<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462015000100004</article-id>
<article-id pub-id-type="doi">10.13053/CyS-19-1-1910</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Saving Time for Object Finding with a Mobile Manipulator Robot in 3D Environment]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Espinoza]]></surname>
<given-names><![CDATA[Judith]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Murrieta-Cid]]></surname>
<given-names><![CDATA[Rafael]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Centro de Investigación en Matemáticas,A.C  ]]></institution>
<addr-line><![CDATA[Guanajuato ]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>03</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>03</month>
<year>2015</year>
</pub-date>
<volume>19</volume>
<numero>1</numero>
<fpage>29</fpage>
<lpage>45</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462015000100004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462015000100004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462015000100004&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[In this paper, we address the problem of reducing the time for finding an object. We consider both the time taken by our software to generate a search plan and the expected time to find the object when the plan is executed. The object is sought with a 7 degree of freedom mobile manipulator robot with an "eye-in-hand" sensor. The sensor is limited in both range and field of view. We propose two main strategies: 1) to coordinate the motion of robot's degrees of freedom optimizing only those most relevant for the task, and 2) to repair a previously computed plan whenever the environment changes locally. We have implemented all our algorithms and present simulation results in realistic environments.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Search]]></kwd>
<kwd lng="en"><![CDATA[path planning]]></kwd>
<kwd lng="en"><![CDATA[3D visibility]]></kwd>
<kwd lng="en"><![CDATA[3D coverage]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="left"><font face="verdana" size="4">Art&iacute;culos</font></p>  	    <p>&nbsp;</p>  	    <p align="center"><font face="verdana" size="4"><b>Saving Time for Object Finding with a Mobile Manipulator Robot in</b> <b>3D Environment</b></font></p>  	    <p>&nbsp;</p>  	    <p align="center"><font face="verdana" size="2"><b>Judith Espinoza and Rafael Murrieta&#45;Cid</b></font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><i>Centro de Investigaci&oacute;n en Matem&aacute;ticas, CIMAT, Guanajuato,</i> <i>M&eacute;xico.</i> <a href="mailto:jespinoza@cimat.mx">jespinoza@cimat.mx</a>, <a href="mailto:murrieta@cimat.mx">murrieta@cimat.mx</a></font></p>  	    <p align="justify"><font face="verdana" size="2"><i>Corresponding author is Rafael Murrieta&#45;Cid.</i></font></p>  	    <p>&nbsp;</p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">Article received on 12/11/2013.    <br> 	Accepted on 01/09/2014.</font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">In this paper, we address the problem of reducing the time for finding an object. We consider both the time taken by our software to generate a search plan and the expected time to find the object when the plan is executed. The object is sought with a 7 degree of freedom mobile manipulator robot with an "eye&#45;in&#45;hand" sensor. The sensor is limited in both range and field of view. We propose two main strategies: 1) to coordinate the motion of robot's degrees of freedom optimizing only those most relevant for the task, and 2) to repair a previously computed plan whenever the environment changes locally. We have implemented all our algorithms and present simulation results in realistic environments.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Search, path planning, 3D visibility, 3D coverage.</font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v19n1/v19n1a4.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>  	    <p>&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>Acknowledgements </b></font></p> 	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">This work was partially funded by CONACYT Project 106475 and by the NSF&#45;CONACYT Project J110.534/2006. </font></p> 	    <p align="justify">&nbsp;</p> 	    <p align="justify"><font face="verdana" size="2"><b>References</b></font></p>      <!-- ref --><p align="justify"><font face="verdana" size="2"><b>1. Acar, E., Choset, H., &amp; Atkar, P. N. (2001).</b> Complete sensor&#45;based coverage with extended&#45;range detectors: A hierarchical decomposition in terms of critical points and voronoi diagrams. <i>Proc. IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, IEEE/RSJ&#45;IROS 2001,</i> IEEE, pp. 1305&#45;1311.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071591&pid=S1405-5546201500010000400001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>2. Bourgault, F., Goktogan, A., Furukawa, T., &amp; Durrant&#45;White, H. (2004).</b> Coordinated search for a lost target in a bayesian world. <i>Advanced Robotics,</i> Vol. 18, No. 10, pp. 979&#45;1000.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071593&pid=S1405-5546201500010000400002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>3. Espinoza, J. &amp; Murrieta&#45;Cid, R. (2010).</b> A motion planner for finding an object in 3d environments with a mobile manipulator robot equipped with a limited sensor. In <i>Lecture Notes in Computer Science,</i> <i>IBERAMIA&#45;2010,</i> volume 6433. pp. 532&#45;541.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071595&pid=S1405-5546201500010000400003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>4. Espinoza, J. &amp; Murrieta&#45;Cid, R. (2011).