Spending assessment for political decision making in HIV/AIDS: Experience & Opportunities
SUO Planning & Decision Aids
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Transcript of SUO Planning & Decision Aids
OOTTTTTactical Technology OfficeTactical Technology Office
SUO Planning & Decision AidsSUO Planning & Decision Aids
Austin Tate, John Levine, Peter Jarvis, Jeff Dalton, AIAI, University of Edinburgh
David Wilkins, Tom Lee, SRI International
Pete Haglich, ISX (for SRI)
• Capability to generate, refine, select, communicate, execute and repair plans across multiple echelons from company level to platoon and squad level.
• Two examples of Planning & Decision Aid use:– one offensive (MOUT);– one defensive (Halt an Attack in Restrictive
Terrain).
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SUO/PDA Preliminary WorkplanSUO/PDA Preliminary Workplan
Phase 1: Familiarization& Domain Modeling
Dec98--->Mar99 Apr99----------->Jun99 Jul99------------->Dec99 Jan00--->Mar00
Phase 2: Demo Storyboard,Concept Proofs & FurtherDomain Modeling
Phase 3: System Adaptation& Demo Production
Phase 4: TransferOf Results
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Basic Planning TechniquesBasic Planning Techniques
Plans are doctrinallycorrect and of uniformhigh quality
SituationResourcesConstraints
SOPsObjectives
Advice
Planner
Plan:Actions&Constraints
Soldiers and Sensors in the Field
(Apply SOPs)
Actions
System Monitorworking with the
CommanderRapidly respond to events, changing actions and reallocating resources, comms. to other echelons if necessary
The underlying plan representations must be done correctly to support the desired command and control loop
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Potential Technical Contributions to Draw On
Overall management of the command, planning and control process steps to improve coordination.
Situation dependent option filtering (sometimes reducing the choices normally open to one “obvious” one [Klein p.17-18].
Satisficing search to find the first suitable plan that meets the essential criteria [Klein p. 20].
Anytime algorithms which seek to improve on the best previous solution if time permits.
Expansion of a high level abstract plan into greater detail where necessary.
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Potential Technical Contributions to Draw On
High level “chunks” of procedural knowledge (SOP, TTP) at a human scale [Klein p. 52].
Retain a high level overview. [Klein, p.227] “Include only the detail necessary to establish a plan is possible – do not fall into the trap of choreographing each of their movements”].
Analysis of potential interactions as plans are expanded or developed [Klein p 53].
Identification of problems, flaws and issues with the plan [Klein p. 63 & 71].
Establishment of a space of alternative options based on different assumptions [Klein p. 23].
Monitoring of the execution of events as they are expected to happen within the plan, watching for deviations (often ahead of problem) [Klein p. 32].
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Potential Technical Contributions to Draw On
AI planning techniques represent the dynamic state of the world at points in the plan and can be used for “mental simulation” of the plan [Klein p. 45].
Pruning of choices according to given requirements or constraints [Klein p. 94 “singular strategy”].
Heuristic evaluation and prioritisation of multiple possible choices within the constraint search space [Klein p. 94].
Repair of plans while respecting plan structure and intentions.
Uniform use of a common plan representation with embedded rationale to improve plan quality, shared understanding, etc.
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Long-term Contributions of PDA to the Soldier
• Shared plan representations cognisant of military principles, doctrine, SOPs and TTPs. Makes possible:
• Doctrinally correct plans usable by everyone.
• Fast generation of multiple distinct COAs, including ones the commander may not have considered.
• Support commander creativity through human guidance.
• Uniformly high plan quality, even during high-stress crises.
• Continuous analysis of the plan using multiple metrics.
• Monitor plan execution and respond quickly to events, helping the commander modify the plan appropriately.
• Provide relevant information to other echelons, allowing fast communication while preserving bandwidth.
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Technical Contributions by SRI/AIAI to SUO
• Contribution to the representation of shared objectives, plans, processes, SOPs and TTPs in SUO.
