Artificial Intelligence for Games. Santa Clara University, 2012

Size: px
Start display at page:

Download "Artificial Intelligence for Games. Santa Clara University, 2012"

Transcription

1 Artificial Intelligence for Games Santa Clara University, 2012

2 Introduction Class 1

3 Artificial Intelligence for Games What is different Gaming stresses computing resources Graphics Engine Physics Engine Updates at fixed frame rates Need to keep AI simple or use a complicated time allocation scheme AI needs to look good, but not be good Human beings are likely to attribute intelligent behavior to inanimate objects whose functioning they do not understand

4 Attribution of Intelligence Simple things can look good Pac-Man 1979 Uses a simple state machine for the behavior of ghosts Each of the four ghosts moves in a straight line At a junction, they choose a route With a ghost-dependent likelihood: Go in the direction of the player Based on coordinates, no path finding Take a random route Users attribute intelligence to the ghosts

5 Attribution of Intelligence The four of them are programmed to set a trap, with Blinky leading the player into an ambush where the other three lie in wait. To give the game some tension, some clever AI was programmed into the game. The ghosts would group up, attack the player, then disperse. Each ghost has its own AI.

6 Attribution of Intelligence Complex things can look bad Herdy Gerdy 2002 for PS2 "Herdy Gerdy aims high and delivers little, easily placing it on the list of the PS2's worst games. Herdy Gerdy had herding as its concept Movement AI has problems Characters get caught in scenary Collision detection leads animals into areas where they get stuck

7 Attribution of Intelligence Complex things can look bad Black and White (2001) Successful game where players have to teach pets Possible to teach bad habits that cannot be unlearned Pets are incapable of performing simple tasks

8 Attribution of Intelligence Simple things can look good Shooter game: Enemy avatars home in on player Randomly make a side step Tester feed-back Appear to be anticipating shoots and save themselves

9 Attribution of Intelligence Perception Window Most interaction with avatars is for very short time Simple AI can be better Complex AI can be interpreted as stupid Example: Modeling a guard that has to be taken out Guard hears noise, turns away and goes to a corner Appears stupid Guard wants to turn on light Seems a good idea Guard will be shot dead before the player can see that his behavior is reasonably intelligent

10 Attribution of Intelligence Perception Window Changes in behavior are more obvious to players than behavior itself WoW: Monsters do not change behavior when players start killing them

11 Restrictions Speed and Memory

12 Restrictions Speed Limited by processor SIMD architecture MMX by Intel 1996 SSE by Intel (8 128b registers) with SSE extension by AMD (additional 8 128b registers) matched by SSE2 by Intel Uses parallel processing of data stored in large registers Multi-core architectures allow threading Problems of synchronization between cores Graphical Processing Units offload to graphics card

13 Restrictions Speed Need to manage carefully processing budget between various components during an update cycle Not all AI calculations need to be done in a single cycle

14 Restrictions Speed Has influence on programming style Virtual functions / polymorphism Indirection

15 Restrictions Memory Fetching from memory can take more time than recalculating Memory hierarchy Multi-level cache OO needs additional information with interacts with efficient cache OO needs additional information with interacts with efficient cache use Data coherency

16 Restrictions PC Inconsistent architectures Programming needs to detect feature support and speed and adjust Programming helped by API (e.g. DirectX) Introduction of scalable AI

17 Restrictions Consoles Seemingly simpler Much development for future (not yet completely defined) versions of the console Technical Requirement Checklist Console manufacturer places minimum standards Fixes frame rates, Allows AI budgets in millisecond precision Tend to over-emphasize graphics Difficult to translate AI to main processing unit

18 AI Engine

19 AI Engine Game engines Reusable platform for game types AI engine Example: Lucasarts SCUMM Script Creation Utility for Maniac Mansion 1987 abandoned in 1998 for GrimE

20 AI Engine World In nterface Execution Management Group AI Strategy Character AI Decision Making Movement Content Creation Scripting Animation Physics

21 Toolchains Gaming companies use tool chains for easy content creation Steering behavior Is easily parameterized and does not change between characters Use parameterization of characters instead of regenerating code Rule based systems Complicated systems Interface can use a programming like structure to define rules, input, and behavior

Artificial Intelligence

Artificial Intelligence Artificial Intelligence Lecture 01 - Introduction Edirlei Soares de Lima What is Artificial Intelligence? Artificial intelligence is about making computers able to perform the

More information

INTRODUCTION TO GAME AI

INTRODUCTION TO GAME AI CS 387: GAME AI INTRODUCTION TO GAME AI 3/31/2016 Instructor: Santiago Ontañón santi@cs.drexel.edu Class website: https://www.cs.drexel.edu/~santi/teaching/2016/cs387/intro.html Outline Game Engines Perception

More information

Lecture 1. CMPS 146, Fall Josh McCoy

Lecture 1. CMPS 146, Fall Josh McCoy Lecture 1 Josh McCoy Instructor and Teaching Assistant Joshua McCoy E2 261 Ofce Hours: MF 2-3p mccoyjo+cmps146@soe.ucsc.edu Bryan Blackford E2 393 Ofce Hours: TBD bblackfo@soe.ucsc.edu Course Book Artifcial

