Analyzing WMDD on Parallel Machines. Harrisen Egly, Alyssa Estrada, Kelcie Gerson, Sarah Murray
|
|
|
- Amice McKenzie
- 5 years ago
- Views:
Transcription
1 Analyzing WMDD on Parallel Machines Harrisen Egly, Alyssa Estrada, Kelcie Gerson, Sarah Murray
2 Agenda Problem Setup: Determining final exams, classrooms, and a unique timeline Algorithm Overview: What is WMDD and how does it apply to this scenario? Four cases: How well does WMDD perform? When does it start to breakdown? Final Conclusions
3 Problem Setup Problem: P r j, d j Σw j T j Scenario: 40 IEOR classes that are assumed to have final exams, where each final exam is a job Ideal exam time determined from chart, as registrar would do Setup unique timeline Determine release time and due date from the ideal exam time and unique timeline Job weight is size of classroom Class Time Finals Time 8:40 am-9:55 am 9:00 am-12:00 pm 9:00 am-11:30 am 9:00 am-12:00 pm 10:10 am-11:25 am 9:00 am-12:00 pm 10:10 am-12:40 pm 9:00 am-12:00 pm 11:40 pm-12:55 pm 9:00 am-12:00 pm 1:10 pm-2:25 pm 1:00 pm-4:00 pm 1:10 pm-3:40 pm 1:00 pm-4:00 pm 2:40 pm-3:55 pm 1:00 pm-4:00 pm 4:10 pm-5:25 pm 4:00 pm-7:00 pm 4:10 pm-6:40 pm 4:00 pm-7:00 pm 5:40 pm-6:55pm 4:00 pm-7:00 pm 7:10 pm-9:40pm 7:00 pm-10:00pm
4 Problem Setup: Adjusting Our Timeline
5 Problem Setup: Adjusting Our Timeline
6 Problem Setup We decided to run the algorithm in 3 Classrooms 2 classrooms provided an uninteresting problem, as it requires putting one job in every slot (40 jobs in 40 slots) Schedule density: This metric allows us to compare the difficulty of scheduling jobs among the problems we encounter. It is calculated as: Schedule density measures the percentage of time spaces that will be non-idle in the final schedule
7 Algorithm Overview: Weighted Modified Due Date Weighted Modified Due Date (WMDD) is a greedy heuristic used to solved 1 r j, d j Σw j T j A combination of WSPT and Weighted Remaining Allowance Proved to be 1.06*OPT Class sizes were used as weights; this prioritizes classes whose lateness would require more individual rescheduling How It Works The Algorithm iterates over time units, calculating the modified due date as: On each iteration, the smallest (3 smallest) WMDD are added to the schedule
8 Case 1: Base Case In this case all 40 jobs are processed on 3 Machines with no additional constraints Major Assumptions: All Classes will fit in the available rooms No consideration of Major Tracks In this case, WMDD provides the optimal solution.
9 Case 1 Schedule Number of Tardy Jobs: 1 Objective Function: 20 Percentage of Tardy Jobs: 2.5% Schedule Density: 66.7% Time Exam Slot Mudd 303 Mudd 545 Mudd 833 Mon 9 am 0 IEOR 4709 IEOR 3609 IEOR 3402 Wed 9am 1 IEOR 4418 IEOR 4573 IDLE Mon 1pm 2 IEOR 4307 IEOR IEOR 4004 Wed 1pm 3 IDLE IDLE IDLE Mon 4pm 4 IEOR 4404 IEOR 4700 IEOR Wed 4pm 5 IEOR 6614 IEOR 4412 IEOR 4521 Mon 7pm 6 IEOR 4540 IEOR 4208 IDLE Wed 7pm 7 IEOR 4510 IDLE IDLE Tues 9am 8 IEOR 4707 IEOR 4102 IEOR 4574 Thurs 9am 9 IEOR 6712 IEOR 4601 IEOR 4507 Tues 1pm 10 IEOR 4211 IEOR 4523 IDLE Thurs 1pm 11 IEOR 4630 IEOR 4570 IDLE Tues 4pm 12 IEOR 4703 IEOR 3404 IEOR 4106 Thurs 4pm 13 IEOR 4720 IEOR 4405 IDLE Tues 7pm 14 IEOR 4524 IEOR 4578 IEOR 4577 Thurs 7pm 15 IEOR 4729 IEOR 4734 IDLE Fri 9am 16 IEOR 2261 IEOR 4525 IEOR 4998 Fri 1pm 17 IDLE IDLE IDLE Fri 4pm 18 IDLE IDLE IDLE Fri 7pm 19 IDLE IDLE IDLE
10 Case 2: Class Size Constraint For classes larger than 60 students, we determined that one room would not be large enough for the entire class. We broke these classes out into two exam slots, increasing our number of scheduled jobs to 55. This increases schedule Density to 92%; as the schedule density approaches 1, more jobs are completed late
11 Case 2 Schedule Number of Tardy Jobs: 15 Objective Function: 671 Percentage of Tardy Jobs: 27.3% Schedule Density: 91.7% Time Exam Slot Mudd 303 Mudd 545 Mudd 833 Mon 9 am 0 IEOR 4709a IEOR 4709b IEOR 3609a Wed 9am 1 IEOR 3402a IEOR 3609b IEOR 3402b Mon 1pm 2 IEOR 4307a IEOR 4307b IEOR Wed 1pm 3 IEOR 4418 IEOR 4004 IEOR 4573 Mon 4pm 4 IEOR 4404a IEOR 4700a IEOR 4404b Wed 4pm 5 IEOR 4700b IEOR IEOR 4208 Mon 7pm 6 IEOR 4540 IEOR 6614 IEOR 4412 Wed 7pm 7 IEOR 4510a IEOR 4510b IEOR 4521 Tues 9am 8 IEOR 4707a IEOR 4707b IEOR 4102a Thurs 9am 9 IEOR 4102b IEOR 4574 IEOR 6712 Tues 1pm 10 IEOR 4211 IEOR 4601 IEOR 4523 Thurs 1pm 11 IEOR 4630 IEOR 4507 IEOR 4570 Tues 4pm 12 IEOR 4703a IEOR 4703b IEOR 4106a Thurs 4pm 13 IEOR 3404a IEOR 4106b IEOR 3404b Tues 7pm 14 IEOR 4524 IEOR 4578 IEOR 4720 Thurs 7pm 15 IEOR 4729a IEOR 4729b IEOR 4405 Fri 9am 16 IEOR 2261a IEOR 2261b IEOR 4525a Fri 1pm 17 IEOR 4525b IEOR 4998 IEOR 4577 Fri 4pm 18 IEOR 4734 IDLE IDLE Fri 7pm 19 IDLE IDLE IDLE
