A Demonstration of Technology for the Jeffrey Banks, Brian Murphy and Karl Reichard, Penn State This article describes the development and im- plementation of a prototype embedded health management system for the U.S. Army HEMTT M1120A2+ vehicle. Diagnostic, advanced diag- nostic and prognostic technologies were devel- oped and implemented for four of the vehicle's subsystems. A centralized vehicle health infor- mation analyzer and server was developed and resides in a hardened on-board computer. All of the sensors and devices are networked into this computer, which stores and processes the data for display to the graphical user interface. This inter- face was developed to provide vehicle operational status data and sub-system health information in an actionable format that is simple to understand and intuitive to operators and maintainers. The Heavy Expanded Mobility Tactical Truck (HEMTT) and similar logistic support vehicles are critical assets for the continued support of op- erations in extreme and hazardous environments throughout the world. When logistic support vehicles have higher reliability levels the increased availabilityratesdirectlyaffectwhetherornotmis- sionscanbesuccessfullycompleted.Akeycontrib- utor to achieving vehicle reliability and availability is the ability to conduct vehicle maintenance effec- tively and efficiently. This becomes increasingly difficult to accomplish with vehicles that have a high level of complexity to meet broad functional- ity requirements. Conducting maintenance well is even more difficult to achieve with maintainers and operators who have rudimentary experience with complex mechanical, hydraulic and electri- cal systems. Efficient and effective maintenance involves the capability to quickly and accurately detect, diagnose, and localize faults to critical line replaceable units (LRUs). It also involves provid- ing replacement part information to the logistic system to expedite the acquisition of the correct LRU by the appropriate maintenance personnel. This facilitates the part replacement process and gets the vehicle back in service more quickly. The enabling technologies that provide this capability are referred to as health management technolo- gies. Health management technologies that are integrated into the vehicle can provide a wealth of information to a variety of information customers including: operators, maintainers, supply, logisti- cians, mission planners ,etc. The technology pro- vides the capability to more efficiently and effec- tive manage a fleet of vehicles with the on-board capability to continuously monitor and assess the condition of critical components that contribute to vehicle reliability and availability. The Oshkosh Truck Company HEMTT M1120A2+vehicleisalogisticsupportvehiclethat is propelled by a diesel engine with 8 wheel drive that allows the vehicle to operate in extreme field environments. The HEMTT has the ability to load and unload up to 11 tons of payload in the field with the use of the integrated hydraulic load handling system (LHS). TheLHSiscomprisedof4hydrauliccyl- inders,controlmanifolds,filters,reservoirtankand pump. TheA2+versionofthevehicleisequipped with a J-1939 controller area network (CAN) bus thatallowsforlowbandwidth(~1Hz)digitaldata to be transferred continuously throughout the ve- hicle. The CAN bus provided us with a conduit to collect raw and processed data from the engine and transmission as well as raw data from 15 pres- suresensors,2temperaturesensorsand1levelsen- sor located in the hydraulic system. We used the data from these sensors to develop the hydraulic diagnostic capability for the vehicle. In order to gain a better understanding of the hy- draulicsystemandtofacilitatethedevelopmentof the system diagnostics a hydraulic system model was developed. The hydraulic system dynamic model was developed by Penn State ARL to represent the interactions of the hydraulic system componentsingeneralterms. Eachcomponentof the hydraulic system was modeled on the top level ofthesimulationasitwouldappearinthevehicle's hydraulic schematic as shown in Figure 1. Modeling components as they appear makes the model more intuitive to users as well as allowing the model to be easily altered to reflect compo- nents that might be added to the hydraulic system at a later date. These modeled components repre- sent the basis for a simulation library of hydraulic components. At the lower level of each hydraulic component is the underlying mathematics of each component as shown in Figure 2. For instance, the RESERVOIR of Figure 1 is governed by the functional model shown in Figure 2. It is this HEMTT LHS model that facilitated the devel- opment of the hydraulic fault detection, isolation and diagnostic reasoning for the health manage- ment system. iNTRODUCTION HYDRAULIC DIAgNOSTIC SYSTEM HYDRAULIC