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	<title>UAV Playground | Psyops Prime</title>
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		<title>Evolving Controllers for UAVs With Matlab</title>
		<link>https://psyopsprime.com/ideas/evolving-controllers-for-uavs-with-matlab/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=evolving-controllers-for-uavs-with-matlab</link>
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		<dc:creator><![CDATA[admin]]></dc:creator>
		<pubDate>Thu, 15 Oct 2015 05:13:43 +0000</pubDate>
				<category><![CDATA[FYP Ideas]]></category>
		<category><![CDATA[Ideas]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Research Ideas]]></category>
		<category><![CDATA[ECJ]]></category>
		<category><![CDATA[FlightGear]]></category>
		<category><![CDATA[Matlab]]></category>
		<category><![CDATA[Matlab interface for FlightGear]]></category>
		<category><![CDATA[UAV Playground]]></category>
		<guid isPermaLink="false">http://psyopsprime.xyz/?p=990</guid>

					<description><![CDATA[<p>I wrote quite a lot about the simulated drone flying championship. You can read a small introduction about the championship here. A succinct explanation of</p>
The post <a href="https://psyopsprime.com/ideas/evolving-controllers-for-uavs-with-matlab/">Evolving Controllers for UAVs With Matlab</a> first appeared on <a href="https://psyopsprime.com">Psyops Prime</a>.]]></description>
										<content:encoded><![CDATA[<p style="text-align: justify;">I wrote quite a lot about the simulated drone flying championship. You can <a href="http://psyopsprime.com/education/simulated-drone-flying-competition/" target="_blank">read a small introduction about the championship here</a>. <a href="http://psyopsprime.com/education/explaining-the-simulated-drone-flying-championship/" target="_blank">A succinct explanation of the simulated drone flying championship is here</a>. Moreover, <a href="http://psyopsprime.com/ideas/how-to-evolve-controllers-for-simulated-drones/" target="_blank">this tutorial explains how to evolve controllers for the simulated drones</a>.</p>
<p style="text-align: justify;">I have also been writing statements for a few interesting projects for simulated drones, that could be taken up as FYPs at the undergraduate level. For a more detailed review of these projects, please review them on the following links:</p>
<ul style="text-align: justify;">
<li><a href="http://psyopsprime.com/ideas/software-dovetailing-of-ecj-with-uav-playground/" target="_blank">Software Dovetailing of ECJ With UAV Playground</a>.</li>
<li><a href="http://psyopsprime.com/ideas/uav-playground-in-matlab/" target="_blank">UAV Playground in Matlab</a>.</li>
<li><a href="http://psyopsprime.com/ideas/dovetailing-of-ecj-with-uav-playground-using-matlab-or-octave/" target="_blank">Dovetailing of ECJ With UAVPlayground Using Matlab or Octave</a>.</li>
</ul>
<p style="text-align: justify;">These are all nice projects. An aspect worth noticing about all of these is that they involve UAV Playground. UAV Playground is a UAV simulator that runs in conjunction with the FlightGear simulator and Google Earth. The reason I chose it was that it is written in Java, and I wanted to port it to Matlab somehow. These projects are nice and are worth pursuing.</p>
<p style="text-align: justify;">However, here I want to introduce a very project that can be accomplished solely with Matlab, with minimal involvement, whatsoever, with another, or any other, programming language, whatsoever. The reason for this digression for this has a basis in my recent discovery of <a href="http://www.mathworks.com/help/aeroblks/introducing-the-flight-simulator-interface.html" target="_blank">Flight Simulator Interface for Matlab</a>. With this tool, you can run <a href="http://www.mathworks.com/help/aeroblks/working-with-the-flight-simulator-interface.html#f3-19707" target="_blank">FlightGear simulator with Simulink models</a>. Have I introduced <a href="http://www.flightgear.org/" target="_blank">FlightGear</a> to you in this tutorial? I must have done that elsewhere, of course! Stated shortly, FlightGear is an open source flight simulator, that is possibly also the best in its niche domain. With this interface, you can run FlightGear models through Matlab and/or Simulink. This should lead to a lot of time-saving for you if you want to work with flight simulators or development of UAVs. So following are the things that I expect you to do in this tutorial.</p>
