Amanda Faye Working
Methods For Analyzing Attribute-Level Best-Worst Discrete Choice Experiments, Amanda Faye Working
Mathematics & Statistics Theses & Dissertations
Discrete choice experiments (DCEs) have applications in many areas such as social sciences, economics, transportation research, health systems, and clinical decisions to mention a few. Usually discrete choice models (DCMs) focus on predicting the product choice; however, these models do not provide information about what attributes of the products are impacting consumers’ choices the most. Today, it is common to record the best and worst features of a product (or profile), also called attribute levels, and the goal is to investigate and build models for estimation of attribute and attribute-level impacts on consumer behavior. Attribute-level best-worst DCEs provide information into …
Getches-Wilkinson Center Newsletter, Fall 2017, University Of Colorado Boulder. Getches-Wilkinson Center For Natural Resources, Energy, And The Environment
Getches-Wilkinson Center Newsletter, Fall 2017, University Of Colorado Boulder. Getches-Wilkinson Center For Natural Resources, Energy, And The Environment
Getches-Wilkinson Center for Natural Resources, Energy, and the Environment Newsletter (2013-)
No abstract provided.
The Nustar Extragalactic Survey: Average Broadband X-Ray Spectral Properties Of The Nustar-Detected Agns, A. Delmoro, D. M. Alexander, J. A. Bauer, F. Civano, J. R. Mullaney, D. R. Ballantyne, W. N. Brandt, A. Comastri, P. Gandhi, F. A. Harrison, G. B. Lansbury, L. Lanz, B. Luo, S. Marchesi, S. Puccetti, C. Ricci, C. Saez, D. Stern, E. Treister, L. Zappacosta
The Nustar Extragalactic Survey: Average Broadband X-Ray Spectral Properties Of The Nustar-Detected Agns, A. Delmoro, D. M. Alexander, J. A. Bauer, F. Civano, J. R. Mullaney, D. R. Ballantyne, W. N. Brandt, A. Comastri, P. Gandhi, F. A. Harrison, G. B. Lansbury, L. Lanz, B. Luo, S. Marchesi, S. Puccetti, C. Ricci, C. Saez, D. Stern, E. Treister, L. Zappacosta
Publications
We present a study of the average X-ray spectral properties of the sources detected by the NuSTAR extragalactic survey, comprising observations of the Extended Chandra Deep Field South (E-CDFS), Extended Groth Strip (EGS), and the Cosmic Evolution Survey (COSMOS). The sample includes 182 NuSTAR sources (64 detected at 8–24 keV), with 3–24 keV fluxes ranging between and 6 × 10−13 erg cm−2 s−1 ( erg cm−2 s−1) and redshifts in the range of . We produce composite spectra from the Chandra + NuSTAR data (, rest frame) for all the sources with redshift identifications …
Communiqué: College Of Humanities, Arts & Sciences Alumni Magazine, Volume 6, Fall 2017, University Of Northern Iowa. College Of Humanities, Arts, And Sciences.
Communiqué: College Of Humanities, Arts & Sciences Alumni Magazine, Volume 6, Fall 2017, University Of Northern Iowa. College Of Humanities, Arts, And Sciences.
Communiqué: College of Humanities, Arts & Sciences Alumni Magazine
Inside this issue:
-- Message from the Dean
-- CHAS Briefs
-- Class Notes
-- Into the Woods
-- Wilson Lecture Turns 20
-- Environmental Ethics
-- Hearst Lectureship
-- Proud & Torn
-- Carver Grant Awarded
-- Physics 3 + 2 Program
-- Alum Speaks to UN
-- Clinic Director Named
-- Cornucopia
-- Woman in Innovation
-- Susan & Paul Rider
Program Inspection And Testing Techniques For Code Clones And Refactorings In Evolving Software, Zhiyuan Chen
Program Inspection And Testing Techniques For Code Clones And Refactorings In Evolving Software, Zhiyuan Chen
Student Work
Developers often perform copy-and-paste activities. This practice causes the similar code fragment (aka code clones) to be scattered throughout a code base. Refactoring for clone removal is beneficial, preventing clones from having negative effects on software quality, such as hidden bug propagation and unintentional inconsistent changes. However, recent research has provided evidence that factoring out clones does not always reduce the risk of introducing defects, and it is often difficult or impossible to remove clones using standard refactoring techniques. To investigate which or how clones can be refactored, developers typically spend a significant amount of their time managing individual clone …
การแพร่กระจายของโลหะหนักที่ปนเปื้อน จากกิจกรรมการคัดแยกขยะอิเล็กทรอนิกส์ เข้าสู่ระบบระบายนํ้า, ศีลาวุธ ดำรงศิริ
การแพร่กระจายของโลหะหนักที่ปนเปื้อน จากกิจกรรมการคัดแยกขยะอิเล็กทรอนิกส์ เข้าสู่ระบบระบายนํ้า, ศีลาวุธ ดำรงศิริ
Thai Environment
No abstract provided.
