WISK, a workload-aware learned index that combines spatial and keyword queries to efficiently retrieve objects. It integrates spatial and textual indexes and considers query workload information.

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Explore the concept of Coordinated Spatial Reuse (C-SR) in IEEE 802.11 networks, a scheme where multiple access points (APs) transmit data simultaneously to reduce interference and enhance resource utilization. Learn about the definition, benefits, and necessary components for successful C-SR operat

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This case study focuses on comparing the cost and greenhouse gas emissions savings of local processing and reuse of Construction and Demolition Waste (CDW) materials versus sending them to landfills. By developing a prototype cost and GHG savings calculator, the aim is to showcase the potential of e

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This contribution explores Coordinated Spatial Reuse (Co-SR) as a potential multi-AP feature for the IEEE 802.11bn standard. It discusses the trade-offs, proposes a method for downlink channel access, and evaluates its impact on goodput and packet delivery delay. The background highlights the gains

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Evaluation of power control schemes for Coordinated Spatial Reuse (CSR) in IEEE 802.11-24, comparing benefits with and without power control. Results show gains in throughput and SINR with different CSR schemes and considerations for shared access points. Concerns and insights shared on the effectiv

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fMRI data analysis involves coregistration and spatial normalization to align functional and structural images, reduce variability, and prepare data for statistical analysis. Coregistration aligns images from different modalities within subjects, while spatial normalization achieves precise anatomic

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Coregistration and Spatial Normalization are essential steps in fMRI data preprocessing to ensure accurate alignment of functional and structural images for further analysis. Coregistration involves aligning images from different modalities within the same individual, while spatial normalization aim

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This paper introduces the Localised Adaptive Spatial-Temporal Graph Neural Network model, focusing on the importance of spatial-temporal data modeling in graph structures. The challenges of balancing spatial and temporal dependencies for accurate inference are addressed, along with the use of distri

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Spatial data mining involves uncovering valuable patterns from extensive spatial datasets, offering insights into historical events, environmental phenomena, and predictive analytics. Examples range from analyzing disease outbreaks to predicting habitat suitability for endangered species. The applic

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Cutting-edge research in 3D scene analysis focuses on sequenced predictions over points and regions for comprehensive spatial understanding. The approach involves contextual classification, overcoming limitations of classical graphical models through innovative inference machines that prioritize tra

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This presentation by Xiaozhi Yu introduces the fundamentals of spatial database systems, covering topics such as spatial data types, relationships, system architecture, modeling, and organizing underlying spaces. It delves into the importance of integrating geometry into DBMS data models, spatial in

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Spatial distortion artifacts in EPI sequences (BOLD or DWI) due to slow sampling rates in the phase encoding direction can be corrected using B0/spatial field mapping techniques. This correction requires obtaining field maps under the same B0 shimming conditions and with identical FoV and adjustment

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Spatial analysis in GIS involves modeling geographic problems, processing data, and exploring results to understand spatial relationships, patterns, and suitability for various purposes. GIS tools offer unique capabilities for handling geographically referenced data, data entry, storage, manipulatio

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Spatial reference systems play a crucial role in defining geographic parameters and coordinate systems for mapping. They consist of components like orientation, latitude, longitude, and elevation, which help in representing spatial properties on maps. Reference surfaces such as the Geoid and ellipso

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Coordinated Spatial Reuse (C-SR) is a Multi-AP transmission technique proposed for UHR networks that enhances efficiency by utilizing RSSI or pathloss feedback instead of complete CSI. This document introduces an efficient protocol for C-SR, focusing on a unified approach for better implementation.

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This document presents the Coordinated Spatial Reuse (CSR) procedure in IEEE 802.11-20/0410r4, focusing on the transmission schemes and necessary information for effective spatial reuse. It outlines the topology of CSR environments, acquisition of information for CSR, CSR capability announcement by

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Explore spatial analysis techniques for efficient route planning, site selection, pattern identification, and value prediction in the context of spatial planning. Learn about surface modeling, relationships among features, and the importance of spatial modeling in addressing geographical problems.

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A geographic information system (GIS) is a powerful tool for capturing, storing, analyzing, and presenting spatial data. This training program explores the fundamentals of GIS, including software and hardware components, data considerations, and the importance of people and policies in utilizing GIS

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Explore the concepts of GIS data models including vector vs. raster, spatial relationships, spatial operations, and representation of real-world entities in a spatial database. Understand how spatial data models are used to manipulate spatially-referenced information and define the spatial location

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The document discusses Coordinated Spatial Reuse (C-SR) in IEEE 802.11 networks, focusing on downlink transmission. C-SR is a multi-AP coordination scheme aimed at enhancing spectrum efficiency by reusing time/frequency resources among multiple Basic Service Sets (BSSs). The procedure is divided int

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Explore the concept of spatial autocorrelation, its implications in geostatistical analysis, and the importance of detecting and interpreting it correctly. Learn about auto-correlation, signal components, correlation significance, and measuring autocorrelation using tools like Moran's I. Gain insigh

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Enhancing GIS practices in Samoa involves establishing a Samoa GIS User Group, improving spatial data management, developing a national spatial data infrastructure framework, and implementing GIS applications in various sectors like emergency response, public access, and natural resource management.