<ol>
<li style="text-align: justify;">Download and install FlightGear on your machine, by <a href="http://www.mathworks.com/help/aeroblks/introducing-the-flight-simulator-interface.html#f3-24595" target="_blank">following the guidelines on this Matlab page</a>.</li>
<li style="text-align: justify;"><a href="http://www.mathworks.com/help/aeroblks/working-with-the-flight-simulator-interface.html#f3-19707" target="_blank">Run FlightGear with Simulink models</a> and see how you can <a href="http://www.mathworks.com/help/aeroblks/working-with-the-flight-simulator-interface.html#f3-19707" target="_blank">gain experience with using FlightGear through Matlab</a>.</li>
<li style="text-align: justify;"><a href="http://www.mathworks.com/solutions/machine-learning/" target="_blank">Browse and look for the machine learning models that you have available for Matlab</a>.</li>
<li style="text-align: justify;">Try to figure out a way that how you can integrate these, or similar, algorithms with the flight simulation interface.</li>
</ol>
<p>You will find the following articles particularly useful for this project.</p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://link.springer.com/article/10.1007/s11831-015-9147-y">A Survey of Free Software for the Design, Analysis, Modelling, and Simulation of an Unmanned Aerial Vehicle</a></h4>
<p>The objective of this paper is to analyze free software for the design, analysis, modelling, and simulation of an unmanned aerial vehicle (UAV). Free software is the best choice when the reduction of</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="https://www.researchgate.net/publication/236174210_Automatic_control_education_using_Flight_Gear_and_MATLAB_based_virtual_lab">Automatic control education using Flight Gear and MATLAB based virtual lab</a></h4>
<p>In this paper, a virtual lab based on MATLAB and FlightGear flight simulator is discussed and developed. The virtual lab consists of number of experiments that enhances the understanding of fundamental concepts of classical control for undergraduate students.</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://arc.aiaa.org/doi/abs/10.2514/6.2011-6666">An Error Occurred Setting Your User Cookie</a></h4>
<p>In general, only the information that you provide, or the choices you make while visiting a web site, can be stored in a cookie. For example, the site cannot determine your email name unless you choose to type it.</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://www.mathworks.com/help/aeroblks/examples/nasa-hl-20-with-optional-flightgear-interface.html">NASA HL-20 with Optional FlightGear Interface &#8211; MATLAB &#038; Simulink Example</a></h4>
<p>This model shows how to model NASA&#8217;s HL-20 lifting body modeled with Simulink®, Stateflow® and Aerospace Blockset<img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2122.png" alt="™" class="wp-smiley" style="height: 1em; max-height: 1em;" /> software.</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://www.mathworks.com/matlabcentral/fileexchange/25047-flightgear-route-manager">FlightGear Route Manager &#8211; File Exchange &#8211; MATLAB Central</a></h4>
<p>File exchange, MATLAB Answers, newsgroup access, Links, and Blogs for the MATLAB &#038; Simulink user community</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://search.proquest.com/docview/1095735076">UAV Simulation Environment for Autonomous Flight Control Algorithms &#8211; ProQuest</a></h4>
<p>This thesis presents the development of a UAV simulation environment for the design, analysis, and comparison of autonomous flight control laws. The simulation environment was developed in MATLAB/Simulink, with custom map generation software and FlightGear 3-D visualization. Graphical user interface of the simulation environment is user-friendly and all available options are discussed in detail.</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://www.sciencedirect.com/science/article/pii/S2405896315000725">Co-Simulation of Matlab and FlightGear for Identification and Control of Aircraft</a></h4>
