Me5406. py","contentType":"file"},{"name":"ME5406_exampleSAPP. Me5406

 
py","contentType":"file"},{"name":"ME5406_exampleSAPPMe5406  and the PA must fill out the form for themselves and on behalf of PA's 18 and 18+ years age family members who are non-Canadian PRs or Citizens

posted on 4 Aug 2020. East Los Angeles, CA 90022. A reinforcement learning project for simultaneous lane-following and obstacle avoidance while handling interactions with other vehicles. #!/usr/bin/env python from _future_ import ME5406 Project 2 - RL Agents for RaceTrackEnv. Contribute to ritwik-j/gym-factory development by creating an account on GitHub. Harrison (GEH) to NRC Document Control Desk, “Response to Request for Additional Information Re: GE-Hitachi Nuclear Energy Americas Topical Report (TR) NEDE-33147P, Revision 3, “DSS-CD TRACG Application” (TAC No. to search for module descriptions. Core Modules . The second step is to gain the optimal action value at each state. Contribute to zccccclin/ME5406P2 development by creating an account on GitHub. /PPO/ env_PPO_Maintask. 【日本経済新聞】神戸製鋼所 [5406]の株価や企業情報。. In Windows 10: conda create -n frozenlake python=3. 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. NEW YORK (AP) — It’s the season of giving thanks — and it turns out humans have been doing it for a long, long time. Wind Gusts 7 mph. pth . 3 ME5406_PrjII_LiuQingzhen. Form Imm5406 Is Often Used In Immigration, Refugees And Citizenship Canada, Canadian Federal Legal Forms, Canada Legal Forms And Legal. py, respectively, the training parameters can be set in Parameters. West Covina, CA 91790. 5 baths, 3524 sq. 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. Nearby homes similar to 25431 Via Pacifica have recently sold between $710K to $990K at an average of $500 per square foot. Start completing the fillable fields and carefully type in required information. Contribute to wyzh98/FrozenLake_NUS development by creating an account on GitHub. 2 MSDS (material safety data sheet) or SDS, CoA and CoQ, dossiers, brochures and other available documents. 01; arg. 5406 Rivergate Dr, Spring, TX 77373 was recently sold on 08-09-2023. ME5406 project. Instead of %matplotlib inline, you will have to do something like this in your script: from IPython import get_ipython get_ipython. This Masterforce® Full Boar™ threaded spade bit is impact rated with a patented threaded tip that pulls the bit through wood or plastic to deliver up to ten times faster drilling than conventional spade bits. 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. hi all. Part 1 project for ME5406 in NUS. py","path":"ACNet. ME5406) Note: Page numbers shown in this table reflect the page numbers in this enclosure. Part 1 project for ME5406 in NUS. and the PA must fill out the form for themselves and on behalf of PA's 18 and 18+ years age family members who are non-Canadian PRs or Citizens. Hard to find Tr-level in Huber Heights. Table 51 shows the procedure of implementing a TD 0 prediction algorithm for v from ME 5406 at National University of Singapore{"payload":{"allShortcutsEnabled":false,"path":"storage","repo":{"id":426281317,"defaultBranch":"master","name":"ME5406_Project2_Dynamic_Obstacle_Grid_FHL. At present the codes are only debuged in Windows 10, thus Windows 10 is recommended under this case. View ME5418 - Lecture 9 - Learning Agent. This is the code for NUS 'ME5406 deep learning for robotics'project 1. Erase: Press and hold button, then drag on screen to erase contents. md at master · FHL1998/ME5406_FrozenLake_FHLRegarding Deye microinverter WIFI network, We have launched new firmware version MW3_16U_5406_1. Packages 0. Right-Click: Press and hold button, touch screen with pen tip, then release button to show a context menu. 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. Could not load tags. Utilize the Circle icon for other Yes/No. Please contact Prof. Please contact Prof. MT137586. 1 --gamma 0. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". NEW YORK (AP) — It’s the season of giving thanks — and it turns out humans have been doing it for a long, long time. (0) 1 Year Limited Warranty. Peter Chen from the NUS Mechanical Engineering Department. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Lecture for Semester I, 2021/2022 will commence on week 1: 10 August 2021 (Tuesday). py","path":"ACNet. 