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Keywords = advanced mission description

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17 pages, 5286 KiB  
Article
U-Space Contingency Management Based on Enhanced Mission Description
by Jose L. Munoz-Gamarra, Juan J. Ramos and Zhiqiang Liu
Aerospace 2024, 11(11), 876; https://doi.org/10.3390/aerospace11110876 - 24 Oct 2024
Viewed by 903
Abstract
Loss of communication, low battery, or bad weather conditions (like high-speed wind) are currently managed by performing a return to launch (RTL) point maneuver. However, the execution of this procedure can pose a safety threat since it has not been considered within the [...] Read more.
Loss of communication, low battery, or bad weather conditions (like high-speed wind) are currently managed by performing a return to launch (RTL) point maneuver. However, the execution of this procedure can pose a safety threat since it has not been considered within the mission planning process. This work proposes an advanced management of contingency events based on the integration of a new U-space service that enhances mission description. The proposed new service, deeply linked to demand capacity balance and strategic deconfliction services, assigns alternative safe landing spots by analyzing the planned mission. Two potential solutions are characterized (distinguished primarily by the number of contingency vertiports assigned): contingency management based on the assignment of a single alternative vertiport to each mission (static) or the allocation of a set of different contingency vertiports that are valid during certain time intervals. It is proven that this enhanced mission planning could ensure that U-space volumes operate in an ultra-safe system conditions while facing these unforeseen events, highlighting its importance in high-risk scenarios like urban air mobility deployments. Full article
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26 pages, 1859 KiB  
Review
Evolution of Unmanned Surface Vehicle Path Planning: A Comprehensive Review of Basic, Responsive, and Advanced Strategic Pathfinders
by Yijie Chu, Qizhong Gao, Yong Yue, Eng Gee Lim, Paolo Paoletti, Jieming Ma and Xiaohui Zhu
Drones 2024, 8(10), 540; https://doi.org/10.3390/drones8100540 - 1 Oct 2024
Cited by 6 | Viewed by 3504
Abstract
Unmanned Surface Vehicles (USVs) are rapidly becoming mission-indispensable for a variety of naval operations, from search and rescue to environmental monitoring and surveillance. Path planning lies at the heart of the operational effectiveness of USVs, since it represents the key technology required to [...] Read more.
Unmanned Surface Vehicles (USVs) are rapidly becoming mission-indispensable for a variety of naval operations, from search and rescue to environmental monitoring and surveillance. Path planning lies at the heart of the operational effectiveness of USVs, since it represents the key technology required to enable the vehicle to transit the unpredictable dynamics of the marine environment in an efficient and safe way. The paper develops a critical review of the most recent advances in USV path planning and a novel classification of algorithms according to operational complexity: Basic Pathfinders, Responsive Pathfinders, and Advanced Strategic Pathfinders. Each category can adapt to different requirements, from environmental predictability to the desired degree of human intervention, and from stable and controlled environments to highly dynamic and unpredictable conditions. The review includes current methodologies and points out the state-of-the-art algorithmic approaches in their experimental validations and real-time applications. Particular attention is paid to the description of experimental setups and navigational scenarios showing the realistic impact of these technologies. Moreover, this paper goes through the key, open challenges in the field and hints at the research direction to leverage in order to enhance the robustness and adaptability of path planning algorithms. This paper, by offering a critical analysis of the current state-of-the-art, lays down the foundation of future USV path planning algorithms. Full article
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11 pages, 195 KiB  
Article
Student Priorities for Topics, Pedagogies, and Outcomes in Senior Secondary Religious Education: An Australian Perspective
by William Sultmann, Janeen Lamb, Peter Ivers and Mark Craig
Religions 2024, 15(9), 1029; https://doi.org/10.3390/rel15091029 - 23 Aug 2024
Viewed by 1279
Abstract
This paper reports on one part of a larger longitudinal empirical study (2021–2023) that responds to the call for Religious Education (RE) to address religious plurality in the context of senior Catholic schooling within an Australian Archdiocese where students represent multiple faith traditions [...] Read more.