การเปรียบเทียบประสิทธิภาพของดินเบาไดอะตอมไมต์ในการบำบัดนํ้าเสียเอสบีอาร์จากฟาร์มสุกร, ละมาย จันทะขาว
การเปรียบเทียบประสิทธิภาพของดินเบาไดอะตอมไมต์ในการบำบัดนํ้าเสียเอสบีอาร์จากฟาร์มสุกร, ละมาย จันทะขาว
Thai Environment
No abstract provided.
สถานการณ์การปนเปื้อนตะกั่วในสิ่งแวดล้อมบริเวณลำห้วยคลิตี้, สุพัฒน์ ปลื้มปัญญา, เพ็ญรดี จันทร์ภิวัฒน์
สถานการณ์การปนเปื้อนตะกั่วในสิ่งแวดล้อมบริเวณลำห้วยคลิตี้, สุพัฒน์ ปลื้มปัญญา, เพ็ญรดี จันทร์ภิวัฒน์
Thai Environment
No abstract provided.
มิติทางสังคมกับการใช้ประโยชน์แม่น้ำลี้, สามารถ ใจเตี้ย
มิติทางสังคมกับการใช้ประโยชน์แม่น้ำลี้, สามารถ ใจเตี้ย
Thai Environment
No abstract provided.
Chula Zero Waste แผนปฏิบัติการจัดการขยะอย่างยั่งยืนในจุฬาลงกรณ์มหาวิทยาลัย, สุจิตรา วาสนาดำารงดี
Chula Zero Waste แผนปฏิบัติการจัดการขยะอย่างยั่งยืนในจุฬาลงกรณ์มหาวิทยาลัย, สุจิตรา วาสนาดำารงดี
Thai Environment
No abstract provided.
สาระสำคัญจากงานเสวนาวิกฤตขยะบกสู่แพขยะในทะเลจะแก้อย่างไร, สุจิตรา วาสนาดำารงดี
สาระสำคัญจากงานเสวนาวิกฤตขยะบกสู่แพขยะในทะเลจะแก้อย่างไร, สุจิตรา วาสนาดำารงดี
Thai Environment
No abstract provided.
สบู่ดำ สารฟอร์บอลเอสเทอร์กับคุณประโยชน์ที่มากกว่าพลังงานทดแทน, ณภัสนันท์ พสุการัชต์ชัย
สบู่ดำ สารฟอร์บอลเอสเทอร์กับคุณประโยชน์ที่มากกว่าพลังงานทดแทน, ณภัสนันท์ พสุการัชต์ชัย
Thai Environment
No abstract provided.
เลี้ยงไก่ไข่...หลังบ้านสู่การบริโภคเพื่อสุขภาพ, แทน รังเสาร์
เลี้ยงไก่ไข่...หลังบ้านสู่การบริโภคเพื่อสุขภาพ, แทน รังเสาร์
Thai Environment
No abstract provided.
Fermi Questions, Question 1: Trumpet Spit; Question 2: Tall Buildings, Larry Weinstein
Fermi Questions, Question 1: Trumpet Spit; Question 2: Tall Buildings, Larry Weinstein
Physics Faculty Publications
A quiz concerning physics is presented on topics such as the amount of saliva consumed by trumpeter Louis Armstrong during his career and the effect of buildings in the rotational inertia of the planet Earth.