More information

CS 354R: Computer Game Technology

CS 354R: Computer Game Technology CS 354R: Computer Game Technology Introduction to Game AI Fall 2018 What does the A stand for? 2 What is AI? AI is the control of every non-human entity in a game The other cars in a car game The opponents

More information

CS 387/680: GAME AI DECISION MAKING. 4/19/2016 Instructor: Santiago Ontañón

CS 387/680: GAME AI DECISION MAKING. 4/19/2016 Instructor: Santiago Ontañón CS 387/680: GAME AI DECISION MAKING 4/19/2016 Instructor: Santiago Ontañón santi@cs.drexel.edu Class website: https://www.cs.drexel.edu/~santi/teaching/2016/cs387/intro.html Reminders Check BBVista site

More information

2IOE0 Interactive Intelligent Systems

2IOE0 Interactive Intelligent Systems 2IOE0 Interactive Intelligent Systems Huub van de Wetering TU/e edition 2018-Q1 Huub van de Wetering (TU/e) 2IOE0 Interactive Intelligent Systems edition 2018-Q1 1 / 22 Introduction Course resources 1

More information

Chapter 1:Object Interaction with Blueprints. Creating a project and the first level

Chapter 1:Object Interaction with Blueprints. Creating a project and the first level Chapter 1:Object Interaction with Blueprints Creating a project and the first level Setting a template for a new project Making sense of the project settings Creating the project 2 Adding objects to our

More information

Strategic and Tactical Reasoning with Waypoints Lars Lidén Valve Software

Strategic and Tactical Reasoning with Waypoints Lars Lidén Valve Software Strategic and Tactical Reasoning with Waypoints Lars Lidén Valve Software lars@valvesoftware.com For the behavior of computer controlled characters to become more sophisticated, efficient algorithms are

More information

Design task: Pacman. Software engineering Szoftvertechnológia. Dr. Balázs Simon BME, IIT

Design task: Pacman. Software engineering Szoftvertechnológia. Dr. Balázs Simon BME, IIT Design task: Pacman Software engineering Szoftvertechnológia Dr. Balázs Simon BME, IIT Outline CRC cards Requirements for Pacman CRC cards for Pacman Class diagram Dr. Balázs Simon, BME, IIT 2 CRC cards

More information

All theory, no practice

All theory, no practice RSS Feed Archive GameInternals All theory, no practice GameInternals aims to spread knowledge of interesting game mechanics beyond the game-specific enthusiast communities. Each post focuses on a specific

More information

CS 480: GAME AI TACTIC AND STRATEGY. 5/15/2012 Santiago Ontañón

CS 480: GAME AI TACTIC AND STRATEGY. 5/15/2012 Santiago Ontañón CS 480: GAME AI TACTIC AND STRATEGY 5/15/2012 Santiago Ontañón santi@cs.drexel.edu https://www.cs.drexel.edu/~santi/teaching/2012/cs480/intro.html Reminders Check BBVista site for the course regularly

More information

IMGD 1001: Fun and Games

IMGD 1001: Fun and Games IMGD 1001: Fun and Games Robert W. Lindeman Associate Professor Department of Computer Science Worcester Polytechnic Institute gogo@wpi.edu Outline What is a Game? Genres What Makes a Good Game? 2 What

More information

Today s Topics. Video Game AI: Lecture 2 History of Game AI. Pong (1972) A selective history of video game AI

Today s Topics. Video Game AI: Lecture 2 History of Game AI. Pong (1972) A selective history of video game AI Today s Topics Video Game AI: Lecture 2 History of Game AI Nathan Sturtevant COMP 3705 Brief history of video game AI PacMan Discussion / Quiz Design What role do ghosts play? How could ghosts be changed?

More information

CS 387/680: GAME AI AI FOR FIRST-PERSON SHOOTERS

CS 387/680: GAME AI AI FOR FIRST-PERSON SHOOTERS CS 387/680: GAME AI AI FOR FIRST-PERSON SHOOTERS 4/28/2014 Instructor: Santiago Ontañón santi@cs.drexel.edu TA: Alberto Uriarte office hours: Tuesday 4-6pm, Cyber Learning Center Class website: https://www.cs.drexel.edu/~santi/teaching/2014/cs387-680/intro.html

More information

Principles of Computer Game Design and Implementation. Lecture 29

Principles of Computer Game Design and Implementation. Lecture 29 Principles of Computer Game Design and Implementation Lecture 29 Putting It All Together Games are unimaginable without AI (Except for puzzles, casual games, ) No AI no computer adversary/companion Good

More information

Who Am I? Lecturer in Computer Science Programme Leader for the BSc in Computer Games Programming

Who Am I? Lecturer in Computer Science Programme Leader for the BSc in Computer Games Programming Who Am I? Lecturer in Computer Science Programme Leader for the BSc in Computer Games Programming Researcher in Artificial Intelligence Specifically, investigating the impact and phenomena exhibited by