• Generation of multiple qualitatively distinct alternative COAs dependent upon alternative assumptions and advice about the situation.
• Support for mixed-initiative incremental plan development, manipulation and use.
• Situation-dependant plan repair as situation changes.
• Systems integration framework for modular planning and plan analysis systems.
• Management of planning and execution process - promotion of intelligent process management and workflow concepts.
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SUO/PDA Input to SUO/SAS ProgramSUO/PDA Input to SUO/SAS Program
• Aim is to communicate and transfer some of the relevant results of the ARPI/PDA work to SUO.
• To do this by joining in the SUO Community and understanding its requirements.
• To demonstrate some appropriate and relevant Advanced Planning & Decision Aids Technology.
• To be helpful to the contracting team(s).• AIAI/SRI want to act as a conduit to the work of
others where they can see its potential relevance.
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Context wrt FM 7-10 & FM 7-20 Processes
• FM 7-20 The Infantry Battalion, FM 7-10 The Infantry Rifle Company and FM 7-8 The Infantry Rifle Platoon and Squad - Command and Control - Augmented by Respective Military Training Plans (MTPs)
• Suggested as a point of comparison by Jim Madden, IDA
• Context of diagram is an overall process involving perhaps several COAs and a command, planning, communication, execution and control process.
• Diagram covers core part from FM 7-10 of situation assessment and COA generation (relevant to SUO/SAS and SUO/PDA activities)
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Prepare a COA statement and sketch to enhance clarity. The sketch should show the3 maneuver aspects of the COA
Assign control measures to clarify respon-sibilities and synchronize the efforts of subordinates to support the main effort. Allow as much freedom of effort as possible
Determine essential task(s) for subordinate units (main and supporting efforts) to achieve the purposes stated above
Identify type of forces required to accomplish the mission, considering only organic and attached units. Weigh the main effort; take more risk in non-main effort areas (economy of force) Do not consider assets such as CAS or FRASCAM, which may be unavailable during execution.
Determine essential task(s) for subordinate units (main and supporting efforts) to achieve the purposes stated above
Determine purposes to be achieved by main and supporting efforts by linking the the main effort’s purpose directly to the battalion’s purpose and the supporting efforts’ purposes directly to the main purpose
Determine what supporting efforts are needed by asking the question, “What else must be done to allow the main effort to succeed?”
Determine the decisive point where the enemy is most vulnerable. Ideally, where an enemy weakness is or where the enemy will be positioned at a time when the battalion can generate overwhelming combat power against the enemy
• What is the unit’s purpose within the higher commander’s intent?
• Which tasks allow the unit to accomplish its purpose?
• How do terrain/weather factors affect the soldiers/subunits?
• How do terrain/weather factors effect placement of weapons?
• Where can commander focus his combat power to accomplish his mission?
What are the critical time aspects of the operation?
•How can unit’s strength be focused on enemy weaknesses?•How can commander make his best use of is combat power given the current status of his units?
• What are the enemy’s most probable courses of action give the terrain and his probable objectives?
• Where will contact first occur and how will enemy be arrayed?
• What are probably enemy weaknesses and vulnerabilities?
ReceiveMission
Mission (Assigned)• Next higher commanders con-
cept of operations and intent?• Subunit tasks• Unit tasks
- Specified?- Implied?
Conduct METT-T Analysis Formulate Assumptions & Deductions Develop Course of Action
Terrain/Weather Analysis• Obstacles?• Avenues of approach?• Key terrain?• Observation and fields of fire?• Cover and concealment?• Weather?• Other characteristics?
Time Available•LD time/Defend no later time?•Time to begin movement?•Time available to plan?•Time available to prepare?•Time available to rehearse?•Time available for reconnaissance?
Troops• Composition?• Disposition?• Strength?• Significant activities?• Peculiarities and weaknesses?