SYSTEM MODEL THE JOURNAL OF THE RELIABILITY INFORMATION ANALYSIS CENTER FIRST QUARTER - 2006 Embedded Health Management HEMTT LHS Vehicle Applied Research Laboratory and the RIAC Figure 1 ­ Dynamic HEMTT LHS Hydraulic Model Modeling components as they appear makes the model more intuitive to users as well as allowing the model to be easily altered to reflect components that might be added to the hydraulic system at a later date. These modeled components represent the basis for a simulation library of hydraulic components. At the lower level of each hydraulic component is the underlying mathematics of each component as shown in Figure 2. Probably the most impor diagnostics for the HEMTT M the diagnostics in a rigorou vehicle validation was done o data sets representing the span at Penn State ARL. These conditions available at the tes were seeded on the vehicle diagnostics developed when ap 5. HEALTH MANAGE The vehicle health manageme and software for convertin information. An example of the HEMTT vehicle health m Figure 3. Figure 3 ­ Health Managem Figure 1 - Dynamic HEMTT LHS Hydraulic Model Figure 1 ­ Dynamic HEMTT LHS Hydraulic Model Modeling components as they appear makes the model more intuitive to users as well as allowing the model to be easily altered to reflect components that might be added to the hydraulic system at a later date. These modeled components represent the basis for a simulation library of hydraulic components. At the lower level of each hydraulic component is the underlying mathematics of each component as shown in Figure 2. Figure 2 ­ Reservoir System Logic and Reasoning Model For instance, the RESERVOIR of Figure 1 is governed by the functional model shown in Figure 2. It is this HEMTT LHS model that facilitated the development of the hydraulic fault detection, isolation and diagnostic reasoning for the health management system. 4. DIAGNOSTIC DEVELOPMENT Probably the most import diagnostics for the HEMTT M the diagnostics in a rigorous vehicle validation was done o data sets representing the span at Penn State ARL. These conditions available at the test were seeded on the vehicle diagnostics developed when ap 5. HEALTH MANAGE The vehicle health managemen and software for convertin information. An example of the HEMTT vehicle health ma Figure 3. Figure 3 ­ Health Managem The hardware architecture is b including: sensor, data acqu information server levels. The the sensors installed on the h the left side of the figure. processing level consists of maintenance information m information monitor (VIM) engine electrical control Figure 2 - Reservoir System Logic and Reasoning Model The diagnostics for the HEMTT LHS were de- veloped and implemented in a four-step process: 1. Designing diagnostics on the simulation model 2. Checkingthemwithdatatakenfromthevehicle 3. Implementing them on the vehicle 4. Testing them on the vehicle Indevelopingthehydraulicdiagnostics,eachcom- ponent was examined for the effect of unmodeled or undermodeled occurrences. This procedure helps avoid avalanche faults (one fault lighting off every indicator) and false positives/negatives. Probablythemostimportantaspectindeveloping diagnostics for the HEMTT M1120A2+ vehicle was testing the diagnostics in a rigorous and re- alisticmanner. On-vehiclevalidationwasdoneon recorded data sets and live data sets representing the span of time the HEMTT has been at Penn State ARL. These tests represented all climatic conditions available at the test site. Safe and pru- dent faults were seeded on the vehicle to check the validity of the diagnostics developed when appropriate. Thevehiclehealthmanagementsystemconsistsof hardware and software for converting sensor data into health information. An example of the hard- ware architecture for the HEMTT vehicle health management system is shown in Figure 3. The hardware architecture is broken down into threelevelsincluding:sensor,dataacquisitionand processing, and information server levels. The sensor level consists of all of the sensors installed on the hydraulic system as shown on the left side ofthefigure. Thedataacquisitionandprocessing level consists of the Oshkosh Truck Corp main- tenance information monitor (MIM) and vehicle information monitor (VIM) modules, the Detroit continued on page 22 HEALTH MANAgEMENT ARCHITECTURE DIAgNOSTIC DEVELOPMENT PAGE 21 Diesel engine electrical control unit (ECU) and Allison transmission ECU and the Penn State ARL battery prognostic modules. Above this layer is the vehicle information server that consists of an on-board semi-ruggedized computer and in- formation display, which can either be a DT-3000 truck computer or a wireless tablet. The health informationcanalsobedisplayedoffplatformona website operated by Penn State ARL. The development and implementation of health management technology to the HEMTT