75 ME5408 4,845 505 ME5409 4,647 ME5410 7,330 ME5411 7,701 lbs 516 516 594 516 2 boxes/ bultos Ft 48,25 48,25 86,25 48’25 ø74. He heartily endorsed Habana Restaurant (2728 S. 5213 Whittier Blvd. ME6406 Optimization Techniques for Dynamical Systems . Open until 1:00 AM. idea","contentType":"directory"},{"name":"README_images","path":"README. 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. 222 E Witherspoon St, Unit 1005. See arguments. Contact Us. ME5406),” MFN 12-073, June 19, 2012. Class for Semester 1 will commence on Monday 14 August 2023. Latest commit cf301a6 Dec 8, 2020 History. Reduced noise. ME5406_Project2_Dynamic_Obstacle_Grid_FHL . Contribute to marmotlab/ME5406_exampleSAPP development by creating an account on GitHub. Serving Brunch 9 am until 3pm Friday 11-24-23. 05-03-2021 14:00 PM. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"DDPG_preTrained","path":"DDPG_preTrained","contentType":"directory"},{"name":"DQN_weights. Group 60. 5-V to 5. IVES Request for Transcript of Tax ReturnWhy does your lender require a Form 4506-T? To verify your income. py 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. In task 1, to simply learn lane following and traverse the. There are 2 maps which have 4∗4 and 10∗10 grid respectively. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"figures","path":"figures","contentType":"directory"},{"name":"src","path":"src","contentType. py . Rating. 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. SDS. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. - ME5406_Project2_Dyn. Today Timetable Courses Venues Settings Contribute Whispers. Reinforcement Learning Agents for Solving HighwayEnv's RaceTrackEnv - ME5406P2/DQN. to search for module descriptions. Listings under $1,500,000. The threaded tip self-feeds into wood or plastic for fast, effortless drilling. It is a class project of #ME5406 Deep Learning for Robotics# @NUS. Amazing ECHO power. 10 Elder. Reward is given for moving forward, total 300+ points up to the far end. 0 Ghz, 8-core. ipynb: train and test the model; To train a new model: change the parameters. from base_env import BaseEnv. NUSMods is a timetable builder and knowledge platform, providing students with a better way to plan their school timetable and useful module-related information that are community-driven. Our church is home to the largest shrine dedicated to St Sharbel in North America and is designated a pilgrimage church. , the top left corner) to another (bottom right corner) in order to pick up a frisbee, as is illustrated in Figure 1. ARC would like to invite NUS PhD students to apply for the tutor position for ME5406: Deep Learning for Robotics. Need to define the test type, which can be described as below 1. Rain-eric/ME5406. . If you want to do this from a script you have to get access to the IPython API and then call the run_line_magic function. Not for distribution. This is a project for NUS ME5406. TWTs, Continuous Wave, MEC5406 Datasheet, MEC5406 circuit, MEC5406 data sheet : TELEDYNE, alldatasheet, Datasheet, Datasheet search site for Electronic Components and. Some of the top school exam papers that you will be getting includes Ai Tong, Anglo Chinese, Catholic High, CHIJ St. “Accordingly,” he concluded, “the cause of death is noted as heart failure”—{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. Robotics Spec ME5406 Difficulty. (626) 338-5400. idea","contentType":"directory"},{"name":"Q_table","path":"Q_table. Also, when the microinverters connects to the internet successful ly for 30mins, then the inverter firmware will be upgraded. import pybullet as p. What’s the full address of this home? 3 beds, 2 baths, 2784 sq. Students may use . At South Plains Rehabilitation Hospital, an affiliate of UMC and Encompass Health, our expert clinicians combine the latest technologies, real-world simulations and advanced therapies into a treatment plan that helps you achieve what’s important to you. requirements. Back to Announcements. MLS#1650322Contribute to NUSLCC/ME5406_Project2_Group4 development by creating an account on GitHub. 1: A robot moving on a frozen lake. S. Peter Chen from the NUS Mechanical Engineering Department. There has been a total of 1 comment left about the phone number. Directions Call. Cozy and UPDATED garage apartment with central HVAC. Home cooking in Austin for me is. py" file. README. py","path":"ACNet. grid_size=4; args. Wind S 5 mph. ipynb","path. Past and Upcoming Flights. Just wondering if anyone has done this 5k mod before and what I can expect from its content and difficulty. F. At present the codes are only debuged in Windows 10, thus Windows 10 is recommended under this case. py","contentType":"file"},{"name":"ME5406_exampleSAPP. idea","path":". me5406 机器人的深度学习. 