</b> Repairing plans for object finding in 3&#45;d environments. <i>Proc. IEEE/RSJ Int. Conf. on Intelligent Robots and</i> <i>Systems, IROS 2011</i>, IEEE, pp. 4528&#45;4535.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071597&pid=S1405-5546201500010000400004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>5. Espinoza, J., Sarmiento, A., Murrieta&#45;Cid, R., &amp; Hutchinson, S. (2011).</b> Motion planning strategy for finding an object with a mobile manipulator in 3&#45;d environments. <i>Advanced Robotics,</i> Vol. 25, No. 1314, pp. 1627&#45;1650.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071599&pid=S1405-5546201500010000400005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>6. Gonzalez, H. &amp; Latombe, J.&#45;C. (2001).</b> A randomized art&#45;gallery algorithm for sensor placement. <i>Proc. 17th ACM Symp. on Computational Geometry (SoCG'01),</i> ACM, pp. 232&#45;240.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071601&pid=S1405-5546201500010000400006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>7. Hert, S., Tiwari, S., &amp; Lumelsky, V. (1996).</b> A terrain&#45;covering algorithm for an auv. <i>Autonomous Robots,</i> Vol. 3, No. 2&#45;3, pp. 91&#45;119.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071603&pid=S1405-5546201500010000400007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>8. Hsu, D., Latombe, J., &amp; Motwani, R. (1997).</b> Path planning in expansive configuration spaces. <i>Proc. IEEE Int. Conf. on Robotics and Automation, IEEE&#45;ICRA 1997,</i> IEEE, pp. 2719&#45;2726.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071605&pid=S1405-5546201500010000400008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>9. Kavraki, L. E., Svestka, P., Latombe, J., &amp; Overmars, M. H. (1996).</b> Probabilistic roadmaps for path planning in high&#45;dimensional configuration spaces. <i>IEEE Transactions on Robotics and Automation,</i> Vol. 12, No. 4, pp. 566&#45;580.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071607&pid=S1405-5546201500010000400009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>10. Kroger, T. &amp; Wahl, F. M. (2010).</b> Online trajectory generation: Basic concepts for instantaneous reactions to unforeseen events. <i>IEEE Transactions on</i> <i>Robotics,</i> Vol. 26, No. 1, pp. 94&#45;111.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071609&pid=S1405-5546201500010000400010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>11. Latombe, J. C. (1991).</b> <i>Robot motion planning.</i> Kluwer.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071611&pid=S1405-5546201500010000400011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>12. Lau, H., Huang, S., &amp; Dissanayake, G. (2005).</b> Optimal search for multiple targets in a built environment. <i>Proc. IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, IEEE/RSJ&#45;IROS 2005,</i> IEEE, pp. 3740&#45;3745.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071613&pid=S1405-5546201500010000400012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>13. LaValle, S. (2006).</b> <i>Planning Algorithms.</i> Cambridge University Press.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071615&pid=S1405-5546201500010000400013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>14. LaValle, S. M. &amp; Kuffner, J. J. (2001).</b> Randomized kinodynamic planning. <i>International Journal of Robotics Research,</i> Vol. 20, No. 5, pp. 378&#45;400.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071617&pid=S1405-5546201500010000400014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>15. O'Rourke, J. (1982).</b> The complexity of computing minimum convex covers for polygons. <i>20th Annu. Allerton Conf. on Communication, Control, and Computing,</i> pp. 75&#45;84.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071619&pid=S1405-5546201500010000400015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>16. O'Rourke, J. (1987).</b> <i>Art Gallery Theorems and Algorithms.</i> Oxford University Press.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071621&pid=S1405-5546201500010000400016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>17. Rodriguez&#45;Sanchez, A. J., Simine, E., &amp; Tsotsos, J. K. (2007).</b> Attention and visual search. <i>Int. J. Neural Syst,</i> Vol. 17, No. 4, pp. 277&#45;288.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071623&pid=S1405-5546201500010000400017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>18. Sanchez, G. &amp; Latombe, J. (2002).</b> On the delaying collision cheching in prm planning. <i>International Journal of Robotics Research,</i> Vol. 21, No. 1, pp. 526.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071625&pid=S1405-5546201500010000400018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>19. Sanchez, G. &amp; Latombe, J. (2003).</b> A single&#45;query bi&#45;directional probabilistic roadmap planner with lazy collision checking. In <b>Jarvis, R. &amp; Zelin&#45;sky, A.,</b> editors, <i>ISRR'01.</i> STAR, Springer&#45;Verlag, Berlin, pp. 403&#45;417.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071627&pid=S1405-5546201500010000400019&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>20. Sarmiento, A., Murrieta&#45;Cid, R., &amp; Hutchinson, S.</b> <b>(2005).</b> A sample&#45;based convex cover for rapidly finding an object in a 3&#45;d environment. <i>Proc. IEEE Int. Conf. on Robotics and Automation, IEEE&#45;ICRA 2005,</i> IEEE, pp. 3486&#45;3491.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071629&pid=S1405-5546201500010000400020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>21. Sarmiento, A., Murrieta&#45;Cid, R., &amp; Hutchinson, S. A. (2009).