Enemy• Composition?• Disposition?• Strength?• Significant activities?• Peculiarities and weaknesses?• Enemy capabilities?• Enemy probable courses of action?
• Limitations?
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Opportunities for PDA Support in SUOOpportunities for PDA Support in SUO
Overall Process from Receipt of Mission to Success
Deliberative Planning & Rehearsal
En-route Rehearsal & Replanning
Low Tempo Adaptation & Plan Repair
High Tempo Monitoring & Plan Selection
After Action Planning &
Support
In Advance During Mission After Action
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More Detailed SlidesMore Detailed Slides
If Required
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ARPI/PDA Goal, Themes & Participants
ARPIARPI
DARPADARPA
GOAL: Develop, demonstrate, and transition advanced knowledge-based technology for automatic and interactive planning, scheduling, and decision making to allow better, faster planning in complex, stressed situations
Integrated Planning &Scheduling
CMU
Kestrel
Arizona St.University
U Oregon
Case-BasedPlanning
CMU
MITRE
U. Maryland
ModelingSimulation
& Evaluation
U. Mass
Klein
NorthwesternUniversity
U. Edinburgh
U. Rochester
KB PlanningSystems
SRI
Representation& Intelligent KB
USC/ISI
Loral
GE CRD
Planning UnderUncertainty
Brown University
Rockwell Int’l
U Washington
ISTI
U. Edinburgh
WorkflowManagement &
Process Control
MCC
U Wisconsin UCLA
ISX
BBNHoneywell
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SUO Planning & Decision Aids
Advanced Planning Technology Schedule• 1QCY99 - Domain familiarization. Domain modeling. Create initial plan and activity templates for offensive and defensive scenarios.
• 2QCY99 - SUO Scenario and storyboard/demo script development. Walk through of technology requirements, mockup of non-working parts. Produce demo script and scenarios.
• 3QCY99 - Technology and demonstration development first pass, mock demonstration.
• 4QCY99 - Full demonstration development.
• 1QCY00 - Transition and communication of results to SUO contractor. Refinement of demonstration and technology. Integration of further modules to support more effective demonstrations.
• Use results of DARPA/AFRL Planning Initiative (ARPI) and Planning & Decision Aids (PDA) work
• Multi-Agent Planning Architecture (MPA) and O-Plan Systems Integration Architecture
• SIPE-2 and O-Plan Generative Planners
• Mixed Initiative Planning Aids
• Planning Domain Knowledge Acquisition Tools/Editors
• Plan Repair Algorithms
• Planning Process Panels
• Rich Shared Plan Representations
SUO/PDA Objective
Demonstrate capability to generate, refine, select, communicate, execute and repair plans across multiple echelons from company level to platoon and squad level relevant to SUO/SAS environment.
Two examples of COA plan generation and use:- one offensive (MOUT);- one defensive (Halt an Attack in Restrictive Terrain).
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SUO/PDA Provisional Coordination Plan Agreed with ITT/SRI Contracting Team
• 1-Jul-99 Kick-off with delivery of SUO/PDA AIAI Phase 2 Report
• 30-Sep-99 Comments on scenario from ITT/SRI to SUO/PDA, agreement on SUO/SAS state descriptions used in scenario
• 31-Dec-99 SUO/PDA Demonstration
• 1-Jan-00 Technology Transfer Phase - Joint Work
• 31-Mar-00 ITT/SRI Team show link between SUO/SAS and SUO/PDA Demonstration.