12 Case 3: 4 rooms Case 3a: 4 rooms with a class size constraint Practical Benefits: Adding Mudd 633 to reduce schedule density See how adding additional classes affect a schedule with a lower schedule density Application: We ran WMDD and got a reasonable schedule that works as a good starting point to add more practical constraints
13 Case 3a Schedule Number of Tardy Jobs: 4 Objective Function: 129 Percentage of Tardy Jobs: 7.3% Schedule Density: 71.3% Time Exam Slot Mudd 303 Mudd 545 Mudd 833 Mudd 633 Mon 9 am 0 IEOR 4709a IEOR 4709b IEOR 3609a IEOR 3609b Wed 9am 1 IEOR 3402a IEOR 3402b IEOR 4418 IEOR 4573 Mon 1pm 2 IEOR 4307a IEOR 4307b IEOR IEOR 4004 Wed 1pm 3 IDLE IDLE IDLE IDLE Mon 4pm 4 IEOR 4404a IEOR 4700a IEOR 4404b IEOR 4700b Wed 4pm 5 IEOR IEOR 4208 IEOR 6614 IEOR 4412 Mon 7pm 6 IEOR 4540 IEOR 4521 IDLE IDLE Wed 7pm 7 IEOR 4510a IEOR 4510b IDLE IDLE Tues 9am 8 IEOR 4707a IEOR 4707b IEOR 4102a IEOR 4102b Thurs 9am 9 IEOR 4574 IEOR 6712 IEOR 4601 IEOR 4507 Tues 1pm 10 IEOR 4211 IEOR 4523 IDLE IDLE Thurs 1pm 11 IEOR 4630 IEOR 4570 IDLE IDLE Tues 4pm 12 IEOR 4703a IEOR 4703b IEOR 4106a IEOR 3404a Thurs 4pm 13 IEOR 4106b IEOR 3404b IEOR 4720 IEOR 4405 Tues 7pm 14 IEOR 4524 IEOR 4578 IEOR 4577 IEOR 4734 Thurs 7pm 15 IEOR 4729a IEOR 4729b IDLE IDLE Fri 9am 16 IEOR 2261a IEOR 2261b IEOR 4525a IEOR 4525b Fri 1pm 17 IEOR 4998 IDLE IDLE IDLE Fri 4pm 18 IDLE IDLE IDLE IDLE Fri 7pm 19 IDLE IDLE IDLE IDLE
14 Case 3: 4 rooms Case 3a: 4 rooms with a class size constraint Practical Benefits: Adding Mudd 633 to reduce schedule density See how adding additional classes affect a schedule with a lower schedule density Application: We ran WMDD and got a reasonable schedule that works as a good starting point to add more practical constraints Case 3b: Any split class still needs exams to happen at the same time. Practical Benefits: Prevent Academic Dishonesty Allows the professor to write only one exam Application: We ran WMDD, and then hardcoded a change for the 2 classes where this constraint was violated
15 Case 3b Schedule Number of Tardy Jobs: 4 Objective Function: 129 Percentage of Tardy Jobs: 7.3% Schedule Density: 71.3% Time Exam Slot Mudd 303 Mudd 545 Mudd 833 Mudd 633 Mon 9 am 0 IEOR 4709a IEOR 4709b IEOR 3609a IEOR 3609b Wed 9am 1 IEOR 3402a IEOR 3402b IEOR 4418 IEOR 4573 Mon 1pm 2 IEOR 4307a IEOR 4307b IEOR IEOR 4004 Wed 1pm 3 IDLE IDLE IDLE IDLE Mon 4pm 4 IEOR 4404a IEOR 4700a IEOR 4404b IEOR 4700b Wed 4pm 5 IEOR IEOR 4208 IEOR 6614 IEOR 4412 Mon 7pm 6 IEOR 4540 IEOR 4521 IDLE IDLE Wed 7pm 7 IEOR 4510a IEOR 4510b IDLE IDLE Tues 9am 8 IEOR 4707a IEOR 4707b IEOR 4102a IEOR 4102b Thurs 9am 9 IEOR 4574 IEOR 6712 IEOR 4601 IEOR 4507 Tues 1pm 10 IEOR 4211 IEOR 4523 IDLE IDLE Thurs 1pm 11 IEOR 4630 IEOR 4570 IDLE IDLE Tues 4pm 12 IEOR 4703a IEOR 4703b IEOR 4106a IEOR 4106b Thurs 4pm 13 IEOR 3404a IEOR 3404b IEOR 4720 IEOR 4405 Tues 7pm 14 IEOR 4524 IEOR 4578 IEOR 4577 IEOR 4734 Thurs 7pm 15 IEOR 4729a IEOR 4729b IDLE IDLE Fri 9am 16 IEOR 2261a IEOR 2261b IEOR 4525a IEOR 4525b Fri 1pm 17 IEOR 4998 IDLE IDLE IDLE Fri 4pm 18 IDLE IDLE IDLE IDLE Fri 7pm 19 IDLE IDLE IDLE IDLE
16 Case 4: 4 Rooms with Major track constraints Now we wanted to take into consideration students with a particular major track so that their exams do not overlap Simulation and Intro to Financial Engineering were scheduled at the same time, but juniors majoring in F.E. need to take both Production Planning and Advanced Optimization could have had the same final exam (both M/W 9am-12pm), and juniors need to take both Ran WMDD and then hardcoded a change for the 2 classes where this constraint was violated
