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...Topological Fisheye Views for Visualizing Large Graphs
Emden R. Gansner Yehuda Koren Stephen C. North
Presented By Menion Croll
Problem
Related Work
Pan and Zoom 2D Geometric Fisheye Multiscale Display 3D Hyperbolic Projection Clustered Graph...
...Build OpenSceneGraph: 1.Go to http:/www.openscenegraph.org/ and download the current distribution (version 1.2) of OSG together with OpenProducer and OpenThreads.
http:/www.openscenegraph.org/downloads/snapshots/OSG_OP_OT-1.2.zip
Also download the 3...
...MSIM 842: Visualization II Final Exam Due: May 2, 2007 10:00pm Select a visualization paper that has been published within the past 5 years in IEEE Transactions on Visualization and Computer Graphics, Proceedings of IEEE Visualization Conference, or ...
...Introduction to Deformation Modeling
Jessica Crouch Department of Computer Science Old Dominion University jrcrouch@cs.odu.edu March 2007
Motivating Applications
Visualization and simulation of the motion of living things. People, other animals, a...
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and Creating Simulating Skeletal Muscle from the Visible Human Data Set Authors: Joseph Teran Eftychios Sifakis Silvia S. Blemker Victor Ng-Thow-Hing Cynthia Lau Ronald Fedkiw Presented By: Federico Bermudez 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 1 PROBLEM Create anatomically realistic simulations of the human musculoskeletal system. Create visually accurate simulations of the interactions between muscles and bones. This paper present a method for creating such simulations using the visible human data set. MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 21 Mar 2007 2 MOTIVATION Anatomically and visually accurate simulations of the musculoskeletal system are critical in: biomechanics biomedical engineering surgery simulation computer graphics 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 3 APPROACH PRIOR & RELATED WORK Prior work Simple less accurate models encompassing many muscles. Complex models that only simulate a few number of muscles. These models are less visually accurate. Related work Seems to be concentrated on the use of the Finite Element Method (FEM), the Finite Volume Method (FVM), and tetrahedral meshes 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 4 APPROACH MODEL CREATION The Visible Human Data Set Run by the U.S. National Library Of Medicine Consists of MRI, CT, and anatomical Images Male data set released in Nov 1994 Joseph Paul Jernigan (38-year-old Texas murderer executed 5 Aug 1993) cadaver was frozen and cut (1871 axial slices at 1 millimeter intervals) Photographed and digitized 15 GB Female data set released in Nov 1995 59-year-old Maryland housewife who died from a heart attack cadaver was frozen and cut (5189 axial slices at 0.33 millimeter intervals) Photographed and digitized 40 GB 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 5 APPROACH MODEL CREATION The Visible Human Data Set Problems with the data set Male brain slightly swollen by the freezing process Small blood vessels were collapsed by the freezing process His inner ear ossicles were lost during preparation Site: http://www.nlm.nih.gov/research/visible/ 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 6 APPROACH MODEL CREATION The Visible Human Data Set CT Scan Thorax subset MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH Color Cryosections 21 Mar 2007 7 APPROACH MODEL CREATION The Visible Human Data Set 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 8 APPROACH MODEL CREATION Repairing Errors 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 9 APPROACH MODEL CREATION Meshing Bone and Muscle 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 10 APPROACH MODEL CREATION Meshing Bone and Muscle 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 11 APPROACH MODEL CREATION Tendon and Bone Attachment Designation assign tendon, bone attachments, and muscle properties to sections of the mesh 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 12 APPROACH MODEL CREATION B-Spline Fiber Representation Use B-spline solids to assign fiber directions to individual tetrahedrons. 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 13 APPROACH MODEL CREATION Skeletal Motion Contraction of the muscles drives the motion of bones. In this model, the skeleton drives the motion and contraction of muscles, tendons, and surrounding tissue. A realistic model involves intricate knowledge of bones and joints interaction , often requiring multiple degrees of freedom to describe their The movements. Obstacle-set Method was used to modeled the paths of the muscles. Cylinders and spheres were used to compute muscles and bones collisions. 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 14 APPROACH MODEL CREATION Skeletal Motion 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 15 APPROACH MODEL CREATION Skeletal Motion 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 16 APPROACH FINITE VOLUME METHOD FVM more intuitive than the finite element method (FEM) FVM reduces the stress inside a tetrahedron to a simple multidimensional force pushing on each face. The inverting FVM algorithm developed from the FVM facilitates the simulation of objects that must undergo deformation and return to their original or partial shape. Video 01 & 02 show simulations using the inverting FVM. 