• ------------- end of current SUO/PDA project ------------------
• 1-Jan-00 Possible start on SUO/PDA Phase 3 Option
• 31-Dec-00 ITT/SRI SUO/PDA Deliverable
• 30-Jun-01 End of SUO Technology Transfer Phase
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SUO/PDA Preliminary Systems SketchKnowledge Acquisition StageSUO/PDA Preliminary Systems SketchKnowledge Acquisition Stage
Process ModellingMethods& Tools
Modeller orKnowledgeEngineer
Army CALL BulletinsDoctrine, SOP, TTP
Subject Matter Experts
Domain ModelActivity
Templates &Constraints
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SUO/PDA Preliminary Systems SketchPlanning & Decision Aids Use StageSUO/PDA Preliminary Systems SketchPlanning & Decision Aids Use Stage
Echelon NPlanning &Execution
System
Other ModulesEchelon NPlanningRelatedModules
OPORDFRAGO Reports
Echelon N+1Planning &Execution
System
Other ModulesEchelon N+1
PlanningRelatedModules
OPORDFRAGO Reports
Platoon Level
Fire Team Level
Domain ModelActivity
Templates &Constraints
Echelon N-1Planning &Execution
System
Echelon N-1PlanningRelatedModules
Company Level
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SUO/PDA Preliminary System SketchInstantiation of ComponentsSUO/PDA Preliminary System SketchInstantiation of Components
E.g., MPA, SIPE-2, O-Plan, ACP3
E.g., Plan Sketch ToolE.g., Web O-Plan, O-P3
E.g., ModSAF, Sextant,Blue/Red Force Laydown
E.g., Act Editor, CPF
Echelon NPlanning &Execution
System
Other ModulesEchelon NPlanningRelatedModules
OPORDFRAGO Reports
Echelon N+1Planning &Execution
System
Other ModulesEchelon N+1
PlanningRelatedModules
OPORDFRAGO Reports
Platoon Level
Fire Team Level
Domain ModelActivity
Templates &Constraints
Echelon N-1Planning &Execution
System
Echelon N-1PlanningRelatedModules
Company Level
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Example of SRI ARPI/PDA WorkGiving Advice to a PlannerExample of SRI ARPI/PDA WorkGiving Advice to a Planner
Integrating human judgement fixes many shortcomings of
automated planning technology
Heuristic search algorithm plans quickly maintains all constraints
State ofthe World
Actions OneMight Take
Objectives
Beliefs,Resources,Constraints
Operators
Goals
SIPE-2 Planner
PLAN: Action Structure
SIPE-2Execution Monitor and Replanner
Actions
Commander’sGuidance
Advice
Advice: qualitatively different COAs “directed” search of options
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Example of AIAI ARPI/PDA WorkEdinburgh O-Plan ProjectExample of AIAI ARPI/PDA WorkEdinburgh O-Plan Project
• Using domain constraints to support the coordinated development of plans.
• Communication between users acting as Task Assigner and Planner.
• Intelligent workflow model of planning based on “issue” handling (agenda/to-do list).
• Simplified planner interfaces to allow ”plug and plan” component integration.
• Uniform manipulation of plans as a set of constraints (<I-N-OVA> model).
MILESTONES (1996-98)
NEW IDEAS
IMPACT
CONCEPT
Task Direction& Plan Analysis
COA-2COA-1 Planning WorkflowOption: COA-2Phase: Deployment
World View
Option COA-2Authority: ...
Order Issued: .. Plan View
Plan Development& Refinement
TaskAssigner Planner
...Criteria 1Criteria 2Criteria 3...
Q4/Y1
Q4/Y2
Q4/Y3
• MIP Demonstration in Pacifica NEO• Initial Evaluation Matrix• Demonstration scenario development
• Workflow Planning Aid Experiments• TIE with Rochester on Tasking• Release of O-Plan Version 3.1• Evaluation Experiments Interim Report
• Mixed Initiative Planning Demo.• TIE with USC/ISI on plan evaluation• Release of O-Plan Version 3.2• Final Evaluation Report
• Generation of multiple qualitatively distinct alternative COAs dependent upon alternative assumptions concerning the emerging crisis.
• Support for mixed-initiative incremental plan development, manipulation and use.
• Promotion of intelligent process management and workflow concepts.
• Integration framework for large-scale modular planning systems.
• Contribution to shared plan representations.