17 Case 4 Schedule Number of Tardy Jobs: 4 Objective Function: 129 Percentage of Tardy Jobs: 7.3% Schedule Density: 71.3% Time Exam Slot Mudd 303 Mudd 545 Mudd 833 Mudd 633 Mon 9 am 0 IEOR 4709a IEOR 4709b IEOR 3609a IEOR 3609b Wed 9am 1 IEOR 3402a IEOR 3402b IEOR 4418 IEOR 4573 Mon 1pm 2 IEOR 4307a IEOR 4307b IEOR IEOR 4004 Wed 1pm 3 IDLE IDLE IDLE IDLE Mon 4pm 4 IEOR 4404a IEOR 6614 IEOR 4404b IEOR 4412 Wed 4pm 5 IEOR 4700a IEOR 4700b IEOR IEOR 4208 Mon 7pm 6 IEOR 4540 IEOR 4521 IDLE IDLE Wed 7pm 7 IEOR 4510a IEOR 4510b IDLE IDLE Tues 9am 8 IEOR 4707a IEOR 4707b IEOR 4102a IEOR 4102b Thurs 9am 9 IEOR 4574 IEOR 6712 IEOR 4601 IEOR 4507 Tues 1pm 10 IEOR 4211 IEOR 4523 IDLE IDLE Thurs 1pm 11 IEOR 4630 IEOR 4570 IDLE IDLE Tues 4pm 12 IEOR 4703a IEOR 4703b IEOR 4106a IEOR 3404a Thurs 4pm 13 IEOR 4106b IEOR 3404b IEOR 4720 IEOR 4405 Tues 7pm 14 IEOR 4524 IEOR 4578 IEOR 4577 IEOR 4734 Thurs 7pm 15 IEOR 4729a IEOR 4729b IDLE IDLE Fri 9am 16 IEOR 2261a IEOR 2261b IEOR 4525a IEOR 4525b Fri 1pm 17 IEOR 4998 IDLE IDLE IDLE Fri 4pm 18 IDLE IDLE IDLE IDLE Fri 7pm 19 IDLE IDLE IDLE IDLE
18 Final Conclusions Based on our results, we believe WMDD is a good starting point. Its simple application allows for a logical relaxation of the parallel problem and additional practical constraints can be added in on a case by case basis. Potential Issues: 1. As schedule density increases, the quality of schedule produced by WMDD does deteriorate 2. Larger jobs are placed early in the week, (ie on Monday rather than Wednesday), even though they don t need to be. We handle this issue in Case For exam scheduling, the number of late jobs might be a more accurate objective function than tardiness
19 Any Questions? Thanks for a great semester!
RE: Final Exam Schedule Tuesday, December 11 through Monday, December 17
MEMORANDUM FALL 2018 FINAL EXAM FROM: Office of Instructional Services RE: Final Exam Schedule Tuesday, December 11 through Monday, December 17 DISTRICT REGULATION 6.15060 EXAMINATIONS states: A. A Final
1. If a class time does not appear on this schedule, students should check with their professors.
FINAL EXAM SCHEDULES, ACADEMIC YEAR 2017-2018 1. If a class time does not appear on this schedule, students should check with their professors. 2. Classes with associated labs should have their final exam/culminating
energy systems development endurance training: pre-season
energy systems development endurance training: pre-season JUST PLAY! energy systems development 2 energy systems development endurance training: pre-season The information contained within this document
Understanding Rider Differences in Mileage and Riding Frequency through the MSF100 Motorcyclists Naturalistic Study.
2/18/216 Understanding Rider Differences in Mileage and Riding through the MSF1 Motorcyclists Naturalistic Study January 13, 214 Mac McCall Shane McLaughlin Motorcycle Research Group 1 Overview Objective
Basic CPM Calculations
Overview Core Scheduling Papers: #7 Basic CPM Calculations Time Analysis calculations in a Precedence Diagramming Method (PDM) Critical Path Method (CPM) network can be done in a number of different ways.
Second Generation Bicycle Charging Station. Engineering Analysis
Second Generation Bicycle Charging Station By Jonathan Jerome, Michael Klinefelter, Connor Kroneberger, Kori Molever, and Robert Rosenberg Team 22B Engineering Analysis Document Submitted towards partial
CS472 Foundations of Artificial Intelligence. Final Exam December 19, :30pm
CS472 Foundations of Artificial Intelligence Final Exam December 19, 2003 12-2:30pm Name: (Q exam takers should write their Number instead!!!) Instructions: You have 2.5 hours to complete this exam. The
FALL BALL 3 ON 3 LEAGUE. G u i d e s a n d P r o c e d u r e s
FALL BALL 3 ON 3 LEAGUE G u i d e s a n d P r o c e d u r e s 2 Table of Contents INTRO TO THE LEAGUE:... 3 INFORMATION YOU SHOULD KNOW TO START:... 3 TEAMS ARE NOT REQUIRED TO HAVE A COACH.... 3 SCHEDULED
Marathon walk's Complete Performance Training Plan
Marathon walk's Complete Performance Training Plan Distance Avg s: How did you feel, where did you go, what was the 1 10/11/15 17 weeks Build Goal - Phase 1 - Prepare to start training Strength and mobility
Live train crossing information
Live train crossing information We believe in a world with seamless mobility and no railway crossing fatalities hy can t anyone tell me when a railway crossing is blocked 1. What is TRAINFO? Live + historical
Sat Feb 24, mile I ran 1 mile in Amsterdam after our arrival.