This paper reports on one part of a larger longitudinal empirical study (2021–2023) that responds to the call for Religious Education (RE) to address religious plurality in the context of senior Catholic schooling within an Australian Archdiocese where students represent multiple faith traditions or no traditions. The research focuses on the level of satisfaction by students across Topics, Pedagogies, and Outcomes within a new and innovative senior school curriculum, Religion Meaning and Life (RML) based on national RE guidelines. Participants included 276 students across 17 schools who completed an online survey with 32 of these students participating in focus group interviews. Data analysis of quantitative data was both descriptive and inferential, and qualitative data were analysed using Interpretative Phenomenological Analysis (IPA). Topics of most interest were Ethics and Other World Religions; pedagogies entailing dialogue and use of media and technologies were rated highly; and learning outcomes entailed awareness of school mission, the religious dimension of the school, and pastoral care. Inferential statistical analyses confirm four core topics, pedagogies, and outcomes as significant to levels of satisfaction and in combination accounted for 42% of the variance of satisfaction with RML. Theoretical propositions for what matters most in senior secondary RE were advanced through four integrating principles (educational, formative, social, communitarian) and practice implications that preference Catholic tradition, and reference religious plurality. Full article
18 pages, 3308 KiB  
Review
Multi-Vehicle Collaborative Planning Technology under Automatic Driving
by Songsong Rong, Ruifeng Meng, Junhong Guo, Pengfei Cui and Zhi Qiao
Sustainability 2024, 16(11), 4578; https://doi.org/10.3390/su16114578 - 28 May 2024
Cited by 3 | Viewed by 3367
Abstract
Autonomous vehicles hold the potential to significantly improve traffic efficiency and advance the development of intelligent transportation systems. With the progression of autonomous driving technology, collaborative planning among multiple vehicles in autonomous driving scenarios has emerged as a pivotal challenge in realizing intelligent [...] Read more.
Autonomous vehicles hold the potential to significantly improve traffic efficiency and advance the development of intelligent transportation systems. With the progression of autonomous driving technology, collaborative planning among multiple vehicles in autonomous driving scenarios has emerged as a pivotal challenge in realizing intelligent transportation systems. Serving as the cornerstone of unmanned mission decision-making, collaborative motion planning algorithms have garnered increasing attention in both theoretical exploration and practical application. These methods often follow a similar paradigm: the system initially discerns the driving intentions of each vehicle, subsequently assesses the surrounding environment, engages in path-planning, and formulates specific behavioral decisions. The paper discusses trajectory prediction, game theory, following behavior, and lane merging issues within the paradigm mentioned above. After briefly introducing the background of multi-vehicle autonomous driving, it provides a detailed description of the technological prerequisites for implementing these techniques. It reviews the main algorithms in motion planning, their functionalities, and applications in road environments, as well as current and future challenges and unresolved issues. Full article
(This article belongs to the Section Sustainable Transportation)
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18 pages, 1827 KiB  
Article
Design and Development of a CCSDS 131.2-B Software-Defined Radio Receiver Based on Graphics Processing Unit Accelerators
by Roberto Ciardi, Gianluca Giuffrida, Matteo Bertolucci and Luca Fanucci
Electronics 2024, 13(1), 209; https://doi.org/10.3390/electronics13010209 - 2 Jan 2024
Cited by 1 | Viewed by 2504
Abstract
In recent years, the number of Earth Observation missions has been exponentially increasing. Satellites dedicated to these missions usually embark with payloads that produce large amount of data and that need to be transmitted towards ground stations, in time-limited windows. Moreover, the noisy [...] Read more.