</b> An efficient motion strategy to compute expected&#45;time locally optimal continuous search paths in known environments. <i>Advanced</i> <i>Robotics,</i> Vol. 23, No. 12&#45;13, pp. 1533&#45;1569.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071631&pid=S1405-5546201500010000400021&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>22. Shemer, T. (1992).</b> Recent results in art galleries. <i>Proc. IEEE,</i> Vol. 80, No. 9, pp. 1384&#45;1399.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071633&pid=S1405-5546201500010000400022&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>23. Simeon, T., Laumond, J. P., &amp; Nissoux, C. (2000).</b> Visibility based probabilistic roadmaps. <i>Advanced</i> <i>Robotics,</i> Vol. 14, No. 6, pp. 477&#45;493.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071635&pid=S1405-5546201500010000400023&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>24. Vannoy, J. &amp; Xiao, J. (2008).</b> Real&#45;time adaptive motion planning (ramp) of mobile manipulators in dynamic environments with unforeseen changes. <i>IEEE Transactions on Robotics,</i> Vol. 24, No. 5, pp. 1199&#45;1212.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2071637&pid=S1405-5546201500010000400024&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>      ]]></body><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Acar]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Choset]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Atkar]]></surname>
<given-names><![CDATA[P. N.]]></given-names>
</name>
</person-group>
<source><![CDATA[Complete sensor-based coverage with extended-range detectors: A hierarchical decomposition in terms of critical points and voronoi diagrams]]></source>
<year>2001</year>
<page-range>1305-1311</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bourgault]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Goktogan]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Furukawa]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Durrant-White]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Coordinated search for a lost target in a bayesian world]]></article-title>
<source><![CDATA[Advanced Robotics]]></source>
<year>2004</year>
<volume>18</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>979-1000</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Espinoza]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Murrieta-Cid]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A motion planner for finding an object in 3d environments with a mobile manipulator robot equipped with a limited sensor]]></article-title>
<source><![CDATA[Lecture Notes in Computer Science]]></source>
<year>2010</year>
<month>20</month>
<day>10</day>
<volume>6433</volume>
<page-range>532-541</page-range><publisher-name><![CDATA[IBERAMIA]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Espinoza]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Murrieta-Cid]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Repairing plans for object finding in 3-d environments]]></source>
<year>2011</year>
<page-range>4528-4535</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Espinoza]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Sarmiento]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Murrieta-Cid]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hutchinson]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Motion planning strategy for finding an object with a mobile manipulator in 3-d environments]]></article-title>
<source><![CDATA[Advanced Robotics]]></source>
<year>2011</year>
<volume>25</volume>
<numero>1314</numero>
<issue>1314</issue>
<page-range>1627-1650</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gonzalez]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Latombe]]></surname>
<given-names><![CDATA[J.-C.]]></given-names>
</name>
</person-group>
<source><![CDATA[A randomized art-gallery algorithm for sensor placement]]></source>
<year>2001</year>
<page-range>232-240</page-range><publisher-name><![CDATA[ACM]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hert]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Tiwari]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Lumelsky]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A terrain-covering algorithm for an auv]]></article-title>
<source><![CDATA[Autonomous Robots]]></source>
<year>1996</year>
<volume>3</volume>
<numero>2</numero><numero>3</numero>
<issue>2</issue><issue>3</issue>
<page-range>91-119</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hsu]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Latombe]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Motwani]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Path planning in expansive configuration spaces]]></source>
<year>1997</year>
<page-range>2719-2726</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kavraki]]></surname>
<given-names><![CDATA[L. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Svestka]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Latombe]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Overmars]]></surname>
<given-names><![CDATA[M. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Probabilistic roadmaps for path planning in high-dimensional configuration spaces]]></article-title>
<source><![CDATA[IEEE Transactions on Robotics and Automation]]></source>
<year>1996</year>
<volume>12</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>566-580</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kroger]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Wahl]]></surname>
<given-names><![CDATA[F. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Online trajectory generation: Basic concepts for instantaneous reactions to unforeseen events]]></article-title>