Sat Feb 24, 2018 1 mile I ran 1 mile in Amsterdam after our arrival. Sun Feb 25, 2018 4.25 miles I jogged ½ mile to the Sportcentrum VU and rested a few minutes. Then I ran 3 miles on a treadmill in 26:01
Diary Pages. 4 period day. 5 period day. 6 period day. 8 period day. blank day. lined 5 mm. lined 7 mm. lined 10 mm. horizontal format - blank
Diary Pages List of Contents 4 period day 5 period day 6 period day 8 period day blank day lined 5 mm lined 7 mm lined 10 mm horizontal format - blank horizontal format - lined suggestions on usage example
/435 Artificial Intelligence Fall 2015
Final Exam 600.335/435 Artificial Intelligence Fall 2015 Name: Section (335/435): Instructions Please be sure to write both your name and section in the space above! Some questions will be exclusive to
Optimization and Search. Jim Tørresen Optimization and Search
Optimization and Search INF3490 - Biologically inspired computing Lecture 1: Marsland chapter 9.1, 9.4-9.6 2017 Optimization and Search Jim Tørresen 2 Optimization and Search Methods (selection) Optimization
LIVE FITNESS CLASSES. Virtual 5K & 10K. 6-week training program. Training starts March 25 Race Day May 5
LIVE FITNESS CLASSES Virtual 5K & 10K 6-week training program starts March 25 Race Day May 5 Ready, set,! 5k Overview Recommended : 150 minutes of Total Exercise per week through the Gixo app A 5k is the
TIMETABLING IN SPORTS AND ENTERTAINMENT
TIMETABLING IN SPORTS AND ENTERTAINMENT Introduction More complicated applications of interval scheduling and timetabling: scheduling of games in tournaments scheduling of commercials on network television
San José State University Kinesiology KIN 13A-01, Beginning Rugby, 25236, Spring Semester, 2018
San José State University Kinesiology KIN 13A-01, Beginning Rugby, 25236, Spring Semester, 2018 Course and Contact Information Instructor: James Fonda Office Location: SPX 170 Telephone: o. (408) 924-2073
Ocean Fishing Fleet Scheduling Path Optimization Model Research. Based On Improved Ant Colony Algorithm
4th International Conference on Sensors, Measurement and Intelligent Materials (ICSMIM 205) Ocean Fishing Fleet Scheduling Path Optimization Model Research Based On Improved Ant Colony Algorithm Li Jia-lin2,
Optimizing positional scoring rules for rank aggregation
Optimizing positional scoring rules for rank aggregation Ioannis Caragiannis Xenophon Chatzigeorgiou George Krimpas Alexandros Voudouris University of Patras AAAI 2017 An application Find a pizza place
Excel Solver Case: Beach Town Lifeguard Scheduling
130 Gebauer/Matthews: MIS 213 Hands-on Tutorials and Cases, Spring 2015 Excel Solver Case: Beach Town Lifeguard Scheduling Purpose: Optimization under constraints. A. GETTING STARTED All Excel projects
Automating Injection Molding Simulation using Autonomous Optimization
Automating Injection Molding Simulation using Autonomous Optimization Matt Proske, Rodrigo Gutierrez, & Gabriel Geyne SIGMASOFT Virtual Molding Autonomous optimization is coupled to injection molding simulation
Sat Feb 24, mile I ran 1 mile in Amsterdam after our arrival.
Sat Feb 24, 2018 1 mile I ran 1 mile in Amsterdam after our arrival. Sun Feb 25, 2018 4.25 miles I jogged ½ mile to the Sportcentrum VU and rested a few minutes. Then I ran 3 miles on a treadmill in 26:01
A new Decomposition Algorithm for Multistage Stochastic Programs with Endogenous Uncertainties
A new Decomposition Algorithm for Multistage Stochastic Programs with Endogenous Uncertainties Vijay Gupta Ignacio E. Grossmann Department of Chemical Engineering Carnegie Mellon University, Pittsburgh
So You Want to Do the Crazyman!