In recent years, the number of Earth Observation missions has been exponentially increasing. Satellites dedicated to these missions usually embark with payloads that produce large amount of data and that need to be transmitted towards ground stations, in time-limited windows. Moreover, the noisy nature of the link between satellites and ground stations makes it hard to achieve reliable communication. To address these problems, a standard for a flexible advanced coding and modulation scheme for high-rate telemetry applications has been defined by the Consultative Committee for Space Data Systems (CCSDS). The defined standard, referred to as CCSDS 131.2-B, makes use of Serially Concatenated Convolutional Codes (SCCC) based on 27 ModCods to optimize transmission quality. A limiting factor in the adoption of this standard is represented by the complexity and the cost of the hardware required for developing high-performance receivers. In the last decade, the performance of software has grown due to the advancement of general-purpose processing hardware, leading to the development of many high-performance software systems even in the telecommunication sector. These are commonly referred to as Software-Defined Radio (SDR), indicating a radio communication system in which components that are usually implemented in hardware, by means of FPGAs or ASICs, are instead implemented in software, offering many advantages such as flexibility, modularity, extensibility, cheaper maintenance, and cost saving. This paper proposes the development of an SDR based on NVIDIA Graphics Processing Units (GPU) for implementing the receiver end of the CCSDS 131.2-B standard. At first, a brief description of the CCSDS 131.2-B standard is given, focusing on the architecture of the transmitter and receiver sides. Then, the receiver architecture is shown, giving an overview of its functional blocks and of the implementation choices made to optimize the processing of the signal, especially for the SCCC Decoder. Finally, the performance of the system is analyzed in terms of data-rate and error correction and compared with other SW systems to highlight the achieved improvements. The presented system has been demonstrated to be a perfect solution for CCSDS 131.2-B-compliant device testing and for its use in science missions, providing a valid low-cost alternative with respect to the state-of-the-art HW receivers. Full article
(This article belongs to the Special Issue Deep Learning in Image Processing and Computer Vision)
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17 pages, 3370 KiB  
Article
Satellite Lidar Measurements as a Critical New Global Ocean Climate Record
by Michael J. Behrenfeld, Laura Lorenzoni, Yongxiang Hu, Kelsey M. Bisson, Chris A. Hostetler, Paolo Di Girolamo, Davide Dionisi, Francesco Longo and Simona Zoffoli
Remote Sens. 2023, 15(23), 5567; https://doi.org/10.3390/rs15235567 - 30 Nov 2023
Cited by 12 | Viewed by 3058
Abstract
The year 2023 marked the tenth anniversary of the first published description of global ocean plankton stocks based on measurements from a satellite lidar. Diverse studies have since been conducted to further refine and validate the lidar retrievals and use them to discover [...] Read more.
The year 2023 marked the tenth anniversary of the first published description of global ocean plankton stocks based on measurements from a satellite lidar. Diverse studies have since been conducted to further refine and validate the lidar retrievals and use them to discover new characteristics of plankton seasonal dynamics and marine animal migrations, as well as evaluate geophysical products from traditional passive ocean color sensors. Surprisingly, all of these developments have been achieved with lidar instruments not designed for ocean applications. Over this same decade, we have witnessed unprecedented changes in ocean ecosystems at unexpected rates and driven by a multitude of environmental stressors, with a dominant factor being climate warming. Understanding, predicting, and responding to these ecosystem changes requires a global ocean observing network linking satellite, in situ, and modeling approaches. Inspired by recent successes, we promote here the creation of a lidar global ocean climate record as a key element in this envisioned advanced observing system. Contributing to this record, we announce the development of a new satellite lidar mission with ocean-observing capabilities and then discuss additional technological advances that can be envisioned for subsequent missions. Finally, we discuss how a potential near-term gap in global ocean lidar data might, at least partially, be filled using on-orbit or soon-to-be-launched lidars designed for other disciplinary purposes, and we identify upcoming needs for in situ support systems and science community development. Full article
(This article belongs to the Special Issue Oceanographic Lidar in the Study of Marine Systems)
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12 pages, 241 KiB  
Article
Missionizing Church Governance: Transfiguring Pentecostalism in Zimbabwe
by Kimion Tagwirei
Religions 2023, 14(10), 1278; https://doi.org/10.3390/rel14101278 - 10 Oct 2023
Cited by 2 | Viewed by 2912
Abstract
Pentecostalism has experienced massive growth and evolution, both within Africa and beyond, as is evident through the emergence of dynamic neo-Pentecostal movements, including independent, prophetic, and charismatic churches. However, all its establishments have been primarily characterized by problematic governance. While neo-Pentecostal founders and [...] Read more.
