Search Results - "Ahmed, Nisar R"
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COMPASS: Computations for Orientation and Motion Perception in Altered Sensorimotor States
Published in Frontiers in neural circuits (15-10-2021)“…Reliable perception of self-motion and orientation requires the central nervous system (CNS) to adapt to changing environments, stimuli, and sensory organ…”
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Exact and Approximate Heterogeneous Bayesian Decentralized Data Fusion
Published in IEEE transactions on robotics (01-04-2023)“…In Bayesian peer-to-peer decentralized data fusion, the underlying distributions held locally by autonomous agents are frequently assumed to be over the same…”
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3
Optimal Continuous State POMDP Planning With Semantic Observations: A Variational Approach
Published in IEEE transactions on robotics (01-12-2019)“…This article develops novel strategies for optimal planning with semantic observations using continuous state partially observable Markov decision processes…”
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Competency Assessment for Autonomous Agents using Deep Generative Models
Published in 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (23-10-2022)“…For autonomous agents to act as trustworthy partners to human users, they must be able to reliably communicate their competency for the tasks they are asked to…”
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Conference Proceeding -
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Conservative Filtering for Heterogeneous Decentralized Data Fusion in Dynamic Robotic Systems
Published in 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (23-10-2022)“…This paper presents a method for Bayesian multi-robot peer-to-peer data fusion where any pair of autonomous robots hold non-identical, but overlapping parts of…”
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Conference Proceeding -
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Non-Linear Heterogeneous Bayesian Decentralized Data Fusion
Published in 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (01-10-2023)“…The factor graph decentralized data fusion (FG-DDF) framework was developed for the analysis and exploitation of conditional independence in heterogeneous…”
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Conference Proceeding -
7
Fast Consistent Chernoff Fusion of Gaussian Mixtures for Ad Hoc Sensor Networks
Published in IEEE transactions on signal processing (01-12-2012)“…This correspondence examines the Chernoff rule for robust decentralized fusion of non-Gaussian pdfs in dynamic ad hoc sensor networks. Although theoretically…”
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8
Unified Terrain Mapping Model With Markov Random Fields
Published in IEEE transactions on robotics (01-04-2015)“…A terrain mapping model is proposed using a generalized Markov random field (MRF) representation. Unlike previous work, the proposed MRF can fully represent…”
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Learning to Forecast Aleatoric and Epistemic Uncertainties over Long Horizon Trajectories
Published in 2023 IEEE International Conference on Robotics and Automation (ICRA) (29-05-2023)“…Giving autonomous agents the ability to forecast their own outcomes and uncertainty will allow them to communicate their competencies and be used more safely…”
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Conference Proceeding -
10
Heterogeneous Decentralized Fusion Using Conditionally Factorized Channel Filters
Published in 2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI) (14-09-2020)“…This paper studies a family of heterogeneous Bayesian decentralized data fusion problems. Heterogeneous fusion considers the set of problems in which either…”
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Conference Proceeding -
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Data Fusion-Aware Motion Planning for Ad Hoc Robotic Search Teams
Published in 2021 IEEE International Symposium on Safety, Security, and Rescue Robotics (SSRR) (25-10-2021)“…This paper develops a novel algorithmic motion planning approach that allows privately-owned volunteer robotic equipment, which might otherwise remain unused,…”
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Conference Proceeding -
12
Bayesian Multicategorical Soft Data Fusion for Human-Robot Collaboration
Published in IEEE transactions on robotics (01-02-2013)“…This paper considers Bayesian data fusion of conventional robot sensor information with ambiguous human-generated categorical information about continuous…”
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13
GPS-limited cooperative localization using scalable approximate decentralized data fusion
Published in 2018 IEEE/ION Position, Location and Navigation Symposium (PLANS) (01-04-2018)“…This work addresses the problem of communication-based autonomous vehicle cooperative inertial navigation and localization in GPS-challenged environments…”
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Conference Proceeding -
14
Exact and Approximate Heterogeneous Bayesian Decentralized Data Fusion
Published 29-01-2024“…IEEE Transactions on Robotics 2023 In Bayesian peer-to-peer decentralized data fusion, the underlying distributions held locally by autonomous agents are…”
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15
Conservative Filtering for Heterogeneous Decentralized Data Fusion in Dynamic Robotic Systems
Published 14-03-2022“…2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) This paper presents a method for Bayesian multi-robot peer-to-peer data fusion…”
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16
Factor Graphs for Heterogeneous Bayesian Decentralized Data Fusion
Published in 2021 IEEE 24th International Conference on Information Fusion (FUSION) (01-11-2021)“…This paper explores the use of factor graphs as an inference and analysis tool for Bayesian peer-to-peer decentralized data fusion. We propose a framework by…”
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Conference Proceeding -
17
Dynamic Competency Self-Assessment for Autonomous Agents
Published 02-03-2023“…As autonomous robots are deployed in increasingly complex environments, platform degradation, environmental uncertainties, and deviations from validated…”
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18
Learning to Forecast Aleatoric and Epistemic Uncertainties over Long Horizon Trajectories
Published 16-02-2023“…Giving autonomous agents the ability to forecast their own outcomes and uncertainty will allow them to communicate their competencies and be used more safely…”
Get full text
Journal Article -
19
Factor Graphs for Heterogeneous Bayesian Decentralized Data Fusion
Published 24-06-2021“…021 IEEE 24th International Conference on Information Fusion (FUSION), Sun City, South Africa, 2021 This paper explores the use of factor graphs as an…”
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Decentralized Gaussian Mixture Fusion through Unified Quotient Approximations
Published 09-07-2019“…This work examines the problem of using finite Gaussian mixtures (GM) probability density functions in recursive Bayesian peer-to-peer decentralized data…”
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