So You Want to Do the Crazyman! With good planning and a little advice even the most inexperienced athletes amongst us can conquer the Crazyman. Totalling some 54km, the Crazyman is not a challenge to
Black Sea Bass Encounter
Black Sea Bass Encounter Below is an adaptation of the Shark Encounter (Lawrence Hall of Science: MARE 2002) lesson plan to be about Black Sea Bass and to incorporate information learned from Dr. Jensen
UNSW3+ Preparation Guide for Arc Clubs
UNSW3+ Preparation Guide for Arc Clubs With UNSW transitioning to its UNSW3+ calendar in 2019, Arc is encouraging Clubs to start thinking about how these changes will affect your Club, and what adjustments
Level 1 Mathematics and Statistics, 2013
91037 910370 1SUPERVISOR S Level 1 Mathematics and Statistics, 2013 91037 Demonstrate understanding of chance and data 9.30 am Wednesday 13 November 2013 Credits: Four Achievement Achievement with Merit
MPA Report on 2011 Season
Summary Growth of lacrosse Collegiate level recent new teams promote the sport Youth & middle school significant growth (assignments doubled) Scholastic slight growth (547 MPA games) Scheduling games Scheduling
ENHANCED PARKWAY STUDY: PHASE 2 CONTINUOUS FLOW INTERSECTIONS. Final Report
Preparedby: ENHANCED PARKWAY STUDY: PHASE 2 CONTINUOUS FLOW INTERSECTIONS Final Report Prepared for Maricopa County Department of Transportation Prepared by TABLE OF CONTENTS Page EXECUTIVE SUMMARY ES-1
finals) Friday, December 8, 2017
Fall 2017 Day Classes Begin Monday, August 21, 2017 Last Day to Add Friday, August 25, 2017 Last Day Audit/Credit Friday, August 25, 2017 Last Day for S/U Tuesday, September 19, 2017 Last Day to Drop Monday,
Arlington Public Schools Thomas Jefferson Site Evaluation Transportation Networks. Thomas Jefferson Working Group Meeting #6 November 10, 2014
Arlington Public Schools Thomas Jefferson Site Evaluation Transportation Networks Thomas Jefferson Working Group Meeting #6 November 10, 2014 2 3 INTRODUCTION 4 Goal of our work: Identify and assess multi-modal
FOR IMMEDIATE RELEASE September 3, 2013
FOR IMMEDIATE RELEASE September 3, 2013 MLB ANNOUNCES 2013 POSTSEASON SCHEDULE Postseason Scheduled to Begin on TBS with N.L. Wild Card Game on Tues., Oct. 1 st and A.L. Wild Card Game on Wed., Oct. 2
1.1 The size of the search space Modeling the problem Change over time Constraints... 21
Introduction : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : 1 I What Are the Ages of My Three Sons? : : : : : : : : : : : : : : : : : 9 1 Why Are Some Problems Dicult to Solve? : : :
PSM I PROFESSIONAL SCRUM MASTER
PSM I PROFESSIONAL SCRUM MASTER 1 Upon What kind of process control is SCRUM based? a) IDEAL b) SCRUM enterprise c) Empirical d) Agile 2 If burndown charts are used to visualize progress, what do they
Alley OUR BUSINESS SUMMARY
Alley OUR BUSINESS SUMMARY Table of Contents Introduction to Strike Bowling Alley 1 Our Organizational Model 2 Revenue Streams 3 Personnel & Job Creation 4 Location Selection & New Construction 5 Bowling
LTAT COACHING BEGINNER AND INTERMEDIATE PLAYERS COURSE (BASED ON ITF COURSE CURRCULUM)
LTAT COACHING BEGINNER AND INTERMEDIATE PLAYERS COURSE (BASED ON ITF COURSE CURRCULUM) SCHEDULE FOR CANDIDATES JANUARY 2018 COACHING COURSE SCHEDULE SUMMARY DAY DATE DAY ON-COURT LECTURE ROOM TOTAL 1 29-JAN
August Sun Mon Tue Wed Thu Fri Sat First Day of Fall Classes Grad PCC: 12 2 pm, 2124 Lee.
August 2011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 23 24 25 26 27 MHEC Submission Window August 22 September 6 28 29 30 31 First Day of Fall Classes Grad PCC: 12 2 pm, 24 Lee. MHEC Submission
A IMPROVED VOGEL S APPROXIMATIO METHOD FOR THE TRA SPORTATIO PROBLEM. Serdar Korukoğlu 1 and Serkan Ballı 2.
Mathematical and Computational Applications, Vol. 16, No. 2, pp. 370-381, 2011. Association for Scientific Research A IMPROVED VOGEL S APPROXIMATIO METHOD FOR THE TRA SPORTATIO PROBLEM Serdar Korukoğlu
Proposal For Balloon Satellite
Proposal For Balloon Satellite Gear Heads Project: Giza Ashleigh Bailey Tiffany Flanagan Charles Vaughan Alex Paulson Zach Greenwood Gear heads 1 Mission Statement: We plan to design and build a satellite
Lecture 10. Support Vector Machines (cont.)
Lecture 10. Support Vector Machines (cont.) COMP90051 Statistical Machine Learning Semester 2, 2017 Lecturer: Andrey Kan Copyright: University of Melbourne This lecture Soft margin SVM Intuition and problem
A Branch and Cut Search for the Deterministic Optimization of the Thermal Unit Commitment Problem. Part II: Computational Results
1 A Branch and Cut Search for the Deterministic Optimization of the Thermal Unit Commitment Problem. Part II: Computational Results Marian G. Marcovecchio, Augusto Q. Novais, Ignacio E. Grossmann Abstract--
Advice from the coach In order for the body to adapt i.e. get fitter & stronger you need to overload it, recover well, then repeat.
This is a 16 week plan which assumes that riders are starting with a moderate level of fitness. The plan is based on 5-6 training days per week with a recovery day built in which should be taken. There
DESIGN OPTIMIZATION OF WORK ROLL CHOCK AND BACKUP ROLL CHOCK IN COLD ROLLING MILL
DESIGN OPTIMIZATION OF WORK ROLL CHOCK AND BACKUP ROLL CHOCK IN COLD ROLLING MILL Tukesh Sahu 1, Prof. G.R.Kesheory 2 1M.Tech Scholar, Department of Mechanical Engineering, VITS Indore, MP, India 2Assistant
Autonomous blimp control with reinforcement learning
University of Wollongong Research Online University of Wollongong Thesis Collection 1954-2016 University of Wollongong Thesis Collections 2009 Autonomous blimp control with reinforcement learning Yiwei
PELLISSIPPI STATE COMMUNITY COLLEGE MASTER SYLLABUS BEGINNING TENNIS PHED 2440
PELLISSIPPI STATE COMMUNITY COLLEGE MASTER SYLLABUS BEGINNING TENNIS PHED 2440 Class Hours: 0.0 Credit Hours: 1.0 Lab Hours: 2.0 Revised: Spring 2011 Catalog Course Description: The introduction of skills,
To consider the introduction of a revised UEA timetable slotting matrix for use commencing in 2019/20.