More information

Individual Test Item Specifications

Individual Test Item Specifications Individual Test Item Specifications 8208110 Game and Simulation Foundations 2015 The contents of this document were developed under a grant from the United States Department of Education. However, the

More information

Game Artificial Intelligence ( CS 4731/7632 )

Game Artificial Intelligence ( CS 4731/7632 ) Game Artificial Intelligence ( CS 4731/7632 ) Instructor: Stephen Lee-Urban http://www.cc.gatech.edu/~surban6/2018-gameai/ (soon) Piazza T-square What s this all about? Industry standard approaches to

More information

"!" - Game Modding and Development Kit (A Work Nearly Done) '08-'10. Asset Browser

! - Game Modding and Development Kit (A Work Nearly Done) '08-'10. Asset Browser "!" - Game Modding and Development Kit (A Work Nearly Done) '08-'10 Asset Browser Zoom Image WoW inspired side-scrolling action RPG game modding and development environment Built in Flash using Adobe Air

More information

A Study of Optimal Spatial Partition Size and Field of View in Massively Multiplayer Online Game Server

A Study of Optimal Spatial Partition Size and Field of View in Massively Multiplayer Online Game Server A Study of Optimal Spatial Partition Size and Field of View in Massively Multiplayer Online Game Server Youngsik Kim * * Department of Game and Multimedia Engineering, Korea Polytechnic University, Republic

More information

Creating Computer Games

Creating Computer Games By the end of this task I should know how to... 1) import graphics (background and sprites) into Scratch 2) make sprites move around the stage 3) create a scoring system using a variable. Creating Computer

More information

CS 680: GAME AI INTRODUCTION TO GAME AI. 1/9/2012 Santiago Ontañón

CS 680: GAME AI INTRODUCTION TO GAME AI. 1/9/2012 Santiago Ontañón CS 680: GAME AI INTRODUCTION TO GAME AI 1/9/2012 Santiago Ontañón santi@cs.drexel.edu https://www.cs.drexel.edu/~santi/teaching/2012/cs680/intro.html CS 680 Focus: advanced artificial intelligence techniques

More information

Adjustable Group Behavior of Agents in Action-based Games

Adjustable Group Behavior of Agents in Action-based Games Adjustable Group Behavior of Agents in Action-d Games Westphal, Keith and Mclaughlan, Brian Kwestp2@uafortsmith.edu, brian.mclaughlan@uafs.edu Department of Computer and Information Sciences University

More information

Program a Game Engine from Scratch. Chapter 1 - Introduction

Program a Game Engine from Scratch. Chapter 1 - Introduction Program a Game Engine from Scratch Mark Claypool Chapter 1 - Introduction This document is part of the book Dragonfly Program a Game Engine from Scratch, (Version 5.0). Information online at: http://dragonfly.wpi.edu/book/

More information

Individual Test Item Specifications

Individual Test Item Specifications Individual Test Item Specifications 8208120 Game and Simulation Design 2015 The contents of this document were developed under a grant from the United States Department of Education. However, the content

More information

Z-Town Design Document

Z-Town Design Document Z-Town Design Document Development Team: Cameron Jett: Content Designer Ryan Southard: Systems Designer Drew Switzer:Content Designer Ben Trivett: World Designer 1 Table of Contents Introduction / Overview...3

More information

Experiments with Learning for NPCs in 2D shooter

Experiments with Learning for NPCs in 2D shooter 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022 023 024 025 026 027 028 029 030 031 032 033 034 035 036 037 038 039 040 041 042 043 044 045 046 047 048 049 050

More information

Artificial Intelligence. Cameron Jett, William Kentris, Arthur Mo, Juan Roman

Artificial Intelligence. Cameron Jett, William Kentris, Arthur Mo, Juan Roman Artificial Intelligence Cameron Jett, William Kentris, Arthur Mo, Juan Roman AI Outline Handicap for AI Machine Learning Monte Carlo Methods Group Intelligence Incorporating stupidity into game AI overview

More information

Game Architecture. 4/8/16: Multiprocessor Game Loops

Game Architecture. 4/8/16: Multiprocessor Game Loops Game Architecture 4/8/16: Multiprocessor Game Loops Monolithic Dead simple to set up, but it can get messy Flow-of-control can be complex Top-level may have too much knowledge of underlying systems (gross

More information

Artificial Intelligence (AI) Artificial Intelligence Part I. Intelligence (wikipedia) AI (wikipedia) ! What is intelligence?

