Channel estimation - PowerPoint PPT Presentation


Channel Design

Channel design involves creating a plan for the efficient distribution and movement of products and services from the producer to the customer. This process includes determining the channel flow, identifying channel members, setting channel objectives, and developing a channel strategy.

0 views • 13 slides


Sales Leadership Management

Marketing channel decisions play a crucial role in the success or failure of products in both B2C and B2B markets. This chapter explores the importance of effective channel management, types of channels, the role of intermediaries in streamlining transactions, and the distinction between marketing c

1 views • 18 slides



Understanding Channel Design in Marketing

Channel design involves planning the distribution of products and services from producers to customers through different business entities or individuals. It encompasses elements like channel flow, channel members, objectives, alternatives, and strategy. Successful channel design aligns with busines

0 views • 13 slides


ML-Aided Channel Classification for WLAN Optimization

The paper discusses using machine learning to classify IEEE channel models and improve WLAN performance. It demonstrates how neural networks can accurately classify channel types, leading to efficient beamforming and signal processing. Simulation results show the classification performance even at l

0 views • 12 slides


Bayesian Estimation and Hypothesis Testing in Statistics for Engineers

In this course on Bayesian Estimation and Hypothesis Testing for Engineers, various concepts such as point estimation, conditional expectation, Maximum a posteriori estimator, hypothesis testing, and error analysis are covered. Topics include turning conditional PDF/PMF estimates into one number, es

1 views • 16 slides


Estimation Clipboard 68 and New Esti-Mysteries Resources

Dive into Estimation Clipboard 68 and explore new Esti-Mysteries and Number Sense resources for everyday use in the classroom. Discover engaging activities and tools designed by Steve Wyborney to enhance mathematical learning experiences. Watch the instructional video, solve the bear estimation chal

0 views • 4 slides


Project Cost Estimation: Methods and Factors

Project cost estimation involves valuing all monetary aspects necessary for planning, implementing, and monitoring a project. This includes various entrants such as preliminary investigation costs, design fees, construction expenses, and more. The purpose of cost estimation is to determine work volu

1 views • 44 slides


Using the Estimation Clipboard in the Classroom

Explore tips for effectively using the Estimation Clipboard in the classroom to engage students in mathematical reasoning and estimation activities. The process involves inviting students to share estimates, encouraging written estimates and discussions, and revealing answers to promote engagement a

0 views • 5 slides


3D Human Pose Estimation Using HG-RCNN and Weak-Perspective Projection

This project focuses on multi-person 3D human pose estimation from monocular images using advanced techniques like HG-RCNN for 2D heatmaps estimation and a shallow 3D pose module for lifting keypoints to 3D space. The approach leverages weak-perspective projection assumptions for global pose approxi

0 views • 8 slides


IEEE 802.11-20/0456r0: Transmission EVM Requirements for 4k QAM

The document discusses the tradeoff between error vector magnitude (EVM) and transmission power in the context of 4k QAM modulation. It explores the EVM requirements for 4k QAM and addresses issues such as channel estimation errors, modulation and coding scheme (MCS) parameters, and degradation with

0 views • 11 slides


Dealing with Range Anxiety in Mean Estimation

Dealing with range anxiety in mean estimation involves exploring methods to improve accuracy when estimating the mean value of a random variable based on sampled data. Various techniques such as quantile truncation, quantile estimation, and reducing dynamic range are discussed. The goal is to reduce

2 views • 12 slides


Successful Channel Modification Techniques and Benefits

Channel modification projects aim to accelerate the recovery of stable, sustainable channel forms in dynamic balance with sediment, large wood, and flow regimes. Successful modifications lead to improved habitat quality, stability, and diversity, benefiting sediment transport and riparian zones. Phy

0 views • 15 slides


Effective Channel Management Decisions for Marketing Success

The success of marketing channels lies in making right channel design decisions and effectively implementing them through channel management decisions. From selecting channel members to training and motivating them, companies must focus on building strong partnerships to drive success in the competi

5 views • 6 slides


Understanding Channel Conflict in Marketing

Channel conflict in marketing refers to disputes between different channel partners, such as manufacturers, wholesalers, and retailers, that impact business operations and goals. These conflicts can arise at different levels within the distribution channel, leading to issues like price wars, custome

0 views • 7 slides


Estimation Puzzle: How Many Blue Rocks in the Vase?