LTC17D17 Title: UEA Timetable Slotting Author: Nigel Shed LTS Manager Timetabling Date: 10//2018 Circulation: Learning and Teaching Committee 20 th June 2018 Agenda: LTC17A006 Version: Final Status: Open
Module: Scrum Basics. Pete Deemer CPO, Yahoo! India R&D
Module: Scrum Basics Pete Deemer CPO, Yahoo! India R&D Scrum Roles Brief Introduction Product Owner The Team ScrumMaster Determines what should be produced, to maximize ROI for the business Cross-functional
HOMESCHOOL 2017 Opening Round Monday & Tuesday 5 Pools, each with 4 teams ASSOCIATION Pool A Pool B A1 B1 A2 B2 A3 B3 A4 B4 A5 B5 A6 B6 A7
2017 Opening Round Monday & Tuesday 5 Pools, each with 4 teams Teams that win at least 1 game, plus 1 Lucky Dog team, qualify for Q Games, all 4 other teams to Div. III Pool A (4 teams) Pool B (4 teams)
KC Scout Kansas City s Bi-State Transportation Management Center
KC Scout Kansas City s Bi-State Transportation Management Center Operations Report May 216 This report contains statistical and operational data of activities at the Scout TMC for the period Sunday, May
DRIVE, CHIP & PUTT INSTRUCTION PLAYBOOK
DRIVE, CHIP & PUTT INSTRUCTION PLAYBOOK OVERVIEW The Drive, Chip and Putt Instruction Playbook was created to help PGA Professionals leverage the successful Drive, Chip and Putt Championship to create
2018 OUTDOOR LEAGUE STRUCTURE
As per the CMSA Rules and Regulations SECTION II - TEAM ENTRY B. Based on the teams entered, CMSA will determine the format of each division and tier. H. CMSA has the ultimate authority to decide which
Evacuation Time Minimization Model using Traffic Simulation and GIS Technology
Evacuation Time Minimization Model using Traffic Simulation and GIS Technology Daisik Danny Nam, Presenter Ph.D. Student Department of Civil and Environmental Engineering, University of California, Irvine
2-15 Sun. Cross Train Cross Train Cross Train TOTAL 1.5 mi min. 2 mi min. 8 mi.
Week 1 WEEK 2 KP THRIVE TEAM RUN/WALK GALLOWAY SCHEDULE (February 7 - May 2, 2015) Folsom Parking Garage 2-7 Sat. 1 mi. 2 mi. 3 mi. 2-8 Sun. OFF OFF OFF TOTAL 1 mi. 2 mi. 3 mi. 2-9 Mon. Cross Train Cross
LIVELY Physical Activity Intervention in COPD Consultation Plans
LIVELY Physical Activity Intervention in COPD Consultation Plans 1 Checklist Appointment 1 Introduction Assess health status Explain goal of the programme Mention general benefits of PA Familiarise patient
PELLISSIPPI STATE COMMUNITY COLLEGE MASTER SYLLABUS BEGINNING RACQUETBALL PHED 2330
PELLISSIPPI STATE COMMUNITY COLLEGE MASTER SYLLABUS BEGINNING RACQUETBALL PHED 2330 Class Hours: 0.0 Credit Hours: 1.0 Lab Hours: 2.0 Revised: Spring 2011 Catalog Course Description: The introduction and
San José State University Kinesiology Dept. Scuba Diving Kin , Spring 2013
San José State University Kinesiology Dept. Scuba Diving Kin 008 01-02-03-04, Spring 2013 Instructor: Office Location: Telephone: Email: Office Hours: Class Days/Time: Classroom: Prerequisites: Frank Barry
APPLICATION FOR COACHING POSITIONS VJBL 2017/2018
APPLICATION FOR COACHING POSITIONS VJBL 2017/2018 Applications are now invited for coaching positions of our and teams for the 2017/2018 VJBL season. All applicants will be required to attend a panel interview.
The Burlington Curling Club was established in 1952 and has offered curling at the corner of New Street and Seneca Avenue since that time.
Burlington Curling Club 2295 New Street, Burlington, ON Telephone: 905-634-0014 Email: brianbcc5@gmail.com Website: www.burlcurl.com Club Manager: Brian Moore The Burlington Curling Club was established
MONTH DATE TIME EVENT January NSJTA 2019 Season 1 - information and fixture collection session Tues 29th 6-8pm
MONTH DATE TIME EVENT January NSJTA 2019 Season 1 - information and fixture collection session Tues 29th 6-8pm Teams Pizza and Practice session Thurs 31 st 7pm NSNTA 2018 Autumn Season starts (Mens) February
4. A minimum of one unit per exercise session must be obtained before the performance may be recorded in support of the program.
PHYSICAL FITNESS AWARD FOR AEROBIC EXCELLENCE GENERAL 1. The Canadian Forces Award of Aerobic Excellence Program provides recognition for members who have demonstrated an exceptional level of commitment
EX0-008 exin. Number: EX0-008 Passing Score: 800 Time Limit: 120 min.
EX0-008 exin Number: EX0-008 Passing Score: 800 Time Limit: 120 min Exam A QUESTION 1 Which statement describes Release Planning? A. After looking at all the stories in the backlog, the team estimates
Middle School Program
Middle School Program Dance Team Prep (upcoming high school) Thurs 7:30-8:15pm Teacher: Kristie Wooldridge More advanced instruction of leaps, turns, jumps, and tricks helpful to the student who wants
PATHWAYS Weeks/dates 7x1/7y1 7x2 /7y2 7x3/7y3 7x4/7y4 Free Space
Weeks/dates 7x1/7y1 7x2 /7y2 7x3/7y3 7x4/7y4 Free Space 1-7 Badminton () Rugby () Badminton () Rugby () House Competitions Cross Country (First lesson) Badminton () Rugby () Badminton () Rugby () None
VOLLEYBALL PROGRAM GUIDE
Springfield/South County Youth Club VOLLEYBALL PROGRAM GUIDE Revised Jan. 2017 7075 Newington Road, Unit G Lorton, VA 22079 Phone: (703) 339 3796 Fax: (703) 339-8751 www.sycva.com 1 Table of Contents INTRODUCTION...