<p>The paper outlines the development of a co-simulation solution of Matlab and Flight- Gear in which the communication between these programs is done via UDP without needing further toolsets. The simulation and rendering is done by FlightGear. Flight measurement signals are sent to Matlab, which in turn sends back actuator input values computed by a flight control system.</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://wiki.flightgear.org/Howto:Design_an_autopilot">Howto:Design an autopilot &#8211; FlightGear wiki</a></h4>
<p>Why not make things slightly easier, before we start working on the autopilot? Since we will be updating the autopilot hundreds of times, making tiny adjustments each time, we don&#8217;t want to reload FlightGear every time. Therefore, we assign an &#8220;reload autopilot configuration&#8221; action to a key on our keyboard.</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-chrome="0" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="http://chirb.it/xDOB6D">Flightgear Integrations</a></h4>
<p>Audio: &#8211; social audio</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<p>The following video shows how FlightGear works on a user&#8217;s desktop.</p>
<blockquote class="embedly-card" data-card-controls="1" data-card-align="center" data-card-theme="light" data-card-key="a8a0731b061246639032e063d551fbc2">
<h4><a href="https://vimeo.com/112003688">FlightGear: Seneca II Flight</a></h4>
<p>FlightGear: Seneca II Flight</p>
</blockquote>
<p><script async src="//cdn.embedly.com/widgets/platform.js" charset="UTF-8"></script></p>
<p>You can find a lot more FlightGear resources on the following page.</p>
<blockquote class="wp-embedded-content"><p><a href="http://psyopsprime.com/education/more-flightgear-resources/">More Flightgear Resources</a></p></blockquote>
<p><script type='text/javascript'><!--//--><![CDATA[//><!--		!function(a,b){"use strict";function c(){if(!e){e=!0;var a,c,d,f,g=-1!==navigator.appVersion.indexOf("MSIE 10"),h=!!navigator.userAgent.match(/Trident.*rv:11./),i=b.querySelectorAll("iframe.wp-embedded-content");for(c=0;c<i.length;c++)if(d=i[c],!d.getAttribute("data-secret")){if(f=Math.random().toString(36).substr(2,10),d.src+="#?secret="+f,d.setAttribute("data-secret",f),g||h)a=d.cloneNode(!0),a.removeAttribute("security"),d.parentNode.replaceChild(a,d)}else;}}var d=!1,e=!1;if(b.querySelector)if(a.addEventListener)d=!0;if(a.wp=a.wp||{},!a.wp.receiveEmbedMessage)if(a.wp.receiveEmbedMessage=function(c){var d=c.data;if(d.secret||d.message||d.value)if(!/[^a-zA-Z0-9]/.test(d.secret)){var e,f,g,h,i,j=b.querySelectorAll('iframe[data-secret="'+d.secret+'"]'),k=b.querySelectorAll('blockquote[data-secret="'+d.secret+'"]');for(e=0;e<k.length;e++)k[e].style.display="none";for(e=0;e<j.length;e++)if(f=j[e],c.source===f.contentWindow){if(f.removeAttribute("style"),"height"===d.message){if(g=parseInt(d.value,10),g>1e3)g=1e3;else if(~~g<200)g=200;f.height=g}if("link"===d.message)if(h=b.createElement("a"),i=b.createElement("a"),h.href=f.getAttribute("src"),i.href=d.value,i.host===h.host)if(b.activeElement===f)a.top.location.href=d.value}else;}},d)a.addEventListener("message",a.wp.receiveEmbedMessage,!1),b.addEventListener("DOMContentLoaded",c,!1),a.addEventListener("load",c,!1)}(window,document);//--><!]]&gt;</script><iframe sandbox="allow-scripts" security="restricted" src="http://psyopsprime.com/education/more-flightgear-resources/embed/" width="600" height="338" title="&#8220;More Flightgear Resources&#8221; &#8212; Psyops Prime" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" class="wp-embedded-content"></iframe></p>
<p><small><a style="text-decoration: none;" title="Image inserted by the ImageInject WordPress plugin" href="http://wpinject.com/" rel="nofollow">Photo</a> by <a href="http://www.flickr.com/photos/32135758@N02/5426336798" target="_blank">jinterwas</a> <a title="Attribution License" href="http://creativecommons.org/licenses/by/2.0/" target="_blank" rel="nofollow"><img data-recalc-dims="1" decoding="async" src="https://i0.wp.com/psyopsprime.com/wp-content/plugins/wp-inject/images/cc.png?w=750" alt="" /></a></small></p>The post <a href="https://psyopsprime.com/ideas/evolving-controllers-for-uavs-with-matlab/">Evolving Controllers for UAVs With Matlab</a> first appeared on <a href="https://psyopsprime.com">Psyops Prime</a>.]]></content:encoded>
					
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<post-id xmlns="com-wordpress:feed-additions:1">990</post-id>	</item>
		<item>
		<title>Software Dovetailing</title>