Pentecostalism has experienced massive growth and evolution, both within Africa and beyond, as is evident through the emergence of dynamic neo-Pentecostal movements, including independent, prophetic, and charismatic churches. However, all its establishments have been primarily characterized by problematic governance. While neo-Pentecostal founders and leaders often asserted that they were breaking away from regressive bureaucracy and supposedly “cold” spiritual practices to embrace a more dynamic approach that advances the missio Dei and missio ecclesiae through expressive and demonstrative ministries, they paradoxically ended up becoming similarly, if not more, regressive. Rather than being focused on serving others (being other-centred), they became self-centred in their actions and priorities. Drawing on missional ecclesiology, extensive engagement with relevant literature, and in-depth phenomenological observation, this paper undertook a qualitative examination of their polities. It interpretively and descriptively assessed and explored the fact that all ecclesial governments exhibit both strengths and weaknesses. In light of this analysis, the paper argues and proposes that churches should integrate their predominant governmental systems with inclusive and empowering principles from other polities. By doing so, they can transform their administrative structures and enhance their missionality. Full article
(This article belongs to the Section Religions and Theologies)
12 pages, 2228 KiB  
Article
Chemical Engineering beyond Earth: Astrochemical Engineering in the Space Age
by Vassilis J. Inglezakis, Donald Rapp, Panos Razis and Antonis A. Zorpas
Sustainability 2023, 15(17), 13227; https://doi.org/10.3390/su151713227 - 4 Sep 2023
Cited by 5 | Viewed by 4453 | Correction
Abstract
The Space Race in the second half of the 20th century was primarily concerned with getting there and back. Gradually, technology and international collaboration opened new horizons, but human activity was mostly restricted around Earth’s orbit, while robotic missions were sent to solar [...] Read more.
The Space Race in the second half of the 20th century was primarily concerned with getting there and back. Gradually, technology and international collaboration opened new horizons, but human activity was mostly restricted around Earth’s orbit, while robotic missions were sent to solar system planets and moons. Now, nations and companies claim extraterrestrial resources and plans are in place to send humans and build bases on the Moon and Mars. Exploration and discovery are likely to be followed by exploitation and settlement. History suggests that the next step is the development of space industry. The new industrial revolution will take place in space. Chemical engineers have been educated for more than a century on designing processes adapted to the Earth’s conditions, involving a range of raw materials, atmospheric pressure, ambient temperature, solar radiation, and 1-g. In space, the raw materials differ, and the unique pressure, temperature and solar radiation conditions require new approaches and methods. In the era of space exploration, a new educational concept for chemical engineers is necessary to prepare them for playing key roles in space. To this end, we introduce Astrochemical Engineering as an advanced postgraduate course and we propose a 2-year 120 ECTS MEng curriculum with a brief description of the modules and learning outcomes. The first year includes topics such as low-gravity process engineering, cryogenics, and recycling systems. The second year includes the utilization of planetary resources and materials for space resources. The course culminates in an individual design project and comprises two specializations: Process Engineering and Space Science. The course will equip engineers and scientists with the necessary knowledge for the development of advanced processes and industrial ecologies based on closed self-sustained systems. These can be applied on Earth to help reinvent sustainability and mitigate the numerous challenges humanity faces. Full article
(This article belongs to the Special Issue Sustainable Development Goals: A Pragmatic Approach)
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12 pages, 3152 KiB  
Article
A Drone Study of Sociality in the Finless Porpoise Neophocaena asiaeorientalis in the Ariake Sound, Japan
by Naruki Morimura, Akihiro Itahara, James Brooks, Yusuke Mori, Yige Piao, Hiroki Hashimoto and Itsuki Mizumoto
Drones 2023, 7(7), 422; https://doi.org/10.3390/drones7070422 - 25 Jun 2023
Cited by 4 | Viewed by 2263
Abstract
The social structure of animal populations is a fundamental component of their biology, influencing gene flow, habitat use, competition and co-operation around resources, and communication. However, ecological and social relationships can be challenging to describe in most marine mammals, who spend the majority [...] Read more.