EFFECTIVE DESIGN OF CONVERTER HOODS. 111 Ferguson Ct. Suite 103 Irving, Texas U.S.A. 400 Carlingview Dr. Toronto, ON M9W 5X9 Canada.
EFFECTIVE DESIGN OF CONVERTER HOODS Paykan Safe 1, Sam Matson 1, and John Deakin 2 1 Gas Cleaning Technologies 111 Ferguson Ct. Suite 103 Irving, Texas 75062 U.S.A. 2 H.G. Engineering, Ltd. 400 Carlingview
A Chiller Control Algorithm for Multiple Variablespeed Centrifugal Compressors
Purdue University Purdue e-pubs International Compressor Engineering Conference School of Mechanical Engineering 2014 A Chiller Control Algorithm for Multiple Variablespeed Centrifugal Compressors Piero
EL CAMINO COMMUNITY COLLEGE DISTRICT SCHOOL YEAR CALENDAR
SCHOOL YEAR CALENDAR 2017-2018 JULY 2017 NOVEMBER 2017 MARCH 2018 [ 1 ] 1 2 3 4 1 2 3 [ 2 ] 3 *4 5 6 [ 7 ] [ 8 ] 5 6 7 8 9 *10 11 4 5 6 7 8 9 10 [ 9 ] 10 11 12 13 [14] [15] 12 13 14 15 16 17 18 11 12 13
Academic Policy Proposal: Policy on Course Scheduling for the Charles River Campus ( )
Academic Policy Proposal: Policy on Course Scheduling for the Charles River Campus (10-5-15) 1. Rationale: Effective class and classroom scheduling is critical to the academic mission of the University.
CS 7641 A (Machine Learning) Sethuraman K, Parameswaran Raman, Vijay Ramakrishnan
CS 7641 A (Machine Learning) Sethuraman K, Parameswaran Raman, Vijay Ramakrishnan Scenario 1: Team 1 scored 200 runs from their 50 overs, and then Team 2 reaches 146 for the loss of two wickets from their
CENG 466 Artificial Intelligence. Lecture 4 Solving Problems by Searching (II)
CENG 466 Artificial Intelligence Lecture 4 Solving Problems by Searching (II) Topics Search Categories Breadth First Search Uniform Cost Search Depth First Search Depth Limited Search Iterative Deepening
Middle School Program
Middle School Program Mon 6:45-7:15pm Tues 7:45-8:15pm East Studio Teacher: Casey Tackett Wed 7:15-7:45pm Teacher: Brooke Jones Thurs 7:45-8:15pm Teacher: Emily Goodwin Mon 6:15-6:45pm Tues 8:15-8:45pm
Bio-sample testing on an adaptation to a tensile testing machine
Bio-sample testing on an adaptation to a tensile testing machine Design Team Collin Creegan, Sarah Chamberland Kristine Murphy, Christine Sniezek Design Advisor Prof. Kai-Tak Wan Abstract The purpose of
PEPSE Modeling of Triple Trains of Turbines Sending Extraction Steam to Triple Trains of Feedwater Heaters
PEPSE Modeling of Triple Trains of Turbines Sending Extraction Steam to Triple Trains of Feedwater Heaters Gene L. Minner, PhD SCIENTECH, Inc 440 West Broadway Idaho Falls, ID 83402 ABSTRACT This paper
Event Schedule. Event #1A - $400 NLHE Kick Start Deep Stack Tournament - Day 1 12:00pm 30 Min 20,000
Event Schedule Golden Gates Casino - Feb 7th-19th Day Event Start Time Blind Length Starting Chips $105 - Multi Table Qualifier - 1 in 5 advance to Event #1 9:00am 0 Min 6,000 Wed - Feb 7th Event #1A -
Basic Autoclave #1 Ideal Gas Law, Inert Gas
11. Autoclaves 40 Overview An autoclave is a high pressure, high temperature hydrometallurgy unit with carefully controlled conditions. In this chapter, we will simulate an autoclave using two different
SVKM s NMIMS School of Business Management Full Time Programmes - Academic Calendar )
Academic Calendar SVKM s NMIMS Full Time Programmes - Academic Calendar 2017-2018) Last Instruction day: Marked with * Details Program Start date Finish Date Trimester I/IV : 5 th June 2017 to 2 nd September
BUILDING CONFIDENCE IN THE WATER. SPRING 2017 Swim Lesson Guide SAMMAMISH COMMUNITY YMCA SAMMAMISH COMMUNITY YMCA WINTER 2016/2017 1
BUILDING CONFIDENCE IN THE WATER SPRING 2017 Swim Lesson Guide SAMMAMISH COMMUNITY YMCA SAMMAMISH COMMUNITY YMCA WINTER 2016/2017 1 COME SWIM WITH US As "America's Swim Instruct", the Y has been helping
Sprinting the Florida Way - Sprint Training Workouts
Sprinting the Florida Way - Sprint Training Workouts UNIVERSITY OF FLORIDA ATHLETIC ASSOCIATION by Mike Holloway, Associate Head Track Coach (Sprints), University of Florida FALL TRAINING (Base Period)
COMPRESSORS WITH SIDE STREAM
NEW CONTROL PLACE METHOD FOR FOR TITLE FIXED SPEED AUTHORS COMPRESSORS WITH SIDE STREAM David Rossi, GE Oil & Gas Laurence Casali, GE Oil & Gas Marco Pelella, GE Oil & Gas Authors David is presently a
The Incidence of Daytime Road Hunting During the Dog and No-Dog Deer Seasons in Mississippi: Comparing Recent Data to Historical Data
The Incidence of Daytime Road Hunting During the Dog and No-Dog Deer Seasons in Mississippi: Comparing Recent Data to Historical Data Preston G. Sullivan, Coalition for Ethical Deer Hunting, ethicaldeerhunting@gmail.com
PREDICTING the outcomes of sporting events
CS 229 FINAL PROJECT, AUTUMN 2014 1 Predicting National Basketball Association Winners Jasper Lin, Logan Short, and Vishnu Sundaresan Abstract We used National Basketball Associations box scores from 1991-1998