2017 October - Tennesee Monthly Climate Report, Tennessee Climate Office, East Tennessee State University
2017 October - Tennesee Monthly Climate Report, Tennessee Climate Office, East Tennessee State University
Tennessee Climate Office Monthly Report
No abstract provided.
Measurement Of The Νμ Energy Spectrum With Icecube-79, Karen Andeen
Measurement Of The Νμ Energy Spectrum With Icecube-79, Karen Andeen
Physics Faculty Research and Publications
IceCube is a neutrino observatory deployed in the glacial ice at the geographic South Pole. The νμ energy unfolding described in this paper is based on data taken with IceCube in its 79-string configuration. A sample of muon neutrino charged-current interactions with a purity of 99.5% was selected by means of amultivariate classification process based on machine learning. The subsequent unfolding was performed using the software TRUEE. The resulting spectrum covers an Eν-range of more than four orders of magnitude from 125 GeV to 3.2 PeV. Compared to the Honda atmospheric neutrino flux model, the energy spectrum shows …
Hydrological Patterns And The Effects Of Land Use On Tss Concentrations And Yields In The Mccarthy Creek Watershed, Portland, Oregon, David Farmer
Environmental Science and Management Professional Master's Project Reports
The spread of impervious surface areas and the reduction of tree canopy via urbanization has numerous water quality impacts on Pacific Northwest watersheds. One such impact is elevated levels of Total Suspended Solids (TSS) in run-off during storm events, particularly in steep, forested watersheds undergoing urbanization. This project was developed in collaboration with the West Multnomah Soil and Water Conservation District and focused on the McCarthy Creek Watershed, as a case-study watershed located in Portland, OR. The study aimed to identify elevated TSS concentrations and yields during storm events on both mainstem and tributary sampling locations, establish the relationship between …
Strong Authenticated Key Exchange With Auxiliary Inputs, Rongmao Chen, Yi Mu, Guomin Yang, Willy Susilo, Fuchun Guo
Strong Authenticated Key Exchange With Auxiliary Inputs, Rongmao Chen, Yi Mu, Guomin Yang, Willy Susilo, Fuchun Guo
Research Collection School Of Computing and Information Systems
Leakage attacks, including various kinds of side-channel attacks, allow an attacker to learn partial information about the internal secrets such as the secret key and the randomness of a cryptographic system. Designing a strong, meaningful, yet achievable security notion to capture practical leakage attacks is one of the primary goals of leakage-resilient cryptography. In this work, we revisit the modelling and design of authenticated key exchange (AKE) protocols with leakage resilience. We show that the prior works on this topic are inadequate in capturing realistic leakage attacks. To close this research gap, we propose a new security notion named leakage-resilient …
Spatio-Temporal Analysis And Prediction Of Cellular Traffic In Metropolis, Xu Wang, Zimu Zhou, Zheng Yang, Yunhao Liu, Chunyi Peng
Spatio-Temporal Analysis And Prediction Of Cellular Traffic In Metropolis, Xu Wang, Zimu Zhou, Zheng Yang, Yunhao Liu, Chunyi Peng
Research Collection School Of Computing and Information Systems
Understanding and predicting cellular traffic at large-scale and fine-granularity is beneficial and valuable to mobile users, wireless carriers and city authorities. Predicting cellular traffic in modern metropolis is particularly challenging because of the tremendous temporal and spatial dynamics introduced by diverse user Internet behaviours and frequent user mobility citywide. In this paper, we characterize and investigate the root causes of such dynamics in cellular traffic through a big cellular usage dataset covering 1.5 million users and 5,929 cell towers in a major city of China. We reveal intensive spatio-temporal dependency even among distant cell towers, which is largely overlooked in …
Spatiotemporal Identification Of Anomalies In A Wildlife Preserve, Bharadwaj Kishan, Jason Guan Jie Ong, Yanrong Zhang, Tin Seong Kam
Spatiotemporal Identification Of Anomalies In A Wildlife Preserve, Bharadwaj Kishan, Jason Guan Jie Ong, Yanrong Zhang, Tin Seong Kam
Research Collection School Of Computing and Information Systems