The social structure of animal populations is a fundamental component of their biology, influencing gene flow, habitat use, competition and co-operation around resources, and communication. However, ecological and social relationships can be challenging to describe in most marine mammals, who spend the majority of their lives underwater. The finless porpoise (Neophocaena asiaeorientalis) is one such cetacean species with a largely unknown social structure. Recent advances in drone technology enable more systematic surveys, photogrammetry, and photo-identification for diverse animal species. The present study aimed to validate new survey methods and provide a preliminary description of the spatiotemporal distribution of free-ranging finless porpoises in the coastal open-sea area of Ariake Sound, Japan. A vertical take-off and landing (VTOL) drone equipped with an action camera yielded GPS location datasets through line and area surveys, covering a total sea area of 120 km2. The results suggest highly flexible and varied aggregation sizes in finless porpoises. Distance analysis across individuals and aggregations revealed a cohesive tendency among groups, compared to solitaries and in pairs. Therefore, the present VTOL drone surveys both elucidated some social aspects of the study population and confirmed the efficacy of these standardized research protocols involving automated, programmed, and repeatable flight missions. Full article
(This article belongs to the Special Issue Drone Advances in Wildlife Research)
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23 pages, 7485 KiB  
Article
Bibliometric Analysis for Carbon Neutrality with Hotspots, Frontiers, and Emerging Trends between 1991 and 2022
by Guofeng Wang, Rui Shi, Wei Cheng, Lihua Gao and Xiankai Huang
Int. J. Environ. Res. Public Health 2023, 20(2), 926; https://doi.org/10.3390/ijerph20020926 - 4 Jan 2023
Cited by 6 | Viewed by 2810
Abstract
The proposal of carbon neutrality is a manifestation of actively responding to global warming and sustainable development, which means all greenhouse gases achieve near-zero emissions. China is also fulfilling its national mission in this regard. This paper collected 4922 documents from the “Web [...] Read more.
The proposal of carbon neutrality is a manifestation of actively responding to global warming and sustainable development, which means all greenhouse gases achieve near-zero emissions. China is also fulfilling its national mission in this regard. This paper collected 4922 documents from the “Web of Science Core Database” and used Citespace (6.1.R2 Advanced) and Vosviewer (1.6.18) software and Bibliometrix functions to carry out descriptive statistics on the number of publications, cooperation mechanisms, and keyword hotspots, finding that the literature mainly focused on China’s carbon neutrality, carbon emissions, energy efficiency, sustainable development, and other related topics in the past two years. Further, the 2060 carbon neutrality action plan for China is discussed, focusing on the implementation plan and technical route and proposing the corresponding plans. The purpose of this paper is to accelerate the pace of China’s achievement of this goal and to provide feasible solutions and pathways to its achievement through insight into global carbon neutrality hotspots and new trends. Full article
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24 pages, 18118 KiB  
Article
Advances in Ionospheric Space Weather by Using FORMOSAT-7/COSMIC-2 GNSS Radio Occultations
by Jann-Yenq Liu, Chien-Hung Lin, Panthalingal Krishnanunni Rajesh, Chi-Yen Lin, Fu-Yuan Chang, I-Te Lee, Tzu-Wei Fang, Dominic Fuller-Rowell and Shih-Ping Chen
Atmosphere 2022, 13(6), 858; https://doi.org/10.3390/atmos13060858 - 24 May 2022
Cited by 23 | Viewed by 3812
Abstract
This paper provides an overview of the contributions of the space-based global navigation satellite system (GNSS) radio occultation (RO) measurements from the FORMOSAT-7/COSMIC2 (F7/C2) mission in advancing our understanding of ionospheric plasma physics in the purview of space weather. The global positioning system [...] Read more.