M1120A2+ vehicle provides the ability to quickly and reliably detect, diagnose and isolate faults to specific line replaceable units (LRU), which contributes to decreased maintenance time and increased vehicle availability. In order to achieve this capability the health information must be dis- played to the operator and maintainer in a manner that is simple, intuitive and information rich with- out being too complex and overwhelming. The first display is the Asset Visibility display that is essentially a map with various vehicles repre- sented by icons as shown in Figure 4. This display leverages from existing Force XXI Battle Command, Brigade-and-Below (FBCB2) vehicle interface technology that enables Blue Force Tracking for the U.S. Army field units. Our intention was not to replicate this technology but show how the health management technol- ogy could be integrated into an existing advanced technologythathasbeenpreviouslyimplemented. The display shows location information for the vehicle both graphically and with text as well as a high level indication of vehicle sub-system health status for the LHS hydraulics, batteries, engine and transmission. The five sub-system indicators willbegreyfornohealthissues,yellowforahealth caution indication or red for a health warning indication. The second display is the battery display that shows battery health information for the four ve- continued from page 21 A Demonstration of Embedded Health Management Technology for the HEMTT LHS Vehicle 5. HEALTH MANAGEMENT ARCHITECTURE The vehicle health management system consists of hardware and software for converting sensor data into health information. An example of the hardware architecture for the HEMTT vehicle health management system is shown in Figure 3. Figure 3 ­ Health Management Hardware Architecture The hardware architecture is broken down into three levels including: sensor, data acquisition and processing, and information server levels. The sensor level consists of all of the sensors installed on the hydraulic system as shown on the left side of the figure. The data acquisition and processing level consists of the Oshkosh Truck Corp maintenance information monitor (MIM) and vehicle information monitor (VIM) modules, the Detroit Diesel engine electrical control unit (ECU) and Allison transmission ECU and the Penn State ARL battery prognostic modules. Above this layer is the vehicle information server that consists of an on-board semi- ruggedized computer and information display, which can either be a DT-3000 truck computer or a wireless tablet. The health information can also be displayed off platform on a website operated by Penn State ARL. 6. HEALTH INFORMATION DISPLAY The development and implementation of health management technology to the HEMTT M1120A2+ vehicle provides the ability to quickly and reliably detect, diagnose and isolate faults to specific line replaceable units (LRU), which contributes to decreased maintenance time and increased vehicle availability. In order to achieve this capability the Figure 3 - Health Management Hardware Architecture health information must be displayed to the operator and maintainer in a manner that is simple, intuitive and information rich without being too complex and overwhelming. The first display is the Asset Visibility display that is essentially a map with various vehicle represented by icons as shown in Figure 4. Figure 4 ­ HEMTT Asset Visibility Display This display leverages from existing Force XXI Battle Command, Brigade-and-Below (FBCB2) vehicle interface technology that enables Blue Force Tracking for the U.S. Army field units. Our intention was not to replicate this technology but show how the health management technology could be integrated into an existing advanced technology that has been previously implemented. The display shows Figure 5 ­ HEMTT Battery Health Display The battery health page shows health information four vehicle batteries. Each of the four smaller gau the left side of the display shows state of charge d each battery. The large gauge shows the system lev of charge for all four batteries because a fault in one can adversely affect the entire group of batteries. Bel gauges are two battery prognostic indications includ estimated remaining vehicle starts and the remaining a of time that the vehicle can run on battery power (i.e. watch) and still start the vehicle. The state of information on the right side of the display will indic fault exists and whether a specific battery sho replaced. The third display is the engine display that shows status information for the Detroit diesel engine as sh Figure 4 - HEMTT Asset Visibility Display HEALTH INFORMATION DISPLAY THE JOURNAL OF THE RELIABILITY INFORMATION ANALYSIS CENTER FIRST QUARTER - 2006 hicle batteries as shown in Figure 5. Each of the four smaller gauges