Artificial Intelligence (AI) Artificial Intelligence Part I. Intelligence (wikipedia) AI (wikipedia) ! What is intelligence? (AI) Part I! What is intelligence?! What is artificial intelligence? Nathan Sturtevant UofA CMPUT 299 Winter 2007 February 15, 2006 Intelligence (wikipedia)! Intelligence is usually said to involve mental

More information

BMOSLFGEMW: A Spectrum of Game Engine Architectures

BMOSLFGEMW: A Spectrum of Game Engine Architectures BMOSLFGEMW: A Spectrum of Game Engine Architectures Adam M. Smith amsmith@soe.ucsc.edu CMPS 164 Game Engines March 30, 2010 What I m about to show you cannot be found in any textbook, on any website, on

More information

Console Games Are Just Like Mobile Games* (* well, not really. But they are more alike than you

Console Games Are Just Like Mobile Games* (* well, not really. But they are more alike than you Console Games Are Just Like Mobile Games* (* well, not really. But they are more alike than you think ) Hi, I m Brian Currently a Software Architect at Zynga, and CTO of CastleVille Legends (for ios/android)

More information

CS Game Programming, Fall 2014

CS Game Programming, Fall 2014 CS 38101 Game Programming, Fall 2014 Recommended Text Learn Unity 4 for ios Game Development, Philip Chu, 2013, Apress, ISBN-13 (pbk): 978-1-4302-4875-0 ISBN-13 (electronic): 978-1-4302-4876-7, www.apress.com.

More information

Tutorial: Creating maze games

Tutorial: Creating maze games Tutorial: Creating maze games Copyright 2003, Mark Overmars Last changed: March 22, 2003 (finished) Uses: version 5.0, advanced mode Level: Beginner Even though Game Maker is really simple to use and creating

More information

FPS Assignment Call of Duty 4

FPS Assignment Call of Duty 4 FPS Assignment Call of Duty 4 Name of Game: Call of Duty 4 2007 Platform: PC Description of Game: This is a first person combat shooter and is designed to put the player into a combat environment. The

More information

CS 480: GAME AI DECISION MAKING AND SCRIPTING

CS 480: GAME AI DECISION MAKING AND SCRIPTING CS 480: GAME AI DECISION MAKING AND SCRIPTING 4/24/2012 Santiago Ontañón santi@cs.drexel.edu https://www.cs.drexel.edu/~santi/teaching/2012/cs480/intro.html Reminders Check BBVista site for the course

More information

AI in Computer Games. AI in Computer Games. Goals. Game A(I?) History Game categories

AI in Computer Games. AI in Computer Games. Goals. Game A(I?) History Game categories AI in Computer Games why, where and how AI in Computer Games Goals Game categories History Common issues and methods Issues in various game categories Goals Games are entertainment! Important that things

More information

Class discussion. Play is the fundamental experience of games. This is what makes Combat and Journey engaging. Trying things out, seeing what happens, pretending to be something we re not, learning to

More information

Inaction breeds doubt and fear. Action breeds confidence and courage. If you want to conquer fear, do not sit home and think about it.

Inaction breeds doubt and fear. Action breeds confidence and courage. If you want to conquer fear, do not sit home and think about it. Inaction breeds doubt and fear. Action breeds confidence and courage. If you want to conquer fear, do not sit home and think about it. Go out and get busy. -- Dale Carnegie Announcements AIIDE 2015 https://youtu.be/ziamorsu3z0?list=plxgbbc3oumgg7ouylfv

More information

Who am I? AI in Computer Games. Goals. AI in Computer Games. History Game A(I?)

Who am I? AI in Computer Games. Goals. AI in Computer Games. History Game A(I?) Who am I? AI in Computer Games why, where and how Lecturer at Uppsala University, Dept. of information technology AI, machine learning and natural computation Gamer since 1980 Olle Gällmo AI in Computer

More information

Project 2: Searching and Learning in Pac-Man

Project 2: Searching and Learning in Pac-Man Project 2: Searching and Learning in Pac-Man December 3, 2009 1 Quick Facts In this project you have to code A* and Q-learning in the game of Pac-Man and answer some questions about your implementation.

More information

Pangolin: A Look at the Conceptual Architecture of SuperTuxKart. Caleb Aikens Russell Dawes Mohammed Gasmallah Leonard Ha Vincent Hung Joseph Landy

Pangolin: A Look at the Conceptual Architecture of SuperTuxKart. Caleb Aikens Russell Dawes Mohammed Gasmallah Leonard Ha Vincent Hung Joseph Landy Pangolin: A Look at the Conceptual Architecture of SuperTuxKart Caleb Aikens Russell Dawes Mohammed Gasmallah Leonard Ha Vincent Hung Joseph Landy Abstract This report will be taking a look at the conceptual

More information

IMGD 1001: Fun and Games

IMGD 1001: Fun and Games IMGD 1001: Fun and Games by Mark Claypool (claypool@cs.wpi.edu) Robert W. Lindeman (gogo@wpi.edu) Outline What is a Game? Genres What Makes a Good Game? Claypool and Lindeman, WPI, CS and IMGD 2 1 What

More information

Embedding Artificial Intelligence into Our Lives

Embedding Artificial Intelligence into Our Lives Embedding Artificial Intelligence into Our Lives Michael Thompson, Synopsys D&R IP-SOC DAYS Santa Clara April 2018 1 Agenda Introduction What AI is and is Not Where AI is being used Rapid Advance of AI

More information

the gamedesigninitiative at cornell university Lecture 4 Game Components

the gamedesigninitiative at cornell university Lecture 4 Game Components Lecture 4 Game Components Lecture 4 Game Components So You Want to Make a Game? Will assume you have a design document Focus of next week and a half Building off ideas of previous lecture But now you want