This paper provides an overview of the contributions of the space-based global navigation satellite system (GNSS) radio occultation (RO) measurements from the FORMOSAT-7/COSMIC2 (F7/C2) mission in advancing our understanding of ionospheric plasma physics in the purview of space weather. The global positioning system (GPS) occultation experiment (GOX) onboard FORMOSAT-3/COSMIC (F3/C), with more than four and half million ionospheric RO soundings during April 2006–May 2020, offered a unique three-dimensional (3D) perspective to examine the global electron density distribution and unravel the underlying physical processes. The current F7/C2 carries TGRS (Tri-GNSS radio occultation system) has tracked more than 4000 RO profiles within ±35° latitudes per day since 25 June 2019. Taking advantage of the larger number of low-latitude soundings, the F7/C2 TGRS observations were used here to examine the 3D electron density structures and electrodynamics of the equatorial ionization anomaly, plasma depletion bays, and four-peaked patterns, as well as the S4 index of GNSS signal scintillations in the equatorial and low-latitude ionosphere, which have been previously investigated by using F3/C measurements. The results demonstrated that the denser low-latitude soundings enable the construction of monthly global electron density maps as well the altitude-latitude profiles with higher spatial and temporal resolution windows, and revealed longitudinal and seasonal characteristics in greater detail. The enhanced F7/C2 RO observations were further applied by the Central Weather Bureau/Space Weather Operation Office (CWB/SWOO) in Taiwan and the National Oceanic and Atmospheric Administration/Space Weather Prediction Center (NOAA/SWPC) in the United States to specify the ionospheric conditions for issuing alerts and warnings for positioning, navigation, and communication customers. A brief description of the two models is also provided. Full article
(This article belongs to the Special Issue Advances in GNSS Radio Occultation Technique and Applications)
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24 pages, 1905 KiB  
Article
Energy Community in Action—Energy Citizenship Contract as Tool for Climate Neutrality
by Rossella Roversi, Andrea Boeri, Serena Pagliula and Giulia Turci
Smart Cities 2022, 5(1), 294-317; https://doi.org/10.3390/smartcities5010018 - 6 Mar 2022
Cited by 15 | Viewed by 5165
Abstract
Cities are responsible for 65% of energy consumption and for the 70% of CO2 emissions. Incisive actions are fundamental to bring cities towards climate neutrality by 2050 working by and for the citizens. For this reason, the “100 climate-neutral cities Mission” anticipates [...] Read more.
Cities are responsible for 65% of energy consumption and for the 70% of CO2 emissions. Incisive actions are fundamental to bring cities towards climate neutrality by 2050 working by and for the citizens. For this reason, the “100 climate-neutral cities Mission” anticipates the target of climate neutrality by 2030. The objective of this paper, developed within the H2020 GRETA project—GReen Energy Transition Actions (GA101022317), is to investigate energy communities and climate city contracts as key interventions to face the ambitious goal of implementing citizens-centered and climate-neutral cities. To achieve this objective, this paper is structured as follows: (1) an updated framework of European and Italian legislation concerning energy communities; (2) an overview of climate city contracts’ definition and key aspects; (3) a selection and analysis of energy communities’ case studies; (4) a description of already developed pilot climate city contracts. The results provide more advanced knowledge about EU energy communities strategies and about the possible contractual agreements that can guarantee commitment between parties and can allow the active participation of citizens in the energy system. The lessons learned contribute to the application in the GRETA Italian case study, whose first participation activities are also described in the paper. Full article
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35 pages, 21555 KiB  
Article
Modeling the Effects of Explicit Urban Canopy Representation on the Development of Thunderstorms above a Tropical Mega City
by José Luis Flores-Rojas, Augusto José Pereira-Filho, Hugo Abi Karam, Felipe Vemado, Valéry Masson and Fey Yamina Silva-Vidal
Atmosphere 2019, 10(7), 356; https://doi.org/10.3390/atmos10070356 - 27 Jun 2019
Cited by 2 | Viewed by 3956
Abstract
The effects of an explicit three dimensional (3D) urban canopy representation on the development of convective thunderstorms were analyzed with the tropical town energy budget (tTEB) scheme integrated into the advanced regional prediction system (ARPS). The study provides a detailed description of the [...] Read more.