The datasets released for the VAST Challenge 2017 comprise vehicle movement data captured with RFID sensors, chemical emission data from factories captured by gas sensors, and image attributes of the wildlife plant health obtained from satellites, all pertaining to a fictional wildlife preserve. Using visual analytics, a compelling hypothesis is established to link the spatiotemporal datasets to the phenomenon, where the count of a bird specimen is found to decline over a given year. Anomalies in vehicle traffic patterns are linked to proximal factory emissions, and further associated with satellite imagery that show proof of degradation in plant quality in …
A Conceptual Framework For Analyzing Students' Feedback, Venky Shankararaman, Swapna Gottipati, Sandy Gan
A Conceptual Framework For Analyzing Students' Feedback, Venky Shankararaman, Swapna Gottipati, Sandy Gan
Research Collection School Of Computing and Information Systems
In academic institutions it is normal practice that at the end of each term,students are required to complete a questionnaire that is designed to gather students’perceptions of the instructor and their learning experience in the course. This questionnaire comprises of Likert-scale questions and qualitative questions.One of the important goals of this exercise is to enable the instructor and the senior management to examine the feedback and then enhance students’ learning experience. In most universities, including our own, a lot of attention is paid to the quantitative feedback, which is summarized and statistical comparisons are computed, analysed and presented. However, the …
Every Step You Take, I’Ll Be Watching You: Practical Stepauth-Entication Of Rfid Paths, Kai Bu, Yingjiu Li
Every Step You Take, I’Ll Be Watching You: Practical Stepauth-Entication Of Rfid Paths, Kai Bu, Yingjiu Li
Research Collection School Of Computing and Information Systems
Path authentication thwarts counterfeits in RFID-based supply chains. Its motivation is that tagged products taking invalid paths are likely faked and injected by adversaries at certain supply chain partners/steps. Existing solutions are path-grained in that they simply regard a product as genuine if it takes any valid path. Furthermore, they enforce distributed authentication by offloading the sets of valid paths to some or all steps from a centralized issuer. This not only imposes network and storage overhead but also leaks transaction privacy. We present StepAuth, the first step-grained path authentication protocol that is practically efficient for authenticating products with strict …
Semantic Reasoning In Zero Example Video Event Retrieval, M. H. T. De Boer, Yi-Jie Lu, Hao Zhang, Klamer Schutte, Chong-Wah Ngo, Wessel Kraaij
Semantic Reasoning In Zero Example Video Event Retrieval, M. H. T. De Boer, Yi-Jie Lu, Hao Zhang, Klamer Schutte, Chong-Wah Ngo, Wessel Kraaij
Research Collection School Of Computing and Information Systems
Searching in digital video data for high-level events, such as a parade or a car accident, is challenging when the query is textual and lacks visual example images or videos. Current research in deep neural networks is highly beneficial for the retrieval of high-level events using visual examples, but without examples it is still hard to (1) determine which concepts are useful to pre-train (Vocabulary challenge) and (2) which pre-trained concept detectors are relevant for a certain unseen high-level event (Concept Selection challenge). In our article, we present our Semantic Event Retrieval Systemwhich (1) shows the importance of high-level concepts …
Pic2dish: A Customized Cooking Assistant System, Yongsheng An, Yu Cao, Jingjing Chen, Chong-Wah Ngo, Jia Jia, Huanbo Luan, Tat-Seng Chua
Pic2dish: A Customized Cooking Assistant System, Yongsheng An, Yu Cao, Jingjing Chen, Chong-Wah Ngo, Jia Jia, Huanbo Luan, Tat-Seng Chua
Research Collection School Of Computing and Information Systems
The art of cooking is always fascinating. Nevertheless, reproducing a delicious dish that one has never encountered before is not easy. Even if the name of dish is known and the corresponding recipe could be retrieved, the right ingredients for cooking the dish may not be available due to factors such as geography region or season. Furthermore, knowing how to cut, cook and control timing may be challenging for one whose has no cooking experience. In this paper, an all-around cooking assistant mobile app, named Pic2Dish, is developed to help users who would like to cook a dish but neither …
Cross-Modal Recipe Retrieval With Rich Food Attributes, Jingjing Chen, Chong-Wah Ngo, Tat-Seng Chua
