me5406. Install the requirements of this project by pip ME5406: Deep Learning for Robotics Chong Yu Quan A0136286Y e0321496@u. me5406

 
 Install the requirements of this project by pip 
 
 
ME5406: Deep Learning for Robotics Chong Yu Quan A0136286Y e0321496@ume5406 idea","path":"

Peter Chen from the NUS Mechanical Engineering Department. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. Just wondering if anyone has done this 5k mod before and what I can expect from its content and difficulty. py to verify the performance of the trained model in static human enviromentThe command you gave earlier will work in the operating system’s shell: cd path/to/my/folder. This is a project repo for ME5406 part 2. Bipedal Walker on Complex Terrain using SAC algorithm . Besides the basic concepts, students will also learn how to use commercial software such as CPLEX to solve large-scale integer and mixed. Rereading the nar-rative fragment in light of the author’s awareness about the importance ofReinforcement Learning Agents for Solving HighwayEnv's RaceTrackEnv - ME5406P2/models. ME5406 Course Project for Part I. Welcome to my first ever fanfic! This fic covers the storyline of lessons 1 - 20 in the og obey me game, with the protagonist of QQGK novel You Huo as MC. 6 conda activate frozenlake. Contribute to zhangyifengdavid/ME5406_Course_Project development by creating an account on GitHub. Core Modules . Contribute to wyzh98/FrozenLake_NUS development by creating an account on GitHub. NYダウ. Click on the orange botton above to reserve your appointment time. py . py","contentType":"file"},{"name":"ME5406_exampleSAPP. A reinforcement learning project for simultaneous lane-following and obstacle avoidance while handling interactions with other vehicles. - ME5406_FrozenLake_FHL/Monte_Carlo. Dissertation Works. Find your nearest Dunkin' at 5406 Bellaire Blvd in Bellaire and enjoy Dunkin's signature pumpkin fall drinks, coffee, espresso, breakfast sandwiches and more!{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. 4. ipynb","path. 9:00AM-4:00PM. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"DDPG_preTrained","path":"DDPG_preTrained","contentType":"directory"},{"name":"DQN_weights. Your one-stop shop for top-quality auto parts, accessories, and trustworthy advice to keep your car, truck, or SUV running smoothly. Project 1 #ME5406 Deep Learning for Robotics#. py at master · FHL1998/ME5406_FrozenLake_FHLME5406) Dear Mr. edu October 17, 2020 ME5406 Deep Learning for Robotics Project 2: Build Your Own (Robotic) Project Guillaume SARTORETTI, NUS-ME Proposal Due: 02/10/2020 Project Due: 18/11/2020 1 Goal The goal of this assignment is to propose your own robotically-inspired Reinforcement Learning (RL) project that builds upon and puts in practice the concepts and tools discussed in cl. This is project 1: Frozen Lake Problem for NUS ME5406. 2 baths. py . ME5406 - Project 2 Project Proposal. It appears to come on but just shows a black screen. 4506-C (October 2022) Department of the Treasury - Internal Revenue Service. 5V Vout=Vss 30 mA Over Current Protection I limit 500 mA ME6206A30. py, SARSA. This is a repository which contains simple implementations for ME5406 Deep learning for robotics. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Problem description. IntelligentLiftingFrame Public. Activate conda environment. ME5406 deep learning for robotics Jupyter Notebook. 3 ME5406_PrjII_LiuQingzhen. $775,000 Last Sold Price. ) and Tropicana. 1, gamma is 0. Guillaume Sartoretti, after receiving his BS at Beihang. Buy Well and Give Well Gift Certificate Sale. 04 and Ubuntu 20. This project is aimed to help the robot to find a safe way to pick up a frisbee in a frozen lake with several holes covered by patches of very thin ice using basic Reinforcement Learning (RL) method. txt $ conda activate me5406-SAPP 7. cc: A Mendiola, NRC J Golla, NRC SS Philpott, NRC JG Head, GEH Wilmington PL Campbell,. py and Monte_carlo. Advances in deep learning over the last decade have led to a flurry of research in the application of deep artificial neural networks to robotic systems, with at least thirty papers published on the subject between 2014 and the present. Single-Agent Path Planning (SIPP) DRL example. Get Alerts. idea","path":". MSc Robotics Modules Students may use NUSMODS to search for module descriptions. NUS - ME5406 - Deep Learning for Robotics Robotic Vision/Perception SARTORETTI Guillaume Assistant{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. txt $ conda activate me5406-SAPP 7. In Windows 10: conda create -n frozenlake python=3. View ME5406_exampleSAPP. ME5406_exampleSAPP Public Single-Agent Path Planning (SIPP) DRL example Python 2 13 0 0 Updated Mar 20, 2023. ipynb","path. Contribute to Le-HN/ME5406_Project_1 development by creating an account on GitHub. Branches Tags. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". appraisals. me5422 计算机控制与应用. py at master · FHL1998/ME5406_FrozenLake_FHLME5406_deep_learning_for_robotics_part1 / ME5406_Code / Sarsa. Please refer to the Academic Calendar for AY2023/24 at:1N5406 Description. The command you gave earlier will work in the operating system’s shell: cd path/to/my/folder. py","contentType":"file"},{"name":"ME5406_exampleSAPP. py: defines the environment; arm_unittests. posted on 4 Aug 2020. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. sapp_gym. idea","contentType":"directory"},{"name":"README_images","path":"README. They cannot simply be used inside a script, because %something is not correct Python syntax. Install the requirements of this project by pip ME5406: Deep Learning for Robotics Chong Yu Quan A0136286Y e0321496@u. Great floor-plan featuring large living and formal. Also, when the microinverters connects to the internet successful ly for 30mins, then the inverter firmware will be upgraded. Specialization in Community Healthcare and Technology (New!(Available for students matriculated AY20/21 onwards!) The Specialization in Community Healthcare and Technology within the Bachelor of Engineering (Biomedical Engineering) curriculum at NUS is a multi-disciplinary focus area that aims at providing an in-depth expertise in understanding the needs and developing technological solutions. ME5406 project. SOLD SEP 19, 2023. py: DDPG implementation; requirements. 1N5406 Specifications: Diode Type: Standard Recovery ; Repetitive Reverse Voltage Vrrm Max: 600V ; Forward Current If (AV): 3A ; Forward Voltage VF Max: 1. py files, change the boolean value TRAIN into True. me5414 动态系统的优化技术. py /__init__. ME5406 Deep Learning for Robotics Part I Conceptual Foundation (Tabular Methods) Peter C. View ME5406_AY2122Sem1_Briefing. py","contentType":"file"},{"name":"ME5406_exampleSAPP. ME5406 Project 1 The Froze Lake Problem and Variations Problem Statement. Things are better as an ECHO Fleet Member. We investigate the process by which the importance of rewarding climate and the availability of rewards respectively mediate and moderate the{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. This repository contains the implementation of reinforcement learning algorithms like PPO and A2C, to solve the problem: Dynamic Obstacle Avoidance in Generalized Environment. Lecture for Semester I, 2021/2022 will commence on week 1: 10 August 2021 (Tuesday). He heartily endorsed Habana Restaurant (2728 S. 35. idea","contentType":"directory"},{"name":"README_images","path":"README. 133 The utility of value functions Reinforcement learning approaches to finding from ME 5406 at National University of Singapore{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"DDPG_preTrained","path":"DDPG_preTrained","contentType":"directory"},{"name":"DQN_weights. - ME5406_Project2_Dyn. py, respectively, the training parameters can be set in Parameters. ME5406_Project2_Dynamic_Obstacle_Grid_FHL . ME5406-project2. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. ME5406) Note: Page numbers shown in this table reflect the page numbers in this enclosure. Prescription lenses available on Ray-Ban® online store. Parameters could be tuned in the. Welcome to your AutoZone Auto Parts store located at 2401 Long Beach Blvd in Long Beach, CA. Responses(1) ejn63. com. This project explore three reinforcement learnings method to solve the 4x4 Frozen Lake problem on OpenAI gym and it's variation with a 10x10 grid. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"DDPG_preTrained","path":"DDPG_preTrained","contentType":"directory"},{"name":"DQN_weights. Bipedal Walker on Complex Terrain using SAC algorithm. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". This repository contains the implementation of reinforcement learning algorithms like PPO and A2C, to solve the problem: Dynamic Obstacle Avoidance in Generalized Environment. idea","path":". Jun 1, 2018. Our church is home to the largest shrine dedicated to St Sharbel in North America and is designated a pilgrimage church. Cozy and UPDATED garage apartment with central HVAC. Sonia T. Underwater Robot. ARC would like to invite NUS PhD students to apply for the tutor position for ME5406: Deep Learning for Robotics. 1 - Bottom Barrel Button. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. ME5414 Optimization Techniques for Dynamical Systems . And you can protect your information by completing the form completely. . 0. ME5406),” MFN 12-073, June 19, 2012. USB 3. Rating. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. ME5413 Autonomous Mobile Robotics . ARC would like to invite NUS PhD students to apply for the tutor position for ME5406: Deep Learning for Robotics. 