The effects of an explicit three dimensional (3D) urban canopy representation on the development of convective thunderstorms were analyzed with the tropical town energy budget (tTEB) scheme integrated into the advanced regional prediction system (ARPS). The study provides a detailed description of the procedure to couple the system ARPS-tTEB and analyzed the simulation results of the 12 January 2015 sea-breeze event that developed a severe thunderstorm above the metropolitan area of São Paulo (MASP), Brazil. The simulation used realistic boundary and initial conditions from the Global Forecast System (GFS) and sea surface temperature (SST) from the Tropical Rainfall Measurement Mission (TRMM). The system ARPS-tTEB runs of up to 3 km horizontal resolution were carried out with high resolution topography features and land-use types currently available for Southeastern Brazil. The simulated spatial distribution of precipitation was verified against the Climate Prediction Center Morphing Technique (CMORPH), the Global Precipitation Measurement (GPM) and the São Paulo weather radar (SPWR) precipitation estimates by indexes scores. Time series of grid precipitation estimates (ARPS-tTEB and SPWR) and point measurements (rain gauges) were evaluated with a Bayesian statistical method. Results indicate that the urban area of the MASP modulates the precipitation spatial distribution over it. Furthermore, phase and amplitude precipitation accuracy increased with the 3D urban canyon and the urban energy budget scheme in relationship to control runs without urban environment effects. Full article
(This article belongs to the Special Issue Turbulence in Atmospheric Boundary Layers)
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22 pages, 15172 KiB  
Article
Accuracy Assessment of Landform Classification Approaches on Different Spatial Scales for the Iranian Loess Plateau
by Tanja Kramm, Dirk Hoffmeister, Constanze Curdt, Sedigheh Maleki, Farhad Khormali and Martin Kehl
ISPRS Int. J. Geo-Inf. 2017, 6(11), 366; https://doi.org/10.3390/ijgi6110366 - 16 Nov 2017
Cited by 48 | Viewed by 7505
Abstract
An accurate geomorphometric description of the Iranian loess plateau landscape will further enhance our understanding of recent and past geomorphological processes in this strongly dissected landscape. Therefore, four different input datasets for four landform classification methods were used in order to derive the [...] Read more.
An accurate geomorphometric description of the Iranian loess plateau landscape will further enhance our understanding of recent and past geomorphological processes in this strongly dissected landscape. Therefore, four different input datasets for four landform classification methods were used in order to derive the most accurate results in comparison to ground-truth data from a geomorphological field survey. The input datasets in 5 m and 10 m pixel resolution were derived from Pléiades stereo satellite imagery and the “Shuttle Radar Topography Mission” (SRTM), and “Advanced Spaceborne Thermal Emission and Reflection Radiometer” (ASTER GDEM) datasets with a spatial resolution of 30 m were additionally applied. The four classification approaches tested with this data include the stepwise approach after Dikau, the geomorphons, the topographical position index (TPI) and the object based approach. The results show that input datasets with higher spatial resolutions produced overall accuracies of greater than 70% for the TPI and geomorphons and greater than 60% for the other approaches. For the lower resolution datasets, only accuracies of about 40% were derived, 20–30% lower than for data derived from higher spatial resolutions. The results of the topographic position index and the geomorphons approach worked best for all selected input datasets. Full article
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