A fun estimation challenge where clues are provided to narrow down the possibilities of the number of blue rocks in a vase. By using critical thinking and estimation skills, participants deduce that there are 65 blue rocks in the vase. Test your estimation abilities with engaging visual clues and de

0 views • 6 slides


Estimation of Dead-Time Loss for Neutron Count-Rates

This study discusses the estimation of dead-time loss for high neutron count-rates and the associated multiplicity correction using multi-channel list-mode data. The numerical method for high count-rate dead-time correction in neutron multiplicity counting is described, focusing on the use of multi-

0 views • 6 slides


The THz Channel Model in Wireless Data Center

This contribution presents preliminary THz channel modeling results for future wireless data center scenarios. Ray tracing simulations are conducted for various channel types, utilizing RMS delay spread and RMS angular spread to measure multipath richness. A stochastic channel model is developed and

0 views • 33 slides


Dual-Pol Observations in NW Environment OLYMPEX Planning Meeting

The OLYMPEX planning meeting in Seattle on January 22, 2015 discussed the contribution of polarimetric S-band radar in rain estimation systems targeted by OLYMPEX. The use of specific differential phase (Kdp) helps in minimizing assumptions about drop size distribution, convective/stratiform distinc

1 views • 15 slides


Fermi Problems and Estimation Techniques in Science

Understand Enrico Fermi's approach to problem-solving through estimation in science as demonstrated by Fermi Problems. These problems involve making educated guesses to reach approximate answers, fostering creativity, critical thinking, and estimation skills. Explore the application of Fermi Problem

0 views • 23 slides


Foundations of Parameter Estimation and Decision Theory in Machine Learning

Explore the foundations of parameter estimation and decision theory in machine learning through topics such as frequentist estimation, properties of estimators, Bayesian parameter estimation, and maximum likelihood estimator. Understand concepts like consistency, bias-variance trade-off, and the Bay

0 views • 15 slides


Software Development Cost Estimation Best Practices

Explore key principles and techniques for accurate cost estimation in software development projects. Discover the importance of the 5WHH principle, management spectrum, critical practices, resource estimation, estimation options, and decomposition techniques for improved project planning. Learn abou

0 views • 40 slides


Understanding Estimation and Statistical Inference in Data Analysis

Statistical inference involves acquiring information and drawing conclusions about populations from samples using estimation and hypothesis testing. Estimation determines population parameter values based on sample statistics, utilizing point and interval estimators. Interval estimates, known as con

0 views • 41 slides


Advances in Tropical Cyclone Radar Rainfall Estimation

Reviewing past methods and introducing new tools for radar rainfall estimation in tropical cyclones. Discusses advancements in Dual Polarization rainfall estimation and NSSL's National Mosaic & Multi-Sensor Quantitative Precipitation Estimation. Includes insights on reflectivity-to-rainfall relation

0 views • 28 slides


Enhancing Secure Channel Estimation with Zero-Padded Waveforms in IEEE 802.11-17

Secure channel estimation is crucial for protecting against attackers in wireless networks. This document discusses the use of zero-padded waveforms to safeguard ranging waveforms and mitigate CP-replay threats in IEEE 802.11-17 standard, enhancing security and performance in channel estimation.

0 views • 12 slides


Introduction to Statistical Estimation in Machine Learning

Explore the fundamental concepts of statistical estimation in machine learning, including Maximum Likelihood Estimation (MLE), Maximum A Posteriori (MAP), and Bayesian estimation. Learn about key topics such as probabilities, interpreting probabilities from different perspectives, marginal distribut

0 views • 23 slides


Proposal for Improved Channel Access Efficiency in IEEE 802.11 Networks

The proposal addresses the inefficiencies in utilizing secondary channels in IEEE 802.11 networks, aiming to enhance access to wideband channels (>20 MHz) when the primary channel is busy. It introduces a mechanism for APs and STAs to access available secondary channels while the primary channel is

0 views • 7 slides


IEEE 802.11-24/0070r1 Presentation on Non-Primary Channel Access

This presentation discusses the concept of using secondary channels for PPDU transmission in IEEE 802.11 networks to improve efficiency in large bandwidth scenarios. It covers topics such as channel access, backoff mechanisms, and channel switching thresholds. Design principles emphasize minimal imp

0 views • 15 slides


Wireless Communication Evaluation Results and Channel Characteristics Analysis

This content discusses TDCP evaluation results in Ericsson RAN1, comparing precoding based on reciprocity versus CSI feedback. It also explores autocorrelation versus Doppler shift, Doppler spread estimation based on channel peaks, and proposed descriptions for AltA and AltB methods. The analysis de