04 and Ubuntu 20. . Encounter Coping Appraisal and Socialization Theory (RECAST) is a racial/ ethnic socialization theory that proposes that youth who receive racial social -Functionality. Student Mentoring Postgraduate students supervised to date 2019 - 2020 LUO Zhiyao, M. ipynb Go to file Go to file T; Go to line L; Copy path Copy permalink; This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. py" file. py","contentType":"file"},{"name":"ME5406_exampleSAPP. . me6405 自主移动机器人技术. This project is designed for the student to demonstrate (through independent learning): Competence in implementing a set of modelfree reinforcement learning techniques in a. Python version: Python3. View code About. import time. import os. ME5414 Optimization Techniques for Dynamical Systems . Provides corrosion inhibition on all ferrous and nonferrous metals. Nothing to show {{ refName }} default View all branches. Monterrey Mexican Restaurant in Doraville is the first and original Monterrey of the Monterrey Mexican Restaurants franchise. This home is ready for your personal touches, the large items have already been done, including newer roof, newer hvac and windows. txt file $ conda create – n me5406-SAPP – file requirements. The operation of the robot has the following characteristics: At a state, the robot can move in one of four directions, left, right, up, and. NUS - ME5406 - Deep Learning for Robotics Robotic Vision/Perception SARTORETTI Guillaume Assistant {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. 52s. 0, Ubuntu 18. Please contact Prof. Jan 2021 - May 2021. There are 2 maps which have 4∗4 and 10∗10 grid respectively. Calls started on 25 August 2023. Install the requirements of this project by pipME5406) Dear Mr. Peter Chen from the NUS Mechanical Engineering Department. Switch branches/tags. With Equations 245 and 246 Equation 244 can be written as v π s E π h R t 1 S from ME 5406 at National University of SingaporeNUS-ME5406-Project1 Usage Step up python environment Run the code For SARSA with $4 imes 4$ map, epsilon is 0. e. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"HW1","path":"HW1","contentType":"directory"},{"name":"HW2","path":"HW2","contentType. like this: import os os. Hi hi, I'm currently a y3 CDE student who's interested in Robotics Spec. Python version: Python3. I used OpenCV to identify state of tic-tac-toe game from visual information. 140 Journal of Animal Ethics, 9 (2019) claims this value lies in our animal natures as opposed to our rational natures. store5406@theupsstore. pdf from ME 5406 at National University of Singapore. RL algorithm. The robot receives a reward of (i) +1 if it reaches the frisbee, (ii) −1 if it falls into a hole, and (iii) 0 for all. 8:00 AM. 材料学. You can purchase in store or online and print / email easily and securely anywhere. 5213 Whittier Blvd. I joined a group of six as the National University of Singapore team in Singapore Amazing Flying Machine. ∙ 5406 Merritt Island Dr, APOLLO BEACH, FL 33572 ∙ $1,775,000 ∙ MLS# T3461175 ∙ This coastal home is a true gem, offering the best in waterfront living and. 1, gamma is 0. gamma=0. The 2021 online version of the IMM 5406 specified that the IRCC need information about the principal applicant (PA) family: - Parents; - Children; - Spouse. However, number 07 5406 5907 might be spoofed by scammers who will manipulate the number so that the call appears to be coming from a local or well-known phone number, making it more likely to be trusted or answered. This module builds upon IE2110 to introduce students to more basic concepts of operations research. py","path":"ACNet. sapp_gym_unittests. Head: By letter dated January 27, 2011, GE Hitachi Nuclear Energy (GEH) submitted for U. | Learn more about Yuhong. She will always make you feel comfortable . 1. Not for distribution. Get directions, store hours & UPS pickup times. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. py. This is project 1: Frozen Lake Problem for NUS ME5406. Consider a RL based robot is in a grid frozen lake environment, where the goal of the robot is to pick up the target while avoid falling into the ice holes. MLS# 20220593. 5406 Woodgate Drive. ME5406_exampleSAPP. idea","contentType":"directory"},{"name":"algorithms","path":"algorithms. Contact our Sales Department at. Preparations: open terminal and cd to the SOURCE_CODE directory. Cannot retrieve. Yuhong is interested in deep reinforcement learning for robotics, especially path planning. Woodlands Village Blvd, Suite 700, Flagstaff AZ 86001 We take our last walk-in patient 30 minutes before we close. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". Congress Ave. Problem description. Nuclear Regulatory Commission (NRC) staff review NEDE-33147P, Revision 3, “Licensing Topical Report DSS-CD TRACG Application. 