2. pdf from ME 5406 at National University of Singapore. For most of the forms, 'family member' means your spouse or common-law/conjugal partner and your children. ft. 5 What Korsgaard’s claim amounts to, then, is that the argument for the humanity principle shows that our rationally. 29. Create an anaconda environment from the requirements. Log in Join Join forked from marmotlab/ME5406_exampleSAPP. 5020 Nitta Yuma Dr. me5415 软体机器人技术. What’s the full address of this home? 5 beds, 3 baths, 3030 sq. Some of the top school exam papers that you will be getting includes Ai Tong, Anglo Chinese, Catholic High, CHIJ St. ME5406 Project 1 The Froze Lake Problem and Variations Problem Statement. Serving : Rockwall , Heath , Fate , Rowlett , Forney , Royse City and all surrounding areas. We asked him about the best Cuban food in town. Join FlightAware View more flight history Purchase entire flight history for UAL5406. There, you need something. . Find parameters, ordering and quality information*Payments stated above assumes a secured consumer loan transaction available to highly qualified applicants. 9 and number of episodes is 10000: For Monte Carlo with $4\times 4$ map, epsilon is 0. 01615245406 is a landline and located in Manchester (UK). py","path":"ACNet. The robot is confined within the grid. ME5406), MFN 13-047, August 7, 2013. ML13224A305), General Electric Hitachi Nuclear Energy Americas (GEH) submitted an approval (“-A”) version of Topical Report (TR) NEDE-33147P, Revision 3,18:00; 21:00 EE5101 ME5401 LINEAR SYSTEMS XIANG CHENG, ONG CHONG JIN; 70 LT7; Monday 18:00 21:00; OT5102 Oil & Gas Technology; LOH WAI LAM 80; EA-02-11 MondayClone this github repo or extract zip folder. pdf from ME 5418 at National University of Singapore. ME5406_deep_learning_for_robotics_part1 / ME5406_Code / montecarlo. West Covina, CA 91790. For Sale: 4 beds, 5 baths ∙ 4390 sq. py at main · supperted825/ME5406P2An implementaton of OpenAI's Frozen Lake Reinforcement Learning for ME5406 - GitHub - epsilonfunction/me5406_frozenlake: An implementaton of OpenAI's Frozen. NYダウ. Switch branches/[email protected] 47m. py, SARSA. | Learn more about Yuhong. py","path":"ACNet. ft. People who grew up in this country, too, feel homesick for familiar food. txt file $ conda create – n me5406-SAPP – file requirements. Details of computer hardware facilities. 6 conda activate frozenlake. py","path":"ACNet. Could not load branches. ME5406_deep_learning_for_robotics_part1 / ME5406_Project_1. Sonia has passion to help others , she pays special to each clients needs. San Diego, CA 92115. There are 2 maps which have 4∗4 and 10∗10 grid. The highway_env API is used for simulation. idea","contentType":"directory"},{"name":"README_images","path":"README. "I'm from Houston. 11:35PM EDT Myrtle Beach Intl - MYR. Contribute to Lil-Jie/ME5406_project1 development by creating an account on GitHub. Intel Xeon E5-2650 @ 2. wyt2019suzhou updata. ARC would like to invite NUS PhD students to apply for the tutor position for ME5406: Deep Learning for Robotics. ME5406 Deep Learning for Robotics . Discover what new designs Ray-Ban have released to get you started. Order Online Order Delivery. , beings with interests). Home cooking in Austin for me is Quality Seafood Market (5621. Tested on MacOS 13. (0) 1 Year Limited Warranty. ME5406 Project 1 The Froze Lake Problem and Variations Problem Statement. Please refer to the Academic Calendar for AY2023/24 at:1N5406 Description. 1h 35m. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"ACNet. First visit monte. py. Python version: Python3. Head: By letter dated August 12, 2013 (Agencywide Documents Access and Management System (ADAMS) Accession No. If you apply on paper, print out an additional page containing the appropriate section, complete it and submit it along with your application. I joined a group of six as the National University of Singapore team in Singapore Amazing Flying Machine. ipynb","path. ME5406P1-Frozen-lake-Reinforcement-Learning. His work aims to develop advanced learning-based approaches with solid engineering implementation, for bringing intelligent robots to real-life applications. Capstone is designed to handle large data sets, high-speed. chdir ("path/to/my/folder") You can tell the two environments apart: If the prompt looks like $ or % or # then you are in the. ME5406_exampleSAPP. The highway_env API is used for simulation. ME5406 Deep Learning for Robotics Part I Conceptual Foundation (Tabular Methods) Peter C. Get in Touch. ipynb","path. ipynb","path. MSc Robotics Modules . View Page. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"DDPG_preTrained","path":"DDPG_preTrained","contentType":"directory"},{"name":"DQN_weights. Sonia T. MT137586. py","contentType":"file"},{"name":"ME5406_exampleSAPP. If want to retrain the model, then open these two main. py is the main file for training a PR2 robot in static human enviroment using SAC. The project aims to solve the Frozen Lake Problem which contains two tasks via model-free reinforcement learning approaches. 47° F. This home is ready for your personal touches, the large items have already been done, including newer roof, newer hvac and windows. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 52s. MLS# 20220593. 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. 52s. 00 $. me5422 计算机控制与应用. 07 5406 5907 is a Fixed Line Telephone Number which is located in Nambour, QLD 4560 and could be provided by Powertel Limited. About 2434 E 55th Pl. ME5406-project2. NUSMods. py 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. View Sunglasses View Eyeglasses. epsilon=0. Print your name and the form's title on the additional sheet. If you need printing, shipping, shredding, or mailbox services, visit us at 1004 W Covina Pkwy. grid_size=4; args. 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. This number was searched from Caterham, Tilbury, Gillingham, London, Middlesbrough, Leicester, Llanelli, Folkestone,. ME5422 Computer Control and Applications . Monday 9:00AM-6:00PM. NUS-ME5406-Project2 Bipedal Walker on Complex Terrain . Usually 1 of your parents is the principle applicant and the other is the dependent. 52 assume rate of 7. Sonia has passion to help others , she pays special to each clients needs. Due to suggested changes in the Safety Evaluation (SE) and the addition of a change summary table, these page numbers differ from the page numbers in the draft SE sent to GEH for review. 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. ) and Tropicana. ME5406 project. 01615245406. py /__init__. 32s. Suppose that a robot is to glide on the frozen surface from one location (i. idea","contentType":"directory"},{"name":"Q_table","path":"Q_table. This is a project repo for ME5406 part 2. 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. $775,000 Last Sold Price. Harrison (GEH) to Document Control Desk (NRC), Subject: Accepted Version of NEDE-33147P Revision 3, “DSS-CD TRACG Application,” MFN 13-044, August 12, 2013. 0e-4 --gamma 0. 00 - $58,823. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. You Huo already has a husband, so no romantic relationship with the OM! characters. 5213 Whittier Blvd. View Tutorial1-Setup-CodingStructure. Dissertation Works. Welcome to your AutoZone Auto Parts store located at 2401 Long Beach Blvd in Long Beach, CA. PASCO is pushing the limits of technology, so you can push your students to their potential. e. 1, gamma is 0. Sc, Multi-Agent Search based on distributed Deep RL. 35. py. Research Fellow Position: 14-Jul-20 ARC would like to invite you to apply for the following positions in the NUS Mechanical. This Anti-GAD Antibody, clone 1G10. They cannot simply be used inside a script, because %something is not correct Python syntax. 15 parenleftbigg 00 5 max bracketleftBig Q 3 1 Q 3 1 bracketrightBig from EE 5904 at National University of Singapore{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". There, you need something. You can also simply run the training process of the 3 algorithms in Q_learning. ML110270072), GE-Hitachi Nuclear Energy Americas submitted for U. BipedalWalker_NUS. Additionally to that there is a pretty steady pace on firmware releases but sadly no public changelog is. 9. 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. py","path":"ACNet. 29. which can never be conceived as it is in itself. 