More information

Propietary Engine VS Commercial engine. by Zalo

Propietary Engine VS Commercial engine. by Zalo Propietary Engine VS Commercial engine by Zalo zalosan@gmail.com About me B.S. Computer Engineering 9 years of experience, 5 different companies 3 propietary engines, 2 commercial engines I have my own

More information

Introduction to Game Design. Truong Tuan Anh CSE-HCMUT

Introduction to Game Design. Truong Tuan Anh CSE-HCMUT Introduction to Game Design Truong Tuan Anh CSE-HCMUT Games Games are actually complex applications: interactive real-time simulations of complicated worlds multiple agents and interactions game entities

More information

Game Designers. Understanding Design Computing and Cognition (DECO1006)

Game Designers. Understanding Design Computing and Cognition (DECO1006) Game Designers Understanding Design Computing and Cognition (DECO1006) Rob Saunders web: http://www.arch.usyd.edu.au/~rob e-mail: rob@arch.usyd.edu.au office: Room 274, Wilkinson Building Who are these

More information

Artificial Intelligence Paper Presentation

Artificial Intelligence Paper Presentation Artificial Intelligence Paper Presentation Human-Level AI s Killer Application Interactive Computer Games By John E.Lairdand Michael van Lent ( 2001 ) Fion Ching Fung Li ( 2010-81329) Content Introduction

More information

USING A FUZZY LOGIC CONTROL SYSTEM FOR AN XPILOT COMBAT AGENT ANDREW HUBLEY AND GARY PARKER

USING A FUZZY LOGIC CONTROL SYSTEM FOR AN XPILOT COMBAT AGENT ANDREW HUBLEY AND GARY PARKER World Automation Congress 21 TSI Press. USING A FUZZY LOGIC CONTROL SYSTEM FOR AN XPILOT COMBAT AGENT ANDREW HUBLEY AND GARY PARKER Department of Computer Science Connecticut College New London, CT {ahubley,

More information

CS Computer Game Design. Introduction. Ken Forbus Spring 2002

CS Computer Game Design. Introduction. Ken Forbus Spring 2002 CS 395-22 Computer Game Design Introduction Ken Forbus Spring 2002 Who we are Instructor: Ken Forbus Teaching Assistant: Robin Hunicke Top 10 reasons to take Computer Game Design 10. Writing the great

More information

Like Mobile Games* Currently a Distinguished i Engineer at Zynga, and CTO of FarmVille 2: Country Escape (for ios/android/kindle)

Like Mobile Games* Currently a Distinguished i Engineer at Zynga, and CTO of FarmVille 2: Country Escape (for ios/android/kindle) Console Games Are Just Like Mobile Games* (* well, not really. But they are more alike than you think ) Hi, I m Brian Currently a Distinguished i Engineer at Zynga, and CTO of FarmVille 2: Country Escape

More information

Enhancing Shipboard Maintenance with Augmented Reality

Enhancing Shipboard Maintenance with Augmented Reality Enhancing Shipboard Maintenance with Augmented Reality CACI Oxnard, CA Dennis Giannoni dgiannoni@caci.com (805) 288-6630 INFORMATION DEPLOYED. SOLUTIONS ADVANCED. MISSIONS ACCOMPLISHED. Agenda Virtual

More information

Raven: An Overview 12/2/14. Raven Game. New Techniques in Raven. Familiar Techniques in Raven

Raven: An Overview 12/2/14. Raven Game. New Techniques in Raven. Familiar Techniques in Raven Raven Game Raven: An Overview Artificial Intelligence for Interactive Media and Games Professor Charles Rich Computer Science Department rich@wpi.edu Quake-style death match player and opponents ( bots

More information

the gamedesigninitiative at cornell university Lecture 23 Strategic AI

the gamedesigninitiative at cornell university Lecture 23 Strategic AI Lecture 23 Role of AI in Games Autonomous Characters (NPCs) Mimics personality of character May be opponent or support character Strategic Opponents AI at player level Closest to classical AI Character

More information

Game Maker Tutorial Creating Maze Games Written by Mark Overmars

Game Maker Tutorial Creating Maze Games Written by Mark Overmars Game Maker Tutorial Creating Maze Games Written by Mark Overmars Copyright 2007 YoYo Games Ltd Last changed: February 21, 2007 Uses: Game Maker7.0, Lite or Pro Edition, Advanced Mode Level: Beginner Maze

More information

SGD Simulation & Game Development Course Information

SGD Simulation & Game Development Course Information SGD Simulation & Game Development Course Information SGD-111_2006SP Introduction to SGD SGD-111 CIS Course ID S21240 This course provides students with an introduction to simulation and game development.