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 17 APPROACH CONSTITUTIVE MODEL FOR MUSCLE An strain energy function is used to model the contracting of the muscles. Model includes only what is necessary to produce bulk length-based contraction along the muscle fiber direction. As we will see on the video, the bulk deformations of the muscles are very subtle. 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 18 APPROACH EMBEDDING FRAMEWORK The complete model of the upper limb consist of over 30 muscles constructed with over 10 million tetrahedra. A dynamic Free Form Deformation embedding scheme was used to reduce the computational cost. The BCC grid size used resulted in a tenfold reduction in the size of the simulation mesh. Time step restriction for stability was relaxed by a factor of 25. These factors enabled the full finite element simulation at rates of 4 minutes per frame on a Xeon 3.06 GHz CPU. A nonmanifold simulation mesh is obtained by collapsing equivalent vertices. MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 21 Mar 2007 19 APPROACH FASCIA AND CONNECTIVE TISSUES Muscles are enclosed in a network of connective tissue that keep them in close contact during motion. Model enforces a state of frictionless contact between the muscles. In essence the intersection between different muscles is determined and recalculated each time during motion in order to maintain the muscle tissues in close contact. Video 03 shows the simulation without fascia. 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 20 APPROACH SIMULATING SKELETAL MUSCLE Run videos 1. Video 04 - Frontal View 2. Video 05 - Side View 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 21 Evaluation The construction of the muscles, tendons, and bones seems to be correct. I think the simulation shows the compression and relaxation if the muscles visually accurate. MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 21 Mar 2007 22 Conclusion & Future Work The authors successfully created a visually accurate simulation of the interaction of the bones, muscle, and underlying tissue of the human right upper limb. Current hardware and algorithm technology still too complex to achieve whole body simulations. Create subject-specific models with MRI and CT data. Morph VHP data set to match specific subject or body type using anatomical landmarks. 21 Mar 2007 MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 23 Questions How much more complex would be to simulate the whole body. Can this technique be use to simulate the involuntary muscles such the hear heart? Can this technique be applied to the design of artificial limbs. MSIM 842 VISUALIZATION II INSTRUCTOR: JESSICA R. CROUCH 21 Mar 2007 24
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Old Dominion >> CS >> 381 (Fall, 2008)
Section 8.2 Graph Terminology 8.2.1 8.2 GRAPH TERMINOLOGY DEGREE The degree or valence of a vertex v is the number of edge-ends incident on v. Remark: A self-loop contributes two to the degree of a vertex. def: The degree sequence of a graph G is ...
Old Dominion >> CS >> 381 (Fall, 2008)
Section 1.8 Functions 1.8.1 1.8 FUNCTIONS def: Let A and B be sets. A function f (or more completely, f : A B) is a rule that assigns to each element a A exactly one element f (a) B, called the value of f at a. We also say that f : A B is a ma...
Old Dominion >> CS >> 410 (Fall, 2008)
IEEE Std 1490TM-2003 (Revision of IEEE Std 1490-1998) IEEE Standards 1490 TM IEEE Guide Adoption of PMI Standard A Guide to the Project Management Body of Knowledge IEEE Computer Society Sponsored by the Software Engineering Standards Committee ...
Old Dominion >> CS >> 410 (Fall, 2008)
IEEE Standard for Developing a Software Project Life Cycle Process IEEE Computer Society Sponsored by the Software Engineering Standards Committee IEEE 3 Park Avenue New York, NY 10016-5997, USA 28 July 2006 IEEE Std 1074TM-2006 (Revision of IEEE ...
Old Dominion >> CS >> 779 (Fall, 2008)
SCTP: An innovative transport layer protocol for the web Preethi Natarajan1, Janardhan R. Iyengar1, Paul. D. Amer1 and Randall Stewart2 1 Protocol Engineering Lab, CIS Dept University of Delaware 2 Internet Technologies Division Cisco Systems {na...
Old Dominion >> CS >> 410 (Fall, 2008)
REDUCE TRAFFIC CONGESTION Automated Toll Collection Solution Proposal Dave Larnerd Computer Science Senior September 17, 2007 Information Superiority for Transportation Traffic Congestion Solution Security, Effectiveness, Reliability 1 Societal Wo...
Wisc Superior >> FRONTPAGE >> 258 (Fall, 2009)
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Wisc Superior >> FRONTPAGE >> 258 (Fall, 2009)
For more information, please don\'t hesitate to contact us! Now What? Our service is your service. Through your participation in \"Expanding Horizons,\" you will have experienced, for a few hours, what thousands of people experience daily. It is our ho...