		<link>https://psyopsprime.com/ideas/dovetailing-software/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=dovetailing-software</link>
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		<dc:creator><![CDATA[admin]]></dc:creator>
		<pubDate>Tue, 01 Sep 2015 07:00:31 +0000</pubDate>
				<category><![CDATA[Ideas]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[ECJ]]></category>
		<category><![CDATA[mason]]></category>
		<category><![CDATA[TORCS]]></category>
		<category><![CDATA[UAV Playground]]></category>
		<guid isPermaLink="false">http://psyopsprime.xyz/?p=883</guid>

					<description><![CDATA[<p>It is quite normal for senior graduating students to be looking for ideas for their final year projects (FYPs). Here is a nice idea that</p>
The post <a href="https://psyopsprime.com/ideas/dovetailing-software/">Software Dovetailing</a> first appeared on <a href="https://psyopsprime.com">Psyops Prime</a>.]]></description>
										<content:encoded><![CDATA[<p style="text-align: justify;">It is quite normal for senior graduating students to be looking for ideas for their final year projects (FYPs). Here is a nice idea that I would like to share. The idea is to write software for dovetailing two different applications with each other. Both of them could be entirely different. However, it may be possible to run one of them from the other depending on how efficiently dovetailing is done. Let me elaborate on this idea a little bit more by presenting software to be dovetailed.</p>
<p style="text-align: justify;"><a href="https://cs.gmu.edu/~eclab/projects/ecj/" target="_blank">ECJ</a> is a well known evolutionary computing software that is written by Sean Luke at George Mason University. It is written entirely in Java. There is another sister project of ECJ that is MASON. MASON is for modeling mobile agents in an artificial environment. <a href="https://cs.gmu.edu/~eclab/projects/mason/" target="_blank">MASON</a> dovetails very well with ECJ. This means that ECJ can be used to evolve agents for MASON which have reasonable intelligence in a meaningful sense to maneuver themselves in the MASON environment.</p>
<p style="text-align: justify;">The idea is to closely inspect how MASON is dovetailed with ECJ. Once this is understood, the next thing to be done is to figured out that how some other software can be dovetailed with ECJ. In particular, it would be really nice to figure out a way to dovetail <a href="https://en.wikipedia.org/wiki/TORCS" target="_blank">TORCS</a> with ECJ. Similarly, it would be nice to figure out a dovetailing of <a href="https://code.google.com/p/uavplayground/" target="_blank">UAV Playground</a> with ECJ. This can be a nice FYP and is expected to have many benefits.</p>
<p style="text-align: justify;">What is dovetailing by the way? The term merits some explanation. Dovetailing, as the name suggests, is to integrate two software together so that one runs the other.</p>
<p><small><a style="text-decoration: none;" title="Image inserted by the ImageInject WordPress plugin" href="http://wpinject.com/" rel="nofollow">Photo</a> by <a href="http://www.flickr.com/photos/9019841@N08/1011983472" target="_blank">fusion-of-horizons</a> <a title="Attribution License" href="http://creativecommons.org/licenses/by/2.0/" target="_blank" rel="nofollow"><img data-recalc-dims="1" decoding="async" src="https://i0.wp.com/psyopsprime.com/wp-content/plugins/wp-inject/images/cc.png?w=750" alt="" /></a></small></p>The post <a href="https://psyopsprime.com/ideas/dovetailing-software/">Software Dovetailing</a> first appeared on <a href="https://psyopsprime.com">Psyops Prime</a>.]]></content:encoded>
					
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<post-id xmlns="com-wordpress:feed-additions:1">883</post-id>	</item>
		<item>
		<title>Application Integration Software</title>
		<link>https://psyopsprime.com/education/application-integration-software/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=application-integration-software</link>
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		<dc:creator><![CDATA[admin]]></dc:creator>
		<pubDate>Wed, 29 Jul 2015 11:19:28 +0000</pubDate>
				<category><![CDATA[Education]]></category>
		<category><![CDATA[Ideas]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[application integration software]]></category>
		<category><![CDATA[ECJ]]></category>
		<category><![CDATA[evolution strategies]]></category>