5V Vout=Vss 30 mA Over Current Protection I limit 500 mA ME6206A30. The equipment is expected to last for 10 years with a residual value of $10,000, and is depreciated using the straight-line method. This property is not currently available for sale. This video helps to guide you through the steps for removing and installing a solid-state drive on your Inspiron 5406 2-in-1. Get Directions. Ensure that you turn off your computer and all attached. 1. 1: A robot moving on a frozen lake. We train the agents to perform two types of tasks. The threaded tip self-feeds into wood or plastic for fast, effortless drilling. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. nus. Line: MCS. Deep Learning for Robotics - Single-Agent Path Planning (SIPP) DRL example 0 stars 2 forks About Press Copyright Contact us Creators Advertise Developers Terms Privacy Policy & Safety How YouTube works Test new features NFL Sunday Ticket Press Copyright. idea","contentType":"directory"},{"name":"README_images","path":"README. LMT. The environment used for training can be found in arm_2D_v2 which is used to train DQN models and the environment for testing using multiple targets can be found in arm_2D_v3. me6406 动态系统的优化技术. py and Monte_carlo. This repository contains the implementation of reinforcement learning algorithms like PPO and A2C, to solve the problem: Dynamic Obstacle Avoidance in Generalized Environment. py","contentType":"file"},{"name":"ME5406_exampleSAPP. Cap Depth (in): 1 Inch. import numpy as np. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Responses(1) ejn63. ECHO's 56V cordless products are ready to beautify your yard when you need them. If you need more space for any section, please add lines to the form by pressing the + button. If it's over 30 days old, contact Dell support to arrange a warranty repair. Project 1 #ME5406 Deep Learning for Robotics#. (Stellar MLS as Distributed by MLS Grid) For Sale: 4 beds, 5 baths ∙ 4390 sq. Contribute to wyzh98/FrozenLake_NUS development by creating an account on GitHub. CHEN AssociateThe default arguments are: args. Contribute to wyzh98/FrozenLake_NUS development by creating an account on GitHub. gamma=0. Nothing to showEASY TO USE. Get directions, store hours & UPS pickup times. ipynb","path. 9 and number of. 5406 Indian Woods Dr. LMT. ME5406 Project1. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. 2. idea","contentType":"directory"},{"name":"Q_table","path":"Q_table. GRADUATE MODULES Students may use NUSMODS to search for module descriptions. ipynb . The 2021 online version of the IMM 5406 specified that the IRCC need information about the principal applicant (PA) family: - Parents; - Children; - Spouse. Report a phone call from 866-449-5406 and help to identify who and why is calling from this number. 2 Gen 1 port. Author: Jia Yansong (A0263119H) Install . - ME5406_Project2_Dyn. See more1 ME5406: Deep Learning for Robotics (January) MLE4228: Materials for Robotic Sensing and Actuation (August)ME5406: Deep Learning for Robotics Part I Project Report An Analysis of the Frozen Lake problem with Model-Free Reinforcement Learning Algorithms Student Name: Arijit. 9:00AM-6:00PM. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"my_envs","path":"my_envs","contentType":"directory"},{"name":"my_model","path":"my_model. Job 1, 10X10 frozen lake environment training, correctness test, and comparison test among algorithms 3. (323) 267-0300. 49% APR on a 15-year. Contribute to Le-HN/ME5406_Project_1 development by creating an account on GitHub. txt: required packages; Train_test. 71. View ME5406_AY2122Sem1_Briefing. General info; Packages; General info. AI Homework HelpTI’s SN5406 is a Military 6-ch, 4. idea","path":". $ conda activate your_env; Install openai gym. 4506-C (Rev. ME5406 Deep Learning in Robotics: 100% CA 180: Peter Chen Chao Yu Guillaume Adrien Sartoretti E-Learn-A: Friday 18:00: 21:00 ME6501: Research Topics in Materials Science 100% CA: 100 Seeram Ramakrishna: E-Learn-A POINTS TO NOTE: 1. 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. 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. About Press Copyright Contact us Creators Advertise Developers Terms Privacy Policy & Safety How YouTube works Test new features NFL Sunday Ticket Press Copyright. 布魯商行為MINI原廠精品與進口車改裝品買賣。自有品牌Blues Garage開發國產車改裝零件並銷售至日本與中國。提供汽車專業維修、保養及改裝服務!目前取得德國AP sportfahrwerke避震器的代理權,追求改裝技術突破與提供高品質低價位的汽車改裝服務是Blues Garage的一貫宗旨。{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". pdf from ME 5418 at National University of Singapore.