on the left side of the display shows state of charge data for each battery. The large gauge shows the system level state of charge for all four batteries because a fault inonebatterycanadverselyaffecttheentiregroup of batteries. Below the gauges are two battery prognostic indications including the estimated re- maining vehicle starts and the remaining amount of time that the vehicle can run on battery power (i.e., silent watch) and still start the vehicle. The state of health information on the right side of the display will indicate if a fault exists and whether a specific battery should be replaced. The third display is the engine display that shows engine status information for the Detroit diesel engine as shown in Figure 6. The engine gaug- es on the left of the display show general engine operational parameters including: engine speed, coolant temperature, oil temperature, oil pres- sure and remaining oil life (indication of when oil should be changed). The lights on the right side of the display indicate engine faults for coolant temperature, oil temperature, oil pressure, oil life and engine overspeed. The fourth display is the transmission display that shows transmission status information for the Allison transmission as shown in Figure 7. The transmission gauges on the left of the display show general transmission operational param- eters including: oil temperature and remaining oil life (indication of when oil should be changed). The lights on the right side of the display indicate transmission faults for oil temperature and oil life. The fifth display is the hydraulic display that shows hydraulic system health information for the load handling system as shown in Figure 8. The hydraulic gauges on the left of the display show general hydraulic operational parameters includ- ing: fluid pressure, reservoir temperature, main control manifold temperature and remaining fluid life (indication of when fluid should be changed). tion must be displayed to the operator and a manner that is simple, intuitive and ich without being too complex and lay is the Asset Visibility display that is ap with various vehicle represented by icons ure 4. 4 ­ HEMTT Asset Visibility Display leverages from existing Force XXI Battle gade-and-Below (FBCB2) vehicle interface t enables Blue Force Tracking for the U.S. its. Our intention was not to replicate this show how the health management technology rated into an existing advanced technology reviously implemented. The display shows ation for the vehicle both graphically and ll as a high level indication of vehicle sub- status for the LHS hydraulics, batteries, nsmission. The five sub-system indicators r no health issues, yellow for a health caution d for a health warning indication. play is the battery display that shows battery ion for the four vehicle batteries as shown in Figure 5 ­ HEMTT Battery Health Display The battery health page shows health information for the four vehicle batteries. Each of the four smaller gauges on the left side of the display shows state of charge data for each battery. The large gauge shows the system level state of charge for all four batteries because a fault in one battery can adversely affect the entire group of batteries. Below the gauges are two battery prognostic indications including the estimated remaining vehicle starts and the remaining amount of time that the vehicle can run on battery power (i.e., silent watch) and still start the vehicle. The state of health information on the right side of the display will indicate if a fault exists and whether a specific battery should be replaced. The third display is the engine display that shows engine status information for the Detroit diesel engine as shown in Figure 6. The engine gauges on the left of the display show general engine operational parameters including: engine speed, coolant temperature, oil temperature, oil pressure and remaining oil life (indication of when oil should be changed). The lights on the right side of the display indicate engine faults for coolant temperature, oil temperature, oil pressure, oil life and engine overspeed. Figure 5 - HEMTT Battery Health Display Figure 6 - HEMTT Engine Display 3 4 ­ HEMTT Asset Visibility Display everages from existing Force XXI Battle gade-and-Below (FBCB2) vehicle interface t enables Blue Force Tracking for the U.S. its. Our intention was not to replicate this show how the health management technology rated into an existing advanced technology reviously implemented. The display shows ation for the vehicle both graphically and ll as a high level indication of vehicle sub- status for the LHS hydraulics, batteries, nsmission. The five sub-system indicators no health issues, yellow for a health caution d for a health warning indication. play is the battery display that shows battery ion for the four