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The document discusses various spatial relation switching requirements for uplink scenarios in the 3GPP NR RAN Plenary Meeting. It covers agreement points related to UL SRS, PUCCH, P-SRS, and DL-RS, defining delay requirements and known conditions for spatial relation switching. The agreements provi

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The document discusses spatial stream allocation in IEEE 802.11-20 trigger frames, specifically focusing on the SS Allocation subfield. It explains how trigger frames allocate resources for TB PPDU transmissions and solicit User Info fields, detailing the RU Allocation and SS Allocation subfields. T

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Analysis of overhead components impacting the performance of Coordinated Spatial Reuse (Co-SR) in IEEE 802.11-23 standard for wireless communication. Evaluation of MAC overhead, negotiation and measurement phases, and frames in the negotiation phase. Discussion on the impact of overhead on Co-SR per

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This content delves into the intricacies of temporal and spatial information models, covering concepts such as existence, presence, and spatiotemporal relationships. It explores how entities are identified, events are witnessed, and durations are defined within these models. The interplay between ti

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The document discusses the concept of Coordinated Spatial Nulling (C-SN) in IEEE 802.11-24/0012r0, focusing on spatial nulling feedback, synchronization needs, advantages of partial nulling, and comparison of half-coordinated versus fully coordinated scenarios. Simulation results are presented, anal

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Explore the integration of relational databases with QGIS to facilitate efficient spatial data analysis. Discover the importance of recognizing spatial relationships within data sets and the solutions to enhance QGIS for relational datasets. Overcome challenges and delve into the intersection and su

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Preliminary findings from a project funded by the Institute for Museum and Library Services led by Drs. Ixchel Faniel and Elizabeth Yakel delve into the intersection of data reuse and digital preservation in quantitative social science, archaeology, and zoology. The research focuses on identifying t

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The Society for the Preservation of Natural History Collections conducted a project funded by IMLS to study data reuse and digital preservation in academic disciplines. The research team explored significant properties of social science, archaeological, and zoological data for effective preservation

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Null steering in wireless technology allows devices to place spatial radiation nulls towards non-served STAs for interference suppression, improving spatial reuse and mitigating inter-cell interference. This document discusses null steering-related proposals in EHT, including challenges, benefits, a

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Exploring the microbial aspects of reclaimed water and wastewater reuse is crucial for public health. Pathogenic microorganisms present in wastewater, such as bacteria, viruses, and parasites, can lead to gastrointestinal and systemic illnesses in humans. Proper removal and inactivation of these pat

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Drivers for indirect potable reuse include water stress, population growth, industrial development, droughts, and climate change. Other drivers for water reuse encompass conservation, environmental enhancement, pollution abatement, and regulatory policies. Rising water rates and costs of imported wa

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Achieving consistent reclaimed water quality requires proper treatment strategies, technical controls, online monitoring, and operational controls. The design principles focus on elements like monitoring, attenuation, retention, and blending to ensure water quality for various reuse applications. Wa

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Proposal discusses the suitability of MIMO for IMMW transmission under different scenarios. The analysis focuses on the number of spatial streams based on channel rank and quality, recommending dual-polarization for LOS paths supporting 2 spatial streams and spatial separation for larger devices sup

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The study focuses on assessing the performance of parameterized spatial reuse (PSR) with coordinated beamforming/null steering for IEEE 802.11be. The framework allows coordinated sharing of uplink transmission opportunities among APs, demonstrating gains in synchronous coordinated beamforming system

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The document discusses the performance evaluation of coordinated beamforming with parameterized spatial reuse (PSR) in IEEE 802.11be. It explores the practical operation of the 802.11ax PSR framework with null steering and the key implementation benefits, emphasizing unsynchronized operation and ada

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In this study by Mikko Harju, Juuso Liesi, and Kai Virtanen from Aalto University, the focus is on spatial decision analysis for scenarios where decision alternatives have varying consequences across a geographical region. The research delves into the significance of spatial value functions in repre

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ICAR KRISHI Geo-Portal is a digital platform aiming to facilitate spatial agricultural data generation, compilation, visualization, and analysis. It hosts spatial databases, provides map services, and allows data sharing across platforms. The portal, developed using open-source technologies, offers

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Evaluation of Coordinated Spatial Reuse (SR) in a 4AP scenario for IEEE 802.11-23/1972r1 in November 2023. The study focuses on improving throughput in multiple BSS environments through coordinated SR. The simulation parameters include AWGN channel, pathloss exponent, noise figure, and other key fac

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