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10 interesting use cases of the K-means algorithm

term frequency to identify common terms for document categorization. The document vectors are then clustered to identify similarities in the document group. Here is a case of K-means algorithm implementation for document classification. 2. Item Transfer Optimization Using the combination of K-means algorithm to find the best transmitting location and genetic algorithm of UAV to solve the traveling route problem, optimize the

Installation of PX4 ground station Qgroundcontrol under Ubuntu

1. IntroductionIt is believed that many of the friends who play open source drones have a drone on their hands, rather than just staying in theoretical learning and program learning. Flying their own assembled UAV is fun, then this article introduces the installation of the essential ground station software Qgroundcontrol to play UAV, of course, can also use Mission Planner ground station. QGC and both can

[Zhan Xiang matrix theory exercise reference] exercise 1.13

Label: Style Color SP on BS amp AD Size nbsp 13. (Li-Poon) proof: Each real matrix can be written as a linear combination of $4 $ real positive matrix, that is, if $ A $ is a real matrix, the real positive matrix $ q_ I $ and the real number $ r_ I $, $ I = 1, 2, 4 $, make $ \ Bex a = r_1q_1 + r_2q_2 + r_3q_3 + r_4q_4. \ EEx $ Proof: (1 ). first, it is proved that the spectral norm of $ A $ is the maximum singular value of $ A $. in fact, $ \ beex \ Bea \ Sen {A} _ \ infty ^ 2 =\ Max _ {\

[UVA] Pixhawk's Attitude Solution (4) _ Supplementary article

Version:pixhawkIde:eclipse Juno (Windows)Iv. Basic KnowledgeIn the early stage of multi-rotor UAV, it is necessary to understand its aerodynamic layout and complex dynamic model, then the attitude calculation and controller design. In order to realize the attitude estimation of the precision four-rotor aircraft, the first is to understand the reasons for the existence of the data and the errors, then the various mathematical operations (all based on

English-version Introduction of My graduation Project

W10d4Autonomous Landing of a quadrotor UAVOn intended TargetKeywords: Computer Vision; path-planning; Quadrotor UAV;SHU-WPI International Joint ProjectA quadrotor UAV (unmanned aerial vehicle), also called Quadrotor, is a multi-rotor helicopter the is lifted and propelled by four rotors. By controlling the rotational speed of the rotors, it's convenient to control its attitude in the space. In these last ye

0713-0716 Basic Tasks

Chang Tidy up the previous code and unify the code style. Meng Learn the UAV Framework (3-series Teacher's courseware and reference books) and take notes, learn the principle of optical flow algorithm and take notes. Wei Yan Learn the UAV framework, learn slam algorithms and take notes. Yao Zeyu Learn or strengthen relevant skills and take not

Deep reinforcement learning bubbles and where is the road?

the standard of industry research. The development of simulators in other fields is also flourishing: in the field of home environment simulation, MIT and the University of Toronto jointly developed a feature-rich Virturalhome Simulator, and MIT has developed the flight Goggles simulator in the field of UAV simulation training.7. Improve the generalization ability of RL. The most important goal of machine learning is generalization, and most of the e

Swift's TableView cell image width fixed, highly adaptive example

Aspectconstraint!= Nil {Contentimageview.addconstraint (aspectconstraint!)}}}Override Func awakefromnib () {Super.awakefromnib ()}Override Func Prepareforreuse () {Super.prepareforreuse ()Clear the aspect ratio constraint for a content pictureAspectconstraint = Nil}Load content picture (and set height constraint)Func LoadImage (urlstring:string) {Defining Nsurl ObjectsLet URL = Nsurl (string:urlstring)Get the data stream from the network, and then initialize the picture through the data streamI

Draw the Wind Qing Qi! Count interesting open source projects in each programming language!

Life is not easy, programming depressed, rather than "man-made" points of interest, so that the day has a more playful feeling.This article refers to a number of project recommendations, sorting out some of the programming language in the individual think more interesting, but also relatively practical open source projects, each language column is not much, interested in the free can try.First, Go1, GobotGobot is a robot, UAV, and IoT framework that p

Computer vision test Tracking algorithm on iOS visual Object Tracking algorithm

ObjectiveIn the field of computer vision CV, visual tracking is one of the important sub-problems. From my point of view, visual tracking is used on robots, on mobile devices, so why not put some tracking algorithms on the iphone to see the actual tracking effect. This is the most realistic comparison, the use of some video is not practical, and the key is not very good comparison of real-time. For mobile devices, real-time is the most important thing. The reason for the emergence of tracking pr