vehicle batteries as shown in four vehicle batteries. Each of the four smaller gauges on the left side of the display shows state of charge data for each battery. The large gauge shows the system level state of charge for all four batteries because a fault in one battery can adversely affect the entire group of batteries. Below the gauges are two battery prognostic indications including the estimated remaining vehicle starts and the remaining amount of time that the vehicle can run on battery power (i.e., silent watch) and still start the vehicle. The state of health information on the right side of the display will indicate if a fault exists and whether a specific battery should be replaced. The third display is the engine display that shows engine status information for the Detroit diesel engine as shown in Figure 6. The engine gauges on the left of the display show general engine operational parameters including: engine speed, coolant temperature, oil temperature, oil pressure and remaining oil life (indication of when oil should be changed). The lights on the right side of the display indicate engine faults for coolant temperature, oil temperature, oil pressure, oil life and engine overspeed. continued on page 24 Figure 7 - HEMTT Transmission Display Figure 6 ­ HEMTT Engine Display The fourth display is the transmission display that shows transmission status information for the Allison transmission as shown in Figure 7. The transmission gauges on the left of the display show general transmission operational parameters including: oil temperature and remaining oil life (indication of when oil should be changed). The lights on the right side of the display indicate transmission faults for oil temperature and oil life. Figure 7 ­ HEMTT Transmission Display The fifth display is the hydraulic display that shows hydraulic system health information for the load handling system as shown in Figure 8. The hydraulic gauges on the Figure 8 ­ HEMTT LHS The sixth display is the shows hydraulic system handling system as shown The schematic display pro vehicle LHS hydraulic sy interactive and it display (i.e. pumps, manifolds, ra system but it also shows t components during LHS the user to look at the r temperature or levels se unload cycles. This facili the system functions interrogation and trouble PAGE 2 continued from page 23 The lights on the right side of the display indicate hydraulic faults for pump failure, oil temperature, reservoir level, sensor failure, lift overload, high pressure filter, return filter, relief valve, low pump pressure, primary, secondary and tertiary hydrau- lic loop faults, proximity probe 1,2 or 3 faults and a main control manifold fault. These fault indicator lights allow for the diagnosis and localization of a fault to a specific LRU on the vehicle. All of these hydraulicfaultindicatorsweredevelopedwiththe use of the hydraulic model by Penn State ARL The sixth display is the hydraulic schematic dis- play that shows hydraulic system functional dy- namics for the load handling system as shown in Figure 9. The schematic display provides a functional over- view of the vehicle LHS hydraulic system. This display is dynamic and interactive and it displays not only all of the components (i.e. pumps, mani- folds, ram cylinders, etc,) of the hydraulic system but it also shows the dynamic fluid flow between thecomponentsduringLHSoperation. Thisdis- playallowsfortheusertolookattherawdatafrom any of the pressure, temperature or levels sensors from the previous load or unload cycles. This fa- cilitates a better understanding of how the system functionsandalsoallowsformanualinterrogation and troubleshooting of the hydraulics by a system level expert. This display would be very useful to the original equipment manufactures (OEM) as a field service tool and also at the school house for training on the operation and maintenance of the system. The final display is the vehicle status display that shows the location of faults for the hydraulic, battery, engine and transmission sub-systems as shown in Figure 10. In an effort to keep the interface graphical, intui- tive and not overly complex, a 3-D CAD model of the Oshkosh palletized load system (PLS) truck was acquired because a model of the LHS truck was not available. The PLS truck model was modified to match the LHS truck for this display. This provided us with a way to show the location Figure 8 - HEMTT LHS Hydraulic System Health Display Figure 8 ­ HEMTT LHS Hydraulic System Health Display The sixth display is the hydraulic schematic display that shows hydraulic system functional dynamics for the load handling system as shown in Figure 9. The schematic display provides a functional overview of the vehicle LHS hydraulic system. This display is dynamic and interactive and it displays not only all of the components (i.e. pumps, manifolds, ram cylinders, etc,) of the hydraulic system but it also shows the dynamic fluid flow between the components during LHS operation. This display allows for the user to look at the raw data from any of the pressure, temperature or levels sensors from the previous load or unload cycles. This facilitates a better understanding of how the system functions and also allows for manual interrogation and troubleshooting of the hydraulics by a system level expert. This display would be very useful to the original equipment manufactures (OEM) as a field service tool and also at the school house for training on the operation and maintenance of the system. 