January February March
January February March Mon 1 New Year's Day Thurs 1 Thurs 1 Tues 2 Fri 2 Fri 2 Weds 3 Seniors Medal Sat 3 Sat 3 Thurs 4 Sun 4 W/E Medal Sun 4 W/E Medal Fri 5 Mon 5 Mon 5 Sat 6 W/E Medal Tues 6 Tues 6 Sun
EARLY BIRDIE SPECIAL Pay Before June 1st $315+HST = $ PAY AFTER JUNE 1 st $330+HST = $372.90
Whole In 1 Junior Golf Camp Steve and Vince will once again be running the Whole In One Summer Golf Camps. The majority of the camp will be spent at Oakville Executive Golf Course with two mornings of
Term 1 french courses
Term 1 29 Jan to 29 Mar 2018 Melbourne French Language & cultural Centre since 1890 Not-for-profit Australian association term 1 From Mon 29 Jan Discovery level Discovery courses are for students who want
SoundCast Design Intro
SoundCast Design Intro Basic Design SoundCast and Daysim 3 Land use attributes Households & Individuals SoundCast DaySim Travel demand simulator Trips and Households, Excel Summary Sheets, EMME network
How to Set Up Your League
From www.pcdrafter.com How to Set Up Your League The following tutorial will help you quickly see how easy PC Drafter is to use as you configure your fantasy league with your own rules, teams, draft order
Motion Control of a Bipedal Walking Robot
Motion Control of a Bipedal Walking Robot Lai Wei Ying, Tang Howe Hing, Mohamed bin Hussein Faculty of Mechanical Engineering Universiti Teknologi Malaysia, 81310 UTM Skudai, Johor, Malaysia. Wylai2@live.my
FIRE PROTECTION. In fact, hydraulic modeling allows for infinite what if scenarios including:
By Phil Smith, Project Manager and Chen-Hsiang Su, PE, Senior Consultant, Lincolnshire, IL, JENSEN HUGHES A hydraulic model is a computer program configured to simulate flows for a hydraulic system. The
Math Review. Overview
Drawn by Steve Yan, CMD Math Review Shirley Ann Pinegar-Johnston MS RT(R)(T)CMD Overview Drawn by Steve Yan, CMD Divergence & Intensity DIVERGENCE X-rays travel in Straight but Divergent lines INTENSITY
Explanation of Assignment Algorithm
Explanation of Assignment Algorithm Professor Tayfun Sönmez Boston College Economics DRAFT With assistance from Professor Parag Pathak and Peng Shi, PhD Candidate SEII @ MIT What is an Assignment Algorithm?
U14 HL1. + Lein U15 HL2. U12 HL1 Lein U13 HL3. + Lein U15 HL3. Lein U15 FL Finals
Underage changes for 2019 extra games for U17s by changing U16 summer league to U17 some double game weeks in April for U16s to ensure games finish before exams eliminated U15/U17 clashes in Authum start
Olympic Games Math Brain Teasers
Olympic Games Math Brain Teasers 7 Olympic Games Brain Teasers From Games 4 Learning www.teacherspayteachers.com Copyright 2012 Teresa Evans Games 4 Learning www.teacherspayteachers.com/store/games-4-learning
Advanced PMA Capabilities for MCM
Advanced PMA Capabilities for MCM Shorten the sensor-to-shooter timeline New sensor technology deployed on off-board underwater systems provides navies with improved imagery and data for the purposes of
Sat July 21, miles I ran and walked 5 miles on hilly roads and averaged 11:45/mile. Walk/run ratio about 0.33
Sat July 21, 2018 5 miles I ran and walked 5 miles on hilly roads and averaged 11:45/mile. Walk/run ratio about 0.33 Sun July 22, 2018 5 miles I ran and walked 5 miles on hilly roads and averaged 11:52/mile.
A statistical model of Boy Scout disc golf skills by Steve West December 17, 2006
A statistical model of Boy Scout disc golf skills by Steve West December 17, 2006 Abstract: In an attempt to produce the best designs for the courses I am designing for Boy Scout Camps, I collected data
Winter Olympics. By Rachel McCann (B.Teach; B.Ed Hons; M.ED (Special Ed.)
Winter Olympics Bloomsmath is a comprehensive mathematics program which provides a fun way for every student to be learning to the best of their ability. This is a stand alone set specifically designed
STAC Conditions of Contest IMPORTANT
STAC Conditions of Contest IMPORTANT Club Managers must pre-register at the ACBL website prior to conducting a STaC Game. The website will only accept the ACBL number of the club manager. A. Types of Games
Monthly Pay Dates
Monthly Pay Dates PAY DATE September 25, 2017 October 25, 2017 November 16, 2017 December 15, 2017 January 19, 2018 February 23, 2018 March 23, 2018 April 25, 2018 May 25, 2018 June 21, 2018 July 25, 2018
Resource Allocation for Malaria Prevention
Resource Allocation for Malaria Prevention Final Presentation April 17, 2008 Michele Cataldi Christina Cho Cesar Gutierrez Jeff Hull Phillip Kim Andrew Park Sponsor Contact: Jason Pickering, PhD. Faculty
SIGA GOLF SCHEDULE 2018
SIGA GOLF SCHEDULE 2018 **ALL ENTRY FEES TBA SUBJECT TO 2018 GREEN FEES April 8 th (Sun) * SIGA Members That Hold A Membership In More Then One (1) SIGA Club, Must Declare Their Home Club For Representation