<source><![CDATA[IEEE Transactions on Robotics]]></source>
<year>2010</year>
<volume>26</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>94-111</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Latombe]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Robot motion planning]]></source>
<year>1991</year>
<publisher-name><![CDATA[Kluwer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lau]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Huang]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Dissanayake]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Optimal search for multiple targets in a built environment]]></source>
<year>2005</year>
<page-range>3740-3745</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[LaValle]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Planning Algorithms]]></source>
<year>2006</year>
<publisher-name><![CDATA[Cambridge University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[LaValle]]></surname>
<given-names><![CDATA[S. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kuffner]]></surname>
<given-names><![CDATA[J. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Randomized kinodynamic planning]]></article-title>
<source><![CDATA[International Journal of Robotics Research]]></source>
<year>2001</year>
<volume>20</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>378-400</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[O'Rourke]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[The complexity of computing minimum convex covers for polygons]]></source>
<year>1982</year>
<page-range>75-84</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[O'Rourke]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Art Gallery Theorems and Algorithms]]></source>
<year>1987</year>
<publisher-name><![CDATA[Oxford University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodriguez-Sanchez]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Simine]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Tsotsos]]></surname>
<given-names><![CDATA[J. K.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Attention and visual search]]></article-title>
<source><![CDATA[Int. J. Neural Syst]]></source>
<year>2007</year>
<volume>17</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>277-288</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sanchez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Latombe]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[On the delaying collision cheching in prm planning]]></article-title>
<source><![CDATA[International Journal of Robotics Research]]></source>
<year>2002</year>
<volume>21</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>526</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sanchez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Latombe]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A single-query bi-directional probabilistic roadmap planner with lazy collision checking]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Jarvis]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Zelin-sky]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[]]></source>
<year>2003</year>
<page-range>403-417</page-range><publisher-loc><![CDATA[Berlin ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<label>20</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sarmiento]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Murrieta-Cid]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hutchinson]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[A sample-based convex cover for rapidly finding an object in a 3-d environment]]></source>
<year>2005</year>
<page-range>3486-3491</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<label>21</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sarmiento]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Murrieta-Cid]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hutchinson]]></surname>
<given-names><![CDATA[S. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[An efficient motion strategy to compute expected-time locally optimal continuous search paths in known environments]]></article-title>
<source><![CDATA[Advanced Robotics]]></source>
<year>2009</year>
<volume>23</volume>
<numero>12</numero><numero>13</numero>
<issue>12</issue><issue>13</issue>
<page-range>1533-1569</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>22</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shemer]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Recent results in art galleries]]></article-title>
<source><![CDATA[Proc. IEEE]]></source>
<year>1992</year>
<volume>80</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>1384-1399</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Simeon]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Laumond]]></surname>
<given-names><![CDATA[J. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Nissoux]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Visibility based probabilistic roadmaps]]></article-title>
<source><![CDATA[Advanced Robotics]]></source>
<year>2000</year>
<volume>14</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>477-493</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>24</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vannoy]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Xiao]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Real-time adaptive motion planning (ramp) of mobile manipulators in dynamic environments with unforeseen changes]]></article-title>
<source><![CDATA[IEEE Transactions on Robotics]]></source>
<year>2008</year>
<volume>24</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1199-1212</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