Rsync Data Synchronization

Rsync Data Synchronization Server: Pid file =/var/run/rsyncd. pidLock file =/var/run/rsyncd. lockLog file =/var/log/rsyncd. logTransfer logging = yesLog format = % t % a % m % f % BSyslog facility = local3Timeout = 300Max connections = 0Reverse lookup = no[Backup]Path =/cms_bak/Comment = snapshotList = noRead only = falseUse chroot = yesUid = 0Gid = 0Hosts allow = -- ip address allowed for client connectionHosts deny = * Client: Rsync-uav Server

Understanding Intelligent hardware Security hidden danger fluorite depth protection data security

Hangzhou March 17, 2016/--CCTV this year at the 3 15 party to the security of the smart equipment in front of consumers, not only to the field of companies, entrepreneurs and early adopters of the user raised a wake up, but also to the rapid development of intelligent hardware industry has a needle to prevent needles. The categories involved include: Unmanned aerial vehicles, intelligent buildings, smart home products (such as smart sockets, washing machines, ovens, etc.), security cameras, smar

Graphics Pipeline Tour Part3

--Shell Shader (Hull Shader). Receives patch Primitives, writes a transformed (or not transformed) patch control point to the domain shader (field Shader), plus additional data that drives the subdivision. ts--Subdivision phase (Tessellator stage). Create vertices and connect segments of straight or triangular faces. ds--field shader (Domain Shader). Remove the shaded shaded control points, the additional data in the HS, and the subdivision locations in TS, and transform them into vertic

Unmanned aerial vehicle experiment with self-built logistics (difficult)

Title Link: http://nanti.jisuanke.com/t/440 Assuming that the final answer is known, a point logarithm formula with a point x as the root can be listed, where CX represents the number of subtree drones that x is the root, and Xi is the direct child node of x: According to the formula you can see the points: (1). If a point satisfies the condition, it is only related to the distribution of the subtree UAV with the root of the point. (2). According to

Ros Data visualization tool Rviz and three-dimensional physics engine robot simulation tool V-rep Morse Gazebo webots Usarsimros Overview

Official website: http://www.openrobots.org/morse/doc/stable/morse.html2 Morse-simulator/morse:https://github.com/morse-simulator/morseGazeboRos Standard, blog is introduced, here no more say.Recommend some Web sites:1 Official website: http://gazebosim.org/2 rotors is a UAV gazebo simulator:https://github.com/ethz-asl/rotors_simulatorWebotsPaid robot simulation software to support Ros.Webots is a mobile robot development platform with modeling, prog

How to learn Python in a systematic way?

In an age when artificial intelligence is maturing, there is a lot of data to be processed. At the same time, we can see the python figure in the data processing of AI, VR and unmanned vehicle, UAV and smart home, which will promote the future demand of Python in the enterprise.As for the reasons for the popularity of Python, in my opinion, it is the following two points:1.Python is the first language of artificial intelligence (AI) and data analysis.

First Application Tutorial (Hello Sky)

the flight Control Development Board:Jmavsim Simulator:firmware/cmake/configs/posix_sitl_default.cmakePixhawk V1/2: Firmware/cmake/configs/nuttx_px4fmu-v2_default.cmake2) Open the Change CMake file and add * Examples/px4_simple_app *3) Compile C file:Jmavsim Simulator:make Posix_sitl_default JmavsimPixhawk V1/2: Make Px4fmu-v2_default With Jmavsim emulation, open terminal>>cd ~>>cd Firmware>>make posix_sitl_default jmavsim>>commander takeoff #四旋翼起飞>>px4_simple_app The terminal will appe

Play 12 Linux Open source robots

Play 12 Linux Open source robotsheadline net 2016-02-15 09:04 The 3DR solo smart drone was released in mid-2015. As a product that tries to compete with DJI's popular phantom series drones, its dual processor runs the Linux system.Rethink Robotics launched the Baxter is a very cute collaborative robot, its appearance reduces the threshold of factory automation. It runs the Ros and Linux operating systems. Thanks to advanced path planning technology and a new generation of force sensors, Baxter c

Machine & Deep Learning overview

certain performance of the measurement p, if with the accumulation of experience e, for the defined task T can improve performance p, said the computer has the ability to learn. For example: Chess, speech recognition, auto-driving cars and so on.Applications: Speech recognition, autonomous driving, language translation, computer vision, recommender system, UAV, identification of spam ...2. Deep learningDeep learning is a new field based on machine le

Videojs Modify player style and implement four-way streaming rtmp stream video

Take a UAV project, responsible for video playback this piece, choose is video.js this video plug-in, this thought can open happy heart development, who how material online about this part of the information so little, give me this hand party gave a great pressure. Okay, don't talk nonsense.The project needs to achieve a four-way player, can play the drone shot real-time screen, and can do local refresh without affecting the entire page, and to be abl

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