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LEVERAGING PREDICTIVE ANALYTICS TO ASSESS 7TH FLEET SUSTAINMENT
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Abstract:
Increasing operational availability through logistics readiness is critical to ensure maximum safety and capability of forward deployed ships. The increased operational tempo that forward deployed ships encounter causes high impact failures that affect operational availability and the commander’s decision-making process. As forward deployed 7th fleet ships encounter casualties, unacceptable operational impacts such as out-of-stock or “redlines” occur. Repair rates may be improved by leveraging predictive analytics to understand failure data. Critical systems such as propulsion, communications, or radar are our primary focus. Areas for optimization are identified through statistical analysis of data that we have collected from 7th Fleet organizations such as NAVSUP, NAVSUP WSS, NAVSEA, CTF-73, and SURFGRUWESTPAC. We analyzed and sorted the data to identify any trends and risks that may not currently be tracked. We assessed distributions of potential failure rates, and a peacetime model was developed using Lexical Link Analysis, and then analyzed used JMP. Using our model, potential situations are built to analyze the output and optimize wait times within the constraints of manpower, funding, and availability. Future work using this model may include efforts to evolve to Phase II operations, with increased naval presence resulting in increased sustainability needs, simulated in SIMIO to test casualty and repair rates, as is shown in sample models in this thesis. ; N4 ; Lieutenant Commander, United States Navy ; Approved for public release. distribution is unlimited
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Keyword:
data sciences; demand prediction; global distribution chain; logistics; pull and push logistics; route optimization; supply; sustainment
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URL: http://hdl.handle.net/10945/65448
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MV-22 SUPPLY CHAIN AGILITY: A STATIC SUPPLY CHAIN SUPPORTING A DYNAMIC DEPLOYMENT
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Leveraging Lexical Link Analysis (LLA) to discover new knowledge
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Leveraging Lexical Link Analysis (LLA) To Discover New Knowledge
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In: Military Cyber Affairs (2016)
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Lexical Link Analysis Application: Improving Web Service to Acquisition Visibility Portal
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In: DTIC (2014)
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Improving DoD Energy Efficiency: Combining MMOWGLI Social-Media Brainstorming with Lexical Link Analysis (LLA) to Strengthen the Defense Acquisition Process
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In: DTIC (2013)
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Lexical Link Analysis Application: Improving Web Service to Acquisition Visibility Portal
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In: DTIC (2013)
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Semantic and social networks comparison for the Haiti earthquake relief operations from APAN data sources using lexical link analysis (LLA)
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Semantic and Social Networks Comparison for the Haiti Earthquake Relief Operations from APAN Data Sources using Lexical Link Analysis (LLA)
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In: DTIC (2012)
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Applications of Lexical Link Analysis Web Service for Large-Scale Automation, Validation, Discovery, Visualization, and Real-Time Program Awareness
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In: DTIC (2012)
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System Self-Awareness and Related Methods for Improving the Use and Understanding of Data within DoD
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Lexical Link Analysis for the Haiti earthquake Relief Operation Using Open Data Sources
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Lexical Link Analysis for the Haiti Earthquake Relief Operation Using Open Data Sources
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In: DTIC (2011)
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Matching Navy Recruiting Needs with Social Network Profiles Using Lexical Link Analysis, Presentation
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Matching Navy Recruiting Needs with Social Network Profiles Using Lexical Link Analysis. N1 FY10 Research Project
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In: DTIC (2010)
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Maritime Domain Awareness via Agent Learning and Collaboration
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In: DTIC (2010)
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