More information

Building a Better Battle The Halo 3 AI Objectives System

Building a Better Battle The Halo 3 AI Objectives System 11/8/12 Building a Better Battle The Halo 3 AI Objectives System Damián Isla Bungie Studios 1 Big Battle Technology Precombat Combat dialogue Ambient sound Scalable perception Flocking Encounter logic

More information

3D Top Down Shooter By Jonay Rosales González AKA Don Barks Gheist

3D Top Down Shooter By Jonay Rosales González AKA Don Barks Gheist 3D Top Down Shooter By Jonay Rosales González AKA Don Barks Gheist This new version of the top down shooter gamekit let you help to make very adictive top down shooters in 3D that have made popular with

More information

Game demo First project with UE Tom Guillermin

Game demo First project with UE Tom Guillermin Game demo Information page, videos and download links: https://www.tomsdev.com/ue zombinvasion/ Presentation Goal: kill as many zombies as you can. Gather boards in order to place defenses and triggers

More information

CS 480: GAME AI INTRODUCTION TO GAME AI. 4/3/2012 Santiago Ontañón https://www.cs.drexel.edu/~santi/teaching/2012/cs480/intro.

CS 480: GAME AI INTRODUCTION TO GAME AI. 4/3/2012 Santiago Ontañón https://www.cs.drexel.edu/~santi/teaching/2012/cs480/intro. CS 480: GAME AI INTRODUCTION TO GAME AI 4/3/2012 Santiago Ontañón santi@cs.drexel.edu https://www.cs.drexel.edu/~santi/teaching/2012/cs480/intro.html CS 480 Focus: artificial intelligence techniques for

More information

Less is More: Designing Awesome AI. Dr. Kimberly Voll Game designer, software engineer & cognitive scientist

Less is More: Designing Awesome AI. Dr. Kimberly Voll Game designer, software engineer & cognitive scientist Less is More: Designing Awesome AI Dr. Kimberly Voll (@zanytomato) Game designer, software engineer & cognitive scientist HI. I m Kim. Let s be friends! zany I m a game dev I specialize in human perception

More information

Volume 4, Number 2 Government and Defense September 2011

Volume 4, Number 2 Government and Defense September 2011 Volume 4, Number 2 Government and Defense September 2011 Editor-in-Chief Managing Editor Guest Editors Jeremiah Spence Yesha Sivan Paulette Robinson, National Defense University, USA Michael Pillar, National

More information

INTELLIGENT GUIDANCE IN A VIRTUAL UNIVERSITY

INTELLIGENT GUIDANCE IN A VIRTUAL UNIVERSITY INTELLIGENT GUIDANCE IN A VIRTUAL UNIVERSITY T. Panayiotopoulos,, N. Zacharis, S. Vosinakis Department of Computer Science, University of Piraeus, 80 Karaoli & Dimitriou str. 18534 Piraeus, Greece themisp@unipi.gr,

More information

Add in a new ghost sprite, and a suitable stage backdrop.

Add in a new ghost sprite, and a suitable stage backdrop. Ghostbusters Introduction You are going to make a ghost-catching game! Step 1: Animating a ghost Activity Checklist Start a new Scratch project, and delete the cat sprite so that your project is empty.

More information

Multi-Robot Coordination. Chapter 11

Multi-Robot Coordination. Chapter 11 Multi-Robot Coordination Chapter 11 Objectives To understand some of the problems being studied with multiple robots To understand the challenges involved with coordinating robots To investigate a simple

More information

Research Article Games and Agents: Designing Intelligent Gameplay

Research Article Games and Agents: Designing Intelligent Gameplay International Journal of Computer Games Technology Volume 2009, Article ID 837095, 18 pages doi:10.1155/2009/837095 Research Article Games and Agents: Designing Intelligent Gameplay F. Dignum, 1 J. Westra,

More information

CS221 Project: Final Report Raiden AI Agent

CS221 Project: Final Report Raiden AI Agent CS221 Project: Final Report Raiden AI Agent Lu Bian lbian@stanford.edu Yiran Deng yrdeng@stanford.edu Xuandong Lei xuandong@stanford.edu 1 Introduction Raiden is a classic shooting game where the player

More information

Level 3 Extended Diploma Unit 22 Developing Computer Games

Level 3 Extended Diploma Unit 22 Developing Computer Games Level 3 Extended Diploma Unit 22 Developing Computer Games Outcomes Understand the impact of the gaming revolution on society Know the different types of computer game Be able to design and develop computer

More information

John E. Laird. Abstract

John E. Laird. Abstract From: AAAI Technical Report SS-00-02. Compilation copyright 2000, AAAI (www.aaai.org). All rights reserved. It Knows What You re Going To Do: Adding Anticipation to a Quakebot John E. Laird University

More information

CS 387/680: GAME AI TACTIC AND STRATEGY

CS 387/680: GAME AI TACTIC AND STRATEGY CS 387/680: GAME AI TACTIC AND STRATEGY 5/12/2014 Instructor: Santiago Ontañón santi@cs.drexel.edu TA: Alberto Uriarte office hours: Tuesday 4-6pm, Cyber Learning Center Class website: https://www.cs.drexel.edu/~santi/teaching/2014/cs387-680/intro.html

More information

Welcome to the Early Beta and Thank You for Your Continued Support!