4 Figure 8 ­ HEMTT LHS Hydraulic System Health Display The sixth display is the hydraulic schematic display that shows hydraulic system functional dynamics for the load handling system as shown in Figure 9. The schematic display provides a functional overview of the vehicle LHS hydraulic system. This display is dynamic and interactive and it displays not only all of the components (i.e. pumps, manifolds, ram cylinders, etc,) of the hydraulic system but it also shows the dynamic fluid flow between the components during LHS operation. This display allows for the user to look at the raw data from any of the pressure, temperature or levels sensors from the previous load or unload cycles. This facilitates a better understanding of how the system functions and also allows for manual interrogation and troubleshooting of the hydraulics by a system level expert. This display would be very useful to the original equipment manufactures (OEM) as a field service tool and also at the school house for training on the operation and maintenance of the system. Figure 9 ­ HEMTT LHS Hydraulic System Schematic Display Figure 9 - HEMTT LHS Hydraulic System Schematic Display A Demonstration of Embedded Health Management Technology for the HEMTT LHS Vehicle THE JOURNAL OF THE RELIABILITY INFORMATION ANALYSIS CENTER FIRST QUARTER - 2006 of LRU faults in the most straightforward way possible. The vehicle display provides a simple and graphic display for showing the location of LRU faults. This allows the maintainer to quick- ly apply maintenance to the correct component, where maintenance is needed. This display is also dynamic in that the vehicle can be rotated to dif- ferentviewsthatbestshowsaspecificcomponent. The fault component can also been shown with an animated zoom view to show the details of the component. The objective of this project was to design, devel- op and implement prototype health management technologytoprovidethecapabilitytofacilitateef- ficientandeffectivemaintenanceontheHEMTT M1120A2+ vehicle. During this project, a strong emphasis was placed on the creation of actionable the vehicle can be rotated to different views that best shows a specific component. The fault component can also been shown with an animated zoom view to show the details of the component. Figure 10 ­ HEMTT Vehicle Health Display . 8. CONCLUSIONS The objective of this project was to design, develop and implement prototype health management technology to provide the capability to facilitate efficient and effective maintenance on the HEMTT M1120A2+ vehicle. During this project, a strong emphasis was placed on the creation of actionable health information from the vehicle raw sensor data and on the development of an intuitive and information rich graphical user display. This HEMTT M1120A2+ vehicle will serve as a platform for showing how the health management technology can be integrated into the vehicle to provide diagnostic and prognostic information to operator and maintainers. It also helps to create the `vision' for the implementation of health management technology for legacy and future ground vehicles. When the health information is put in the hands of Figure 10 - HEMTT Vehicle Health Display health information from the vehicle raw sensor data and on the development of an intuitive and information rich graphical user display. This HEMTT M1120A2+ vehicle will serve as a platformforshowinghowthehealthmanagement technology can be integrated into the vehicle to provide diagnostic and prognostic information to operator and maintainers. It also helps to create the `vision' for the implementation of health man- agement technology for legacy and future ground vehicles. When the health information is put in thehandsofthewarfighter,inaformatthatiseasy to understand, they can become more effective and efficient in their critical jobs as operators and maintainers. This work was supported by PM Heavy at tank automotivecommand(TACOM)underContract Number N00024-02-D-6604. The content of the information does not necessarily reflect the posi- tion or policy of the Government, and no official endorsement should be inferred. CONCLUSIONS ACKNOWLEDgEMENTS PAGE 2