Cross-Modal Recipe Retrieval With Rich Food Attributes, Jingjing Chen, Chong-Wah Ngo, Tat-Seng Chua
Research Collection School Of Computing and Information Systems
Food is rich of visible (e.g., colour, shape) and procedural (e.g., cutting, cooking) attributes. Proper leveraging of these attributes, particularly the interplay among ingredients, cutting and cooking methods, for health-related applications has not been previously explored. This paper investigates cross-modal retrieval of recipes, specifically to retrieve a text-based recipe given a food picture as query. As similar ingredient composition can end up with wildly different dishes depending on the cooking and cutting procedures, the difficulty of retrieval originates from fine-grained recognition of rich attributes from pictures. With a multi-task deep learning model, this paper provides insights on the feasibility of …
Feature Space Augmentation: Improving Prediction Accuracy Of Classical Problems In Cognitive Science And Computer Vison, Piyush Saxena
Feature Space Augmentation: Improving Prediction Accuracy Of Classical Problems In Cognitive Science And Computer Vison, Piyush Saxena
Dissertations (1934 -)
The prediction accuracy in many classical problems across multiple domains has seen a rise since computational tools such as multi-layer neural nets and complex machine learning algorithms have become widely accessible to the research community. In this research, we take a step back and examine the feature space in two problems from very different domains. We show that novel augmentation to the feature space yields higher performance. Emotion Recognition in Adults from a Control Group: The objective is to quantify the emotional state of an individual at any time using data collected by wearable sensors. We define emotional state as …
Nucleotide-Dependent Preferential Localization Of Ras In Model Membranes With Lipid Raft Nanodomains, Anna Shishina
Nucleotide-Dependent Preferential Localization Of Ras In Model Membranes With Lipid Raft Nanodomains, Anna Shishina
Dissertations (1934 -)
Membrane proteins constitute a third of all proteins in the cell and more than 50% of drug targets. However, the analysis of membrane proteins has many challenges owing to their partially hydrophobic surfaces, flexibility and lack of stability. One example of an essential membrane protein is Ras superfamily. Ras is a small monomeric GTPase involved in regulation of cell growth, proliferation and differentiation. Therefore, Ras and its effectors are among the most important targets for cancer therapy. A detailed knowledge of the processes occurring during signal propagation via Ras might help to elucidate the mechanisms of the involved signal cascades. …
Computational Strategies In Uncertainty Quantification For Hazard Mapping, Regis Rutarindwa
Computational Strategies In Uncertainty Quantification For Hazard Mapping, Regis Rutarindwa
Dissertations (1934 -)
There are many hazards associated with volcanic activities. Amongst them are Pyroclastic flows; a mixture of rock fragments, debris and hot gases that flow down the slope of actives volcanoes at high velocities. These flows have proven to be devastating, and at the same time more than 500 millions people in the world live within potential exposure to such a hazard. A few approaches have been used to try to mitigate the impact of volcanic hazard in general. These include remote sensing technology and developing hazard maps – a graphic representation of safe and risky zones for a given volcanic …
A Near-Global Atmospheric Distribution Of N2o Isotopologues, Peter F. Bernath, Mahdi Yousefi, Eric Buzan, Chris D. Boone
A Near-Global Atmospheric Distribution Of N2o Isotopologues, Peter F. Bernath, Mahdi Yousefi, Eric Buzan, Chris D. Boone
Chemistry & Biochemistry Faculty Publications
The distributions of the four most abundant isotopologues and isotopomers (N2O, 15NNO, N15NO, and NN18O of nitrous oxide have been measured in the Earth's stratosphere by infrared remote sensing with the Atmospheric Chemistry Experiment (ACE) Fourier transform spectrometer. These satellite observations have provided a near-global picture of N2O isotopic fractionation. The relative abundances of the heavier species increase with altitude and with latitude in the stratosphere as the air becomes older. The heavy isotopologues are enriched by 20-30% in the upper stratosphere and even more over the poles. These observations are …