0 views • 6 slides


Enhanced Distributed Channel Access (EDCA) for Non-Primary Channel in IEEE 802.11

Discussion on implementing EDCA for Non-Primary Channel Access (NPCA) in IEEE 802.11, focusing on mitigating frame collisions and enhancing medium efficiency. Various considerations for EDCA procedure on the Non-Primary Channel (NPCH) are explored to optimize channel access and reduce wastage. Topic

0 views • 13 slides


IEEE 802.11-23/1935r0 - Secondary Channel Usage Discussions

Explore the discussions on secondary channel usage in IEEE 802.11-23/1935r0, including topics like RU index, BW negotiation, avoiding medium synchronization loss, and single/multiple secondary backoff 20MHz channels. Discover insights on non-primary backoff 20MHz channel locations, transitioning del

0 views • 15 slides


Understanding Two-Stage Local Linear Least Squares Estimation

This presentation by Prof. Dr. Jos LT Blank delves into the application of two-stage local linear least squares estimation in Dutch secondary education. It discusses the pros and cons of stochastic frontier analysis (SFA) and data envelopment analysis (DEA), recent developments in local estimation t

0 views • 24 slides


Cognitive Passive Estimation of Available Bandwidth in Overlapped IEEE 802.11 WiFi WLANs

Efficient bandwidth estimation is crucial for network management and QoS applications, with cognitive passive methods offering insights without additional traffic loads. This research explores the impact of control messaging overhead, network topology, channel usage, hidden/exposed terminals, and pa

0 views • 13 slides


Zero-Padded Waveform for Secure Channel Estimation in IEEE 802.11-17

Security is a vital aspect in IEEE 802.11az, particularly in secure ranging applications. This document introduces zero-padded waveforms to protect channel estimation against attackers aiming to manipulate the range of STAs. The proposal outlines requirements, including the need to eliminate predict

0 views • 12 slides


Channel Generation Process for IEEE 802.11aj (45GHz) Based on Channel Measurement

This presentation by Haiming Wang and team from SEU/CWPAN discusses the process of channel realization and generation in the 45 GHz bandwidth. It covers the generation of the channel impulse response, modeling of parameters, statistical measurements, and future work related to the 802.11ad standard.

0 views • 27 slides


Advanced Gaze Estimation Techniques: A Comprehensive Overview

Explore advanced gaze estimation techniques such as Cross-Ratio based trackers, Geometric Models of the Eye, Model-based Gaze Estimation, and more. Learn about their pros and cons, from accurate 3D gaze direction to head pose invariance. Discover the significance of Glint, Pupil, Iris, Sclera, and C

0 views • 40 slides


IEEE 802.11-15/0364: Channel Estimation Considerations in Wi-Fi Standards

Channel estimation in IEEE 802.11 standards, such as 11n, 11ac, and 11ax, is crucial for efficient MIMO systems. The noise impact during data reception affects the quality of the channel estimate, leading to SNR reduction post-equalizer. Techniques like channel smoothing and averaging of training se

0 views • 11 slides


Managing Channel Information for Wireless Communication Systems

This document from September 2015 discusses issues related to updating channel information in wireless communication systems, focusing on MU-MIMO and TxBF precoding techniques. It explains the challenges of channel aging, the importance of refreshing channel information, and the impact of different

0 views • 16 slides


Enhancing Bandwidth of Channel State Information (CSI) for Wireless Sensing Applications

This submission delves into the necessity of expanding the bandwidth of Channel State Information (CSI) in wireless environments to cater to the demands of time-sensitive wireless sensing applications. It explores the implications of high-bandwidth CSI on enhancing wireless channel understanding, ac

0 views • 12 slides


Understanding the Black-Scholes Formula and Volatility Estimation

The Black-Scholes formula, developed by Dr. Fernando Diz, is a widely used model for pricing options. This formula calculates the theoretical price of an option based on various inputs, with volatility being a key factor. Volatility estimation can be done through historical or implied methods, each

0 views • 18 slides


Decoupling Channel Training Length for EHT Evaluation in IEEE 802.11 - 20/0486r0

Evaluation of decoupling channel training length from the number of streams for EHT in IEEE 802.11. The impact of noise on channel estimation error in data symbol detection is assessed, highlighting techniques for noise improvement. Further insights into 11ax training sequences are provided, along w

0 views • 13 slides