Old Dominion >> CS >> 772 (Fall, 2008)
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University of Illinois, Urbana Champaign >> M >> 478 (Fall, 2009)
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Old Dominion >> CS >> 471 (Fall, 2008)
CS-471 OPERATING SYSTEM CONCEPTS HW5 CS 471: Operating System Concepts Spring 2009 HW #5 Points: 20 Lecture: T 1910-2150 Due: Mar 24 , 2009 Question 1: [3 Points] Consider the two-dimensional array A: int A[][] = new int[100][100]; where A[0][0] ...
Old Dominion >> CS >> 775 (Fall, 2008)
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Old Dominion >> CS >> 775 (Fall, 2008)
Reputation Management Survey - Vinay 1 Introduction - Electronic markets, - Distributed peer-to-peer applications - other forms of online collaboration All based on mutual trust, which enables transacting peers to overcome the uncertainty and risk ...
Old Dominion >> CS >> 775 (Fall, 2008)
Gossiping in Dist r ibut ed Syst ems Pr afull G Shir odkar CS775 Cont ent s The Gossip Revival Gossiping framewor k Disseminat ion Peer sampling Topology const r uct ion Resour ce management Comput at ions Applicat ions Conclusion Refer en...
Old Dominion >> CS >> 775 (Fall, 2008)
cs775 Spring 2009 Ryan Florin Introduction Database Operations Select, Update, Insert, Delete Commit Replicated Databases Certification Based Protocol Summary of the Protocol Transactions are multicast using Total-Order Service Based on Certifica...
Old Dominion >> CS >> 775 (Fall, 2008)
By Rajanikanth Ragula CS Login: rragula Abstract Distributed transaction systems require an atomic commitment protocol should add as little overhead as possible to avoid hampering performance. Dynamic coordinators are introduced significantly reduc...
Old Dominion >> CS >> 775 (Fall, 2008)
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Old Dominion >> CS >> 744 (Fall, 2009)
CS 744/844: Performance Evaluation of Computer Systems and Networks Spring 2003 March 26, 2003 Homework #3 Points: 25 Due: April 2, 2003 Q1. Solve problem 14.7 using the following data. Show your work. Record Size 10 25 50 100 250 500 1000 Observatio...
Old Dominion >> CS >> 795 (Fall, 2008)
CS795/895: Topics in Data Mining and Security Summer 2008 Homework #3: Due: June 5, 2008 (Thursday) Problem 1. Given the following 15 instances of a dataset of which 9 are yes, along with the predicted probability of a yes response, determine (i) lif...
Old Dominion >> CPSC >> 826 (Fall, 2009)
CPSC 826 Fall 2004 Weigle Problem Set 1 Chapter 1: Computer Networks and the Internet Assigned: Friday, August 20, 2004 Due: Friday, August 27, 2004 Directions: Answer the following questions and submit a hard-copy by the start of class on the due...
Old Dominion >> CPSC >> 360 (Fall, 2009)
CPSC 360 Network Programming Applications POP Michele Weigle Department of Computer Science Clemson University mweigle@cs.clemson.edu http:/www.cs.clemson.edu/~mweigle/courses/cpsc360 1 Applicati...
UC Davis >> MATH >> 202 (Fall, 2009)
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UC Davis >> MATH >> 202 (Fall, 2009)
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Washington >> M >> 307 (Fall, 2009)
Math 307 I Quiz 4 - Solutions Monday, October 29, 2007 1. (1 pt. each) True or False (circle one) Suppose we have a linear homogeneous second order differential equation y + p(t)y + q(t)y = 0. a. T F ( ) If y1 and y2 are two solutions of ( ) and ...
Old Dominion >> CS >> 795 (Fall, 2008)
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Georgia Tech >> ISYE >> 6414 (Fall, 2008)
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Georgia Tech >> ISYE >> 6414 (Fall, 2008)
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Georgia Tech >> ISYE >> 6414 (Fall, 2008)
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Arizona >> MATH >> 115 (Fall, 2009)
Project II Information Project II will consist of 4 parts: A preliminary report, an oral report, a written report and an individual quiz. Your project will be worth a total of 150 points. The point breakdown of the project is as follows: Prelim. repo...
Duke >> CPS >> 296 (Fall, 2009)
Combinational Collaborative Filtering for Personalized Community Recommendation WenYen Chen, Dong Zhang, Edward Y. Chang, KDD 08 Presented by Shaddi Hasan March 24, 2009 The University of North Carolina at Chapel Hill Overview Problem Statement T...