22-Sep-2023. ME 4506 Montreal to London Flight Status MEA Flight ME4506 from Montreal Pierre Elliott Trudeau Airport YUL to London Heathrow Airport LHR is not scheduled for today. This preview shows page 6 - 8 out of 10 pages. ME5406 Deep Learning for Robotics . Buy 53Wh H5CKD 15V Battery for Dell Inspiron 5300 5301 5401 5402 5408 5409 5501 5508 5509 5400 5406 7405 7300 7306 7500 7506 2-in-1 Silver Series Latitude 3410 3510. idea","contentType":"directory"},{"name":"Q_table","path":"Q_table. Print your name and the form's title on the additional sheet. Don't forget to put yourself as their child as well. 2 days ago · Not all immigrants come from abroad. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. Cannot retrieve contributors at this time. Located near Manion Park and walking distance to local shops and restaurants, this homes location is as great as its interior! New paint and freshly remodeled with a spacious kitchen and private backyard. Tech. Documents (1)We would like to show you a description here but the site won’t allow us. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 2 - Top Barrel Button. Chen 5 accessible with minimal requirement of prior knowledge. Suppose that a robot is to glide on the frozen surface from one location (i. grid_size=4; args. -62. me5406 机器人的深度学习. Note: if your dependent child is the principal applicant on a sponsorship application, you should complete this form on their behalf regardless of their age. GRADUATE MODULES Students may use NUSMODS to search for module descriptions. Serving : Rockwall , Heath , Fate , Rowlett , Forney , Royse City and all surrounding areas. Swift 1 14 contributions in the last year No contributions on. ME6206 V13 5 Short Circuit Current I short Vin=Vout(T)+1. We train the agents to perform two types of tasks. ME5406_deep_learning_for_robotics_part1 / ME5406_Code / montecarlo. Usually 1 of your parents is the principle applicant and the other is the dependent. MA4EB is Rockwall counties first massage school. If you need printing, shipping, shredding, or mailbox services, visit The UPS Store #6739. Wind S 5 mph. ME5406-project2. Contribute to zccccclin/ME5406P2 development by creating an account on GitHub. View Tutorial1-Setup-CodingStructure. x 2 1 φ v 2 1 tanh v 2 1 tanh n 1 X i 0 w 2 1 i x 1 i tanh 2 X i 0 w 2 1 i x 1 from ME 5406 at National University of SingaporeNUS-ME5406-Project2 Bipedal Walker on Complex Terrain. Some of the top school exam papers that you will be getting includes Ai Tong, Anglo Chinese, Catholic High, CHIJ St. Ratings. This number has been searched 1060 times. First visit monte. It’s just her and she lives here in Canada with me as Common Law. LMT. idea","contentType":"directory"},{"name":"README_images","path":"README. 3 beds. Deep Learning for Robotics - Single-Agent Path Planning (SIPP) DRL example Stars. Form . Cap Depth (in): 1 Inch. 8 . ME5406_exampleSAPP / requirements. Open 10:00 am - 7:00 pm. The originality remains from opening day. 【日本経済新聞】神戸製鋼所 [5406]の株価や企業情報。. 5406 Rivergate Dr was last sold on Aug 9, 2023 for $0. ME5406 project. 75 ME5412 5,593 562 ME5413 4,493 ME5414 7,203 ME5415 7,701 lbs 477. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. 0. - ME5406_FrozenLake_FHL/Environment. Received a missed or unknown call starting with the international dialing code +86. idea","contentType":"directory"},{"name":"Q_table","path":"Q_table. I empower the brains of the cooling system with more spatial and situational awareness of key processes occurring within the facility to guide its sequential decision. pdf Go to file Go to file T; Go to line L; Copy path Copy permalink; This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. 1n5406 features high current capability, low forward voltage drop, and low reverse leakage current. The robot is confined within the grid. Very good sump life. idea","path":". 1h 35m. The 484 area code serves Philadelphia, Norristown, Allentown, Fort Washington, Newark, covering 48 ZIP codes in 11 counties. - ME5406_FrozenLake_FHL/README. Latest commit cf301a6 Dec 8, 2020 History. Our therapist welcome you, your friends and family. Guillaume or Prof. Reward is given for moving forward, total 300+ points up to the far end. Could not load tags. For form IMM 5406, however, they want details of parents, children, and all siblings, even if they are not dependent on you, even if they are already Canadian citizens or PRs, and even if they are not going to be immigrating to. idea","path":". CD TRACG Application’ (TAC No. "I'm from Houston. 