Northeastern Research Station Southern Research Station The University of Georgia Artificial...

17
Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated Forest Ecosystem Management Decision Support System

Transcript of Northeastern Research Station Southern Research Station The University of Georgia Artificial...

Page 1: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

An Agent Architecture for an Integrated Forest Ecosystem

Management Decision Support System

Page 2: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

Credits

University of GeorgiaD. Nute

W. D. PotterM. Dass

A. GlendeH. Uchiyama

F. MaierJ. Wang

USDA Forest ServiceH. M. Rauscher

M. J. Twery, S. Thomasma,

P. Knopp

Page 3: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

Presentation Overview

• Introduction

• NED-2 Architecture

• NED-2 Ontology and Internal Data Model

• NED-2 Blackboard/Database Integration

• NED-2 Agents

• Future Plans

Page 4: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

NED-2 is an Intelligent Information System for Decision Support for Forest Ecosystems

Introduction

Page 5: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

NED-2: An Intelligent InformationSystem for Decision Support

Key design principles:

• A single, simple interface• Conversion between data formats without user

intervention• Open architecture• Components need no knowledge about other

components of the system

Page 6: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

NED-2: An Intelligent InformationSystem for Decision Support

Features:

• Robust ontology• Semi-autonomous agents• Blackboard architecture

Page 7: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

External Models Blackboard

Prolog Clauses:

- Facts- Requests- Plans

Access Databases:

- User Preferences- Site Data- Inventory Data- Financial Data- Treatment Plans

Agents

Inference EnginesKnowledge Bases

Meta-knowledge Bases

Growth & Yield

Financial

GIS

Visualization

User Interface

NED-2 Architecture

Page 8: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

• NED-2’s design was influenced with practicality as a motive:– Persistent data is stored in data- and knowledge

bases– Temporary information is stored as a set of

Prolog clauses – Information is stored as snapshots representing

the stand at a point in time under a particular treatment regime

NED-2 Ontology and Internal Data Model

Page 9: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

Blackboard

NED-2 Blackboard/Database Integration

Metaknowledge:

Data Structure

Blackboard Handler

Prolog Clauses

Data cached in Prolog

Access Database

PrologQuery

Agents

PrologQuery

SQL

Example Query to retrieve information from the blackboard:

known(ba([stand(17),plan(`Maximize Timber`),year(2023)], BA)).

Page 10: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

• NED-2 Interface Agent

• NED-2 Treatment Development Agent

• NED-2 Simulation Agent

NED-2 Agents Overview

Page 11: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

Blackboard

Access Database

Inventory Data

Treatment Plans

Simulated Data

Metaknowledge:Semantics for Simulators

SimulationAgent

Knowledge Base:Treatment Definitions

Temporary InputFiles

Simulator

Temporary OutputFiles

NED-2 Simulation Agent

Page 12: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

• NED-2 Interface Agent

• NED-2 Treatment Development Agent

• NED-2 Simulation Agent

• NED-2 Goal Analysis Agent

• NED-2 GIS Agent

NED-2 Agents Overview

Page 13: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

Blackboard

Access Database

Inventory Data

Goal Selections

Simulated Data

GISAgent

Temporary InputFiles

GIS

Shape File

NED-2 GIS Agent

Page 14: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

• NED-2 Interface Agent

• NED-2 Treatment Development Agent

• NED-2 Simulation Agent

• NED-2 Goal Analysis Agent

• NED-2 GIS Agent

• NED-2 Report Writer Agent

NED-2 Agents Overview

Page 15: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

Blackboard

Access Database

Inventory Data:- Goal Selections- Report Selections- Treatment Plans- Simulated Data

Report PlanningAgent

Reports - HTMLFiles

Plan – Series of Request:- Analysis- Report Writing

ReportWriter

GoalAnalysis

NED-2 Report Writer Agent

Page 16: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

• NED-2 Interface Agent

• NED-2 Treatment Development Agent

• NED-2 Simulation Agent

• NED-2 Goal Analysis Agent

• NED-2 GIS Agent

• NED-2 Report Writer Agent

• NED-2 Planning Agent

NED-2 Agents Overview

Page 17: Northeastern Research Station Southern Research Station The University of Georgia Artificial Intelligence Center An Agent Architecture for an Integrated.

Northeastern Research StationSouthern Research Station

The University of Georgia Artificial Intelligence Center

• Alpha version of NED-2 including functionality described has been completed

• Expansions– Improve and extend the goal analysis rules in NED-2– Understory and ground level simulation models are in

development– Development of further regeneration models– Additional overstory growth and yield models– Integration of visualization tools– Integration of a financial analysis model

Future Plans