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Chapter 2: Alkanes (aka unsaturated hydrocarbons) Reading Assignment: Chapter 2 2.1-2.7, 2.9 Homework Assignment: 2.3, 13, 17(a), 21, 22, 24(abd), 25(ab), and Draw out the full structural and skeletal structures for decane, pentane and 2,3,4,5tetram...
Texas A&M >> PEOPLE >> 221 (Fall, 2009)
Chapter 5: Vectors, Lists & Sequences (week 2) 2/1/09 02:16 Vectors 1 Vectors (Ch 5.1) 2/1/09 02:16 Vectors 2 Outline and Reading The Vector ADT (5.1.1) Array-based implementation (5.1.2) 2/1/09 02:16 Vectors 3 The Vector ADT The Vecto...
Texas A&M >> PEOPLE >> 221 (Fall, 2009)
Trees 2/7/09 Outline and Reading Trees Make Money Fast! Stock Fraud Ponzi Scheme Bank Robbery 1 Tree ADT (6.1) Preorder and postorder traversals (6.2.3) BinaryTree ADT (6.3.1) Inorder traversal (6.3.4) Euler Tour traversal (6.3.4) Temp...
Texas A&M >> PEOPLE >> 221 (Fall, 2009)
An Overview of the Standard Template Library Part 1 CPSC 221, Texas A&M University Adapted from RebootSoft http:/www.rebootsoft.com/Presentations/stl/STL.zip Overview of the STL What is the STL ? History of the STL C+ Templates 101 STL Component...
Texas A&M >> PEOPLE >> 221 (Fall, 2009)
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Texas A&M >> PEOPLE >> 626 (Fall, 2009)
Can a Shared-Memory Model Serve as a Bridging Model for Parallel Computation? Phillip B. Gibbons* Yossi Matiast Vijaya Ramachandran$ Abstract We consider the question of whether a shared-memory model can serve as an effective bridging model for par...
W. Alabama >> STAT >> 333 (Fall, 2009)
STAT 333 Fall 2004 Chapter 5 Exponential and Poisson Process Problems begin pg. 330. #1, #2, #4, #12, #19, #20, #26, #28 #57(T), #59, #60 #37, #38, #39(T), #40, #43(T), #44, #48, 1 ...
Arizona >> MATH >> 322 (Spring, 2007)
Topic 3: Null Space. Q6: A= 10 0 1 2 1 6 we want Ax = 0, x = (x1 , x2 , x3 )T , which is just x1 10 1 2 x2 = 0 0 1 6 x3 Thus, we have 10x1 + x2 + 2x3 = 0, (1) x2 + 6x3 = 0, (2) Look at the second equation, we get x2 = -6x3 Plug it into the first...
Washington >> ATMOS >> 502 (Fall, 2009)
Introduction to Synoptic Meteorology (ATMS502) Spring Quarter 2002 (3 credits) Lecture: Monday & Wednesday, 10:3011:20 in ATG 610 Lab: Friday 10:3012:20 in ATG 610 Instructors: Prof. Gregory Hakim Dr. Lynn McMurdie Office: 306 ATG Office: 624 ATG Pho...
Old Dominion >> CS >> 779 (Fall, 2008)
Introduction & Simple Examples Stevens\'s Texts (Stevens passed away Sept 1, 1999) Comers\'s Texts Introduction Discovering Network Topology A Simple TCP client/server example Steven\'s Texts: Original textbook: Unix Network Programming (1990) Old Ser...
Arizona >> A >> 300 (Fall, 2008)
ASTRONOMY 300B: Homework Number 2 Prof. J. Bechtold Due: Wednesday, January 28, 2009, in class 1. The binomial distribution. (30 pts) Perform the following experiment: Get 10 pennies, and put them in a box. Shake the box, and record how many heads th...
Old Dominion >> CS >> 779 (Fall, 2008)
Diagnostic Exam Spring 2006 Readings in Computer Networks The questions are based on of the following paper: \"Internet Indirection Infrastructure\", Ion Stoica, Daniel Adkins, Shelley Zhaung, Scott Shenker, and Sonesh Surana, IEEE/ACM Transactions on ...
Washington >> WEEK >> 492 (Fall, 2009)
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Washington >> CEE >> 490 (Fall, 2008)
CEE490 / ENVH461 HW#1 Name: _ Due Thursday Oct. 2, 2008 at class time. Cancer Risk from Exposure to Air Pollutant Emissions from Medical Waste Incinerator Given: Medical Waste Incinerator (1000 lb waste/hr) proposed to be constructed Maximum downwin...