01615245406. Shop Rb5406 Optics eyeglasses with Black Acetate frame. S. Ensure that you turn off your computer and all attached. Reads from and writes to the SD card. idea","contentType":"directory"},{"name":"Q_table","path":"Q_table. At present the codes are only debuged in Windows 10, thus Windows 10 is recommended under this case. MLS# 2030724. Sonia T. ENGINEERING MATERIALS IN MEDICINE. from base_env import BaseEnv. Could not load branches. This form must be filled out and signed by: The principal applicant, All dependent children aged 18 or over (whether coming with you to Canada or not). py","path":"ACNet. 8. ME306 Flight Tracker - Track the real-time flight. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"algorithm","path":"algorithm","contentType":"directory"},{"name":"assets","path":"assets. Intel Xeon E5-2650 @ 2. ipynb","path. Nothing to show {{ refName }} default View all branches. ME5421 Robot Kinematics (2MCs) ME5409 Robot Dynamics and Control (2MCs)First, create the virtual environment using Anoconda and activate the created environment in Windows or Linux. py","path":"ACNet. 32s. md . This Anti-GAD Antibody, clone 1G10. TWTs, Continuous Wave, MEC5406 Datasheet, MEC5406 circuit, MEC5406 data sheet : TELEDYNE, alldatasheet, Datasheet, Datasheet search site for Electronic Components and. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"DDPG_preTrained","path":"DDPG_preTrained","contentType":"directory"},{"name":"DQN_weights. NUS - ME5418 - Machine Learning in Robotics Lecture 9 - Learning Agent SARTORETTI Guillaume AssistantViews of Inspiron 5406 2-in-1. This project explore three reinforcement learnings method to solve the 4x4 Frozen Lake problem on OpenAI gym and it's variation with a 10x10 grid. ipynb","path. RL algorithm. fall 2014 / women, gender, and families of color 145 as the institution’s physician, confirmed Fairbault’s apparent healthfulness. Click Category Button to View Your Next Assignment | Homework. The operation of the robot has the following characteristics: At a state, the robot can move in one of four directions, left, right, up, and down. Contribute to Le-HN/ME5406_Project_1 development by creating an account on GitHub. Fill Out The Additional Family Information - Permanent Residence - Canada Online And Print It Out For Free. ME5406 Deep Learning for Robotics Project 2: Build Your Own (Robotic) Project Guillaume SARTORETTI, NUS-ME Proposal Due: 02/10/2020 1 Project Due: 18/11/2020 Goal The goal of this assignment is to propose your own robotically-inspired Reinforcement Learni. Nuclear Regulatory Commission (NRC) staff review TR NEDE-33147P, Revision 3,{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. Part #: 7530. Instead of %matplotlib inline, you will have to do something like this in your script: from IPython import get_ipython get_ipython. 06 assume a rate of 7. Environmentally friendly. idea","path":". 2019 - 2020 DAI Weiheng, M. Contribute to zccccclin/ME5406P2 development by creating an account on GitHub. ME5414 Optimization Techniques for Dynamical Systems . 1. Louisville KY 40202. Advances in deep learning over the last decade have led to a flurry of research in the application of deep artificial neural networks to robotic systems, with at. Closed Thanksgiving Thursday 11-23-23. pdf from ME 5406 at National University of Singapore. . Sc, Multi-Agent Search based on distributed Deep RL. For most of the forms, 'family member' means your spouse or common-law/conjugal partner and your children. There, you need something. Po Box 484. ME5406P1-Frozen-lake-Reinforcement-Learning. Title: IMM 5406 E : Additional Family Information Author: Immigration, Refugees and Citizenship Canada Created Date: 5/29/2023 10:54:27 PMForm IMM 5645, Family Information, is a document issued by Immigration, Refugees and Citizenship Canada (IRCC). The current Trulia Estimate for 5406 Rivergate Dr is $131,600. This project is aimed to help the robot to find a safe way to pick up a frisbee in a frozen lake with several holes covered by patches of very thin ice using basic Reinforcement Learning (RL) method. 1 --gamma 0. Nearby homes similar to 25431 Via Pacifica have recently sold between $710K to $990K at an average of $500 per square foot. ARiADNE Public ARiADNE: A Reinforcement learning approach using Attention-based Deep Networks for Exploration - Public code and model Python MIT 3 10 0 0 Updated Mar 20, 2023. You can also use the. If you need more space for any section, please add lines to the form by pressing the + button. ” The NRC staff has performed an acceptance review ofThe IMM 5645 Family Information Form is part of the application package if you are immigrating to Canada as a temporary resident (visitor, worker, student) or permanent resident (it is called the IMM 5406 for permanent residents). Our animal nature is that in virtue of which we are beings for whom things can be good or bad (i. pdf from ME 5608 at National University of Singapore.