		<category><![CDATA[genetic algorithms]]></category>
		<category><![CDATA[genetic programming]]></category>
		<category><![CDATA[particle swarm optimization]]></category>
		<category><![CDATA[UAV Playground]]></category>
		<guid isPermaLink="false">http://psyopsprime.xyz/?p=832</guid>

					<description><![CDATA[<p>Sometimes we have different software applications and we have to integrate them. The applications could be written in the same language or not. But to</p>
The post <a href="https://psyopsprime.com/education/application-integration-software/">Application Integration Software</a> first appeared on <a href="https://psyopsprime.com">Psyops Prime</a>.]]></description>
										<content:encoded><![CDATA[<p style="text-align: justify;">Sometimes we have different software applications and we have to integrate them. The applications could be written in the same language or not. But to get them working together is important. One such problem is when you have a gaming engine and a training software. The gaming engine could have all sorts of competitive agents in it. The training software could be an implementation of a machine learning technique that one might want to use to train the competitive agents in the gaming engine so that they could compete sensibly.</p>
<p style="text-align: justify;"><a href="https://cs.gmu.edu/~eclab/projects/ecj/" target="_blank">A good training software could be the ECJ package</a>. ECJ is an evolutionary computing software package written in Java. It has quite a few nice algorithms implemented in it. A few examples are evolution strategies, genetic programming, genetic algorithms and particle swarm optimization.</p>
<p style="text-align: justify;">A good gaming engine could be the <a href="http://sourceforge.net/projects/torcs/" target="_blank">TORCS simulator</a>. TORCS stands for the open racing car(s) simulator and is used by the famous &#8220;The Simulated Car Racing Competition&#8221;. Other gaming engines could be thought about in which you can make objects and they act in a smart way in some meaningful sense. Software simulators for physical objects and devices could be counted in the same category.</p>
<p style="text-align: justify;">One nice software simulator is the <a href="https://code.google.com/p/uavplayground/" target="_blank">UAV Playground</a>. With the UAV Playground you can create various types of drone plane as software objects in the simulator and have them fly (in the same simulator of course).</p>
<p style="text-align: justify;">Flying an object with a joystick in a simulator is one thing. Another important thing is to the objects (drones in this case) by themselves in an intelligent manner. This is the challenge.</p>
<p style="text-align: justify;">As discussed above a training software like ECJ can be used to accomplish this goal. The training software and the simulation software have to be integrated in order to accomplish this, however.</p>
<p style="text-align: justify;">The challenge is to write an application integration software that:</p>
<ol>
<li style="text-align: justify;">Integrates ECJ and UAV Playground.</li>
<li style="text-align: justify;">It should be easy to create members in ECJ that correspond with the controllers of the drones UAV Playground. This is to say that the members of ECJ should have a representation that is amenable with the representation of the controllers of the drones.</li>
<li style="text-align: justify;">The integration software should preferably be written in Java and/or Matlab.</li>
</ol>
<p>&nbsp;</p>
<p><small><a style="text-decoration: none;" title="Image inserted by the ImageInject WordPress plugin" href="http://wpinject.com/" rel="nofollow">Photo</a> by <a href="http://www.flickr.com/photos/45409431@N00/4481997715" target="_blank">marfis75</a> <a title="Attribution-ShareAlike License" href="http://creativecommons.org/licenses/by-sa/2.0/" target="_blank" rel="nofollow"><img data-recalc-dims="1" decoding="async" src="https://i0.wp.com/psyopsprime.com/wp-content/plugins/wp-inject/images/cc.png?w=750" alt="" /></a></small></p>The post <a href="https://psyopsprime.com/education/application-integration-software/">Application Integration Software</a> first appeared on <a href="https://psyopsprime.com">Psyops Prime</a>.]]></content:encoded>
					
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