ECCD >> BIOL >> 1004 (Fall, 2009)
Biol Fertil Soils (2003) 38:186189 DOI 10.1007/s00374-003-0600-y SHORT COMMUNICATION Praveen-Kumar J. C. Tarafdar 2,3,5-Triphenyltetrazolium chloride (TTC) as electron acceptor of culturable soil bacteria, fungi and actinomycetes Received: 20 Sep...
Philander Smith >> WEBS >> 101 (Fall, 2008)
Possibilities for the Literary Analysis Essay 1. You could, as we have discussed, show how Phoenixs journey corresponds to Joseph Campbells conception of the journey of the hero. This correspondence is evidence that she can be considered a hero. 2. Y...
Philander Smith >> WEBS >> 102 (Fall, 2009)
Punctuating Clauses I gave a party. Everybody came. I gave a party; everybody came. I gave a party; moreover, everybody came. Two independent clauses connected by a word, such as also, consequently, finally, furthermore, however, likewise, moreover, ...
Washington >> DOCS >> 323 (Fall, 2009)
Changelog for ethnomed.theme (name of developer listed in brackets) ethnomed.theme - 1.9 ethnomed.theme - 1.8 - Added support for print style sheet (will show printed external urls that are linked and hide extra interface ...
BYU >> IT >> 210 (Fall, 2009)
JSP Standard Tag Library Like HTML only better Like JSP only easier Overview The JavaServer Pages Standard Tag Library (JSTL) encapsulates, as simple tags, core functionality common to many JSP applications. <http:/java.sun.com/products/jsp/jstl/>...
BYU >> IT >> 210 (Fall, 2009)
IT 210 Fundamentals of WEB-based Information Technology Catalog Data: (3:2:3) Prerequisite: CS 142, IT 101 Introduction to operating systems concepts, networking concepts, web technologies and tools from a web infrastructure management perspective. ...
Philander Smith >> WEBS >> 214 (Fall, 2008)
Informal notes Pt. One: \"Charlie\'s Place\" Setting: Myrtle Beach, SC Main event: Aug. 26, 1950 Characters Charlie Fitzgerald, black entrepreneur Sheriff C. Ernest Sasser Grand Dragon Hamilton Some of the dancers: Dino Thompson: as a kid experienced Ch...
Sonoma >> PHILOSOPHY >> 101 (Spring, 2008)
Outline of a Problem Description In this powerpoint I show how to outline a Problem Description and how to use various Google Search tools to find relevant references that can be used to flesh out the outline. My Inquiry Question How can car manufa...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Introduction to an Environmental Outlook on Plant Biology Lecture Objectives: By the end of the lecture (and after some work with the text), you should be able to: 1. explain to a new classmate the organizatio...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Environmental Ethics ~ Feeding a Hungry World Lecture Objectives: By the end of the lecture (and after some work with the text), you should be able to: 1. 2. 3. 4. explain the process of scientific investigat...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Energy Flows, Matter Cycles Lecture Objectives By the end of this lecture, you should be able to: 1. give examples of biotic and abiotic components within an ecosystem. 2. contrast and explain the flow of ener...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Community Relationships Lecture Objectives By the end of the lecture and after reading the text, you should be able to: 1. explain the connection between evolution and natural selection. 2. list the types of p...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Population Ecology Lecture Objectives By the end of the lecture, you should be able to: 1. list and explain factors that produce changes in population size. 2. contrast a J-shaped population growth curve with ...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Releasing Energy: Respiration Lecture Objectives By the end of this lecture, you should be able to: 1. explain the transformation of energy during photosynthesis through respiration. 2. explain the chemical in...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
IB 102 Lecture: Plants used to Feed the World le:/Users/Kat/Desktop/IB102/Lectures/PlantFuel/11plants09.html Integrative Biology 102: Lecture Outline Plants Used to Feed the World Lecture Objectives: By the end of the lecture (and after some work w...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Nutrient Cycle Disruption and Dead Zones Lecture Objectives At the end of this lecture (and after studying the texts), you should be able to: 1. Explain how human activities have altered the nitrogen, phosphor...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Genetic Technologies Lecture Objectives: 1. By the end of the lecture, you should be able to: define the term totipotency and explain how this characteristic of plants is used in new technology; 2. compare th...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline GM Crops: Applications & Concerns Lecture Objectives: By the end of the lecture, you should be able to: 1. list some of the GM plant products on the market. 2. explain the Bt controversy. 3. describe the issu...
University of Illinois, Urbana Champaign >> LIFE >> 102 (Fall, 2009)
Integrative Biology 102: Lecture Outline Ecological Economics Lecture Objectives By the end of this lecture and reading the text, you should be able to: 1. explain the difference between nonrenewable, renewable and intangible resources. 2. list the t...
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