Welcome to the Early Beta and Thank You for Your Continued Support! REFERENCE CARD Welcome to the Early Beta and Thank You for Your Continued Support! In addition to the information below, we ve recently added tutorial messages to the game. Remember to look for the in-game

More information

Level 3 Extended Diploma Unit 22 Developing Computer Games

Level 3 Extended Diploma Unit 22 Developing Computer Games Level 3 Extended Diploma Unit 22 Developing Computer Games Outcomes Understand the impact of the gaming revolution on society Know the different types of computer game Be able to design and develop computer

More information

IMGD 1001: Programming Practices; Artificial Intelligence

IMGD 1001: Programming Practices; Artificial Intelligence IMGD 1001: Programming Practices; Artificial Intelligence Robert W. Lindeman Associate Professor Department of Computer Science Worcester Polytechnic Institute gogo@wpi.edu Outline Common Practices Artificial

More information

26 Developing. computer games. Learning outcomes. Credit value: 10

26 Developing. computer games. Learning outcomes. Credit value: 10 Credit value: 10 26 Developing computer games The computer games industry has grown phenomenally over the past 30 years and we have now reached the stage where many households have a games console. Games

More information

1.4. Artificial Stupidity: The Art of Intentional Mistakes. Lars Lidén.

1.4. Artificial Stupidity: The Art of Intentional Mistakes. Lars Lidén. 1.4 Artificial Stupidity: The Art of Intentional Mistakes Lars Lidén larsliden@yahoo.com Everything should be made as simple as possible, but no simpler. Albert Einstein W hat makes a game entertaining

More information

DEVELOP-FPS: a First Person Shooter Development Tool for Rule-based Scripts

DEVELOP-FPS: a First Person Shooter Development Tool for Rule-based Scripts Special Issue on Intelligent Systems and Applications DEVELOP-FPS: a First Person Shooter Development Tool for Rule-based Scripts Bruno Correia, Paulo Urbano and Luís Moniz, Computer Science Department,

More information

The Implementation of Artificial Intelligence and Machine Learning in a Computerized Chess Program

The Implementation of Artificial Intelligence and Machine Learning in a Computerized Chess Program The Implementation of Artificial Intelligence and Machine Learning in a Computerized Chess Program by James The Godfather Mannion Computer Systems, 2008-2009 Period 3 Abstract Computers have developed

More information

Gillian Smith.

Gillian Smith. Gillian Smith gillian@ccs.neu.edu CIG 2012 Keynote September 13, 2012 Graphics-Driven Game Design Graphics-Driven Game Design Graphics-Driven Game Design Graphics-Driven Game Design Graphics-Driven Game

More information

Global Artificial Intelligence (AI) Semiconductor Market: Size, Trends & Forecasts ( ) August 2018

Global Artificial Intelligence (AI) Semiconductor Market: Size, Trends & Forecasts ( ) August 2018 Global Artificial Intelligence (AI) Semiconductor Market: Size, Trends & Forecasts (2018-2022) August 2018 Global Artificial Intelligence (AI) Semiconductor Market: Coverage Executive Summary and Scope

More information

IMGD 1001: Programming Practices; Artificial Intelligence

IMGD 1001: Programming Practices; Artificial Intelligence IMGD 1001: Programming Practices; Artificial Intelligence by Mark Claypool (claypool@cs.wpi.edu) Robert W. Lindeman (gogo@wpi.edu) Outline Common Practices Artificial Intelligence Claypool and Lindeman,

More information

Level 3 Extended Diploma Unit 22 Developing Computer Games

Level 3 Extended Diploma Unit 22 Developing Computer Games Level 3 Extended Diploma Unit 22 Developing Computer Games Outcomes LO1 Understand the impact of the gaming revolution on society LO2 Know the different types of computer game LO3 Be able to design and

More information

The Double Helix: AI for Simulation & Gaming

The Double Helix: AI for Simulation & Gaming The Double Helix: AI for Simulation & Gaming Roger Smith LLC (407) 977-3310 smithr@modelbenders.com 11November 2000 Page 1 Simulation = Games = Simulation 11November 2000 Page 2 Logical Layers of Simulations

More information

An Overview of the Mimesis Architecture: Integrating Intelligent Narrative Control into an Existing Gaming Environment

An Overview of the Mimesis Architecture: Integrating Intelligent Narrative Control into an Existing Gaming Environment An Overview of the Mimesis Architecture: Integrating Intelligent Narrative Control into an Existing Gaming Environment R. Michael Young Liquid Narrative Research Group Department of Computer Science NC

More information

Stress Testing the OpenSimulator Virtual World Server

Stress Testing the OpenSimulator Virtual World Server Stress Testing the OpenSimulator Virtual World Server Introduction OpenSimulator (http://opensimulator.org) is an open source project building a general purpose virtual world simulator. As part of a larger

More information

Design Document for: Name of Game. One Liner, i.e. The Ultimate Racing Game. Something funny here! All work Copyright 1999 by Your Company Name

Design Document for: Name of Game. One Liner, i.e. The Ultimate Racing Game. Something funny here! All work Copyright 1999 by Your Company Name Design Document for: Name of Game One Liner, i.e. The Ultimate Racing Game Something funny here! All work Copyright 1999 by Your Company Name Written by Chris Taylor Version # 1.00 Thursday, September

