https://github.com/rpdevjesco/strategicutilitysystem

a context-aware decision-making framework
https://github.com/rpdevjesco/strategicutilitysystem

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a context-aware decision-making framework

• Host: GitHub
• URL: https://github.com/rpdevjesco/strategicutilitysystem
• Owner: RPDevJesco
• Created: 2024-04-10T23:48:27.000Z (7 months ago)
• Default Branch: master
• Last Pushed: 2024-04-11T04:38:56.000Z (7 months ago)
• Last Synced: 2024-04-11T05:52:58.897Z (7 months ago)
• Language: C#
• Size: 25.4 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Strategic Utility System (SUS)

## Table of Contents

- [Introduction](#introduction)

- [Features](#features)

- [Usage](#usage)

    - [Creating an Action](#creating-an-action)

    - [Creating a Context](#creating-a-context)

    - [Decision Making](#decision-making)

    - [Decision Adjustment](#decision-adjustment)

## Introduction

The Strategic Utility System (SUS) is a context-aware decision-making framework designed for game AI. It evaluates potential actions based on their utility and the current game context, enabling AI to adapt dynamically to changing environments.

## Features

- **Contextual and Context-Aware Decision Making**: Adapts to changes in the game environment by evaluating the utility of actions within the current context.

- **Caching and Reuse**: Optimizes performance by caching utility calculations for reuse in similar decision-making scenarios.

- **Adaptive Thresholds**: Dynamically adjusts thresholds to prioritize actions based on the urgency of the situation.

- **Parallel Processing**: Leverages multi-core processors to evaluate actions concurrently, reducing decision-making time.

## Usage

### Creating an Action:

```csharp

var actions = new List

{

    new GameAction("Explore", context =>

    {

        if (context is GameContext gameContext && gameContext.EnvironmentType == "Forest")

        {

            return 0.8; // Higher utility in forests

        }

        return 0.5; // Default utility

    }),

};

```

### Creating a Context:

```csharp

var context = new GameContext(numberOfEnemies: 3, numberOfAllies: 1, resourceAvailability: 0.5, environmentType: "Forest");

```

### Decision Making:

```csharp

var decisionMaker = new DecisionMaker();

var bestAction = await decisionMaker.ChooseBestActionAsync(actions, context);

```

### Decision Adjustment:

```csharp

decisionMaker.AdjustThreshold(0.7);

bestAction = await decisionMaker.ChooseBestActionAsync(actions, context);

```