More information

Automatically Adjusting Player Models for Given Stories in Role- Playing Games

Automatically Adjusting Player Models for Given Stories in Role- Playing Games Automatically Adjusting Player Models for Given Stories in Role- Playing Games Natham Thammanichanon Department of Computer Engineering Chulalongkorn University, Payathai Rd. Patumwan Bangkok, Thailand

More information

Creating an Agent of Doom: A Visual Reinforcement Learning Approach

Creating an Agent of Doom: A Visual Reinforcement Learning Approach Creating an Agent of Doom: A Visual Reinforcement Learning Approach Michael Lowney Department of Electrical Engineering Stanford University mlowney@stanford.edu Robert Mahieu Department of Electrical Engineering

More information

G54GAM Coursework 2 & 3

G54GAM Coursework 2 & 3 G54GAM Coursework 2 & 3 Summary You are required to design and prototype a computer game. This coursework consists of two parts describing and documenting the design of your game (coursework 2) and developing

More information

Lecture 1: Introduction and Preliminaries

Lecture 1: Introduction and Preliminaries CITS4242: Game Design and Multimedia Lecture 1: Introduction and Preliminaries Teaching Staff and Help Dr Rowan Davies (Rm 2.16, opposite the labs) rowan@csse.uwa.edu.au Help: via help4242, project groups,

More information

A FRAMEWORK FOR GAME TUNING

A FRAMEWORK FOR GAME TUNING A FRAMEWORK FOR GAME TUNING Juan Haladjian, Frank Ziegler, Blagina Simeonova, Barbara Köhler, Paul Muntean, Damir Ismailović and Bernd Brügge Technische Universität München, Munich, Germany ABSTRACT The

More information

The purpose of this document is to help users create their own TimeSplitters Future Perfect maps. It is designed as a brief overview for beginners.

The purpose of this document is to help users create their own TimeSplitters Future Perfect maps. It is designed as a brief overview for beginners. MAP MAKER GUIDE 2005 Free Radical Design Ltd. "TimeSplitters", "TimeSplitters Future Perfect", "Free Radical Design" and all associated logos are trademarks of Free Radical Design Ltd. All rights reserved.

More information

The Level is designed to be reminiscent of an old roman coliseum. It has an oval shape that

The Level is designed to be reminiscent of an old roman coliseum. It has an oval shape that Staging the player The Level is designed to be reminiscent of an old roman coliseum. It has an oval shape that forces the players to take one path to get to the flag but then allows them many paths when

More information

LEARNABLE BUDDY: LEARNABLE SUPPORTIVE AI IN COMMERCIAL MMORPG

LEARNABLE BUDDY: LEARNABLE SUPPORTIVE AI IN COMMERCIAL MMORPG LEARNABLE BUDDY: LEARNABLE SUPPORTIVE AI IN COMMERCIAL MMORPG Theppatorn Rhujittawiwat and Vishnu Kotrajaras Department of Computer Engineering Chulalongkorn University, Bangkok, Thailand E-mail: g49trh@cp.eng.chula.ac.th,

More information

WHAT IS MINECRAFT? source:

WHAT IS MINECRAFT? source: WHAT IS MINECRAFT? Minecraft is a game where you dig (mine) and build (craft) different kinds of 3D blocks within a large world of varying terrains and habitats to explore. In this world the sun rises

More information

Mission and Campaign Generator

Mission and Campaign Generator Mission and Campaign Generator Games Workshop 1 Warhammer 40,000 V2.0 Mission and Campaign Generator 4 Mission Generator 4 Generate Mission Type 4 Choose Race 4 Generate Random Map 4 Choose Forces 5 Play

More information

RoboCup. Presented by Shane Murphy April 24, 2003

RoboCup. Presented by Shane Murphy April 24, 2003 RoboCup Presented by Shane Murphy April 24, 2003 RoboCup: : Today and Tomorrow What we have learned Authors Minoru Asada (Osaka University, Japan), Hiroaki Kitano (Sony CS Labs, Japan), Itsuki Noda (Electrotechnical(

More information

Project Documentation for Zombie Trail

Project Documentation for Zombie Trail Project Documentation for Zombie Trail Requirements Basic Requirements of the Program o The program is designed to be a fully playable (the game will not crash, and the end goal of the game is reachable)

More information

SPACEYARD SCRAPPERS 2-D GAME DESIGN DOCUMENT

SPACEYARD SCRAPPERS 2-D GAME DESIGN DOCUMENT SPACEYARD SCRAPPERS 2-D GAME DESIGN DOCUMENT Abstract This game design document describes the details for a Vertical Scrolling Shoot em up (AKA shump or STG) video game that will be based around concepts

More information

Globulation 2. Free software RTS game with a new take on micro-management

Globulation 2. Free software RTS game with a new take on micro-management Globulation 2 Free software RTS game with a new take on micro-management http://www.globulation2.org Stéphane Magnenat with help and feedback from the community February 23, 2008 Acknowledgements Thanks

More information