Agnik AGNIK TECHNOLOGY SOLUTIONS AGNIK DATA MINING SOLUTIONS. MINEFLEET - REAL-TIME VEHICLE PREDICTIVE ANALYTICS ABOUT AGNIK

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Stanley Jacobs
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distributed, mobile, and embedded environments.

's products are powered by a collection of powerful patent-protected technologies in the areas of

owners and fleet management companies who want the power of advanced predictive vehicle data mining for

1 AGNIK TECHNOLOGY SOLUTIONS AGNIK DATA MINING SOLUTIONS ABOUT AGNIK is a data analytics company for distributed, mobile, and embedded environments. s mission is to provide software products and offer services in this area. 's products are powered by a collection of powerful patent-protected technologies in the areas of distributed data mining, privacy-protected secure multi-party data mining, and mobile/embedded data stream management and mining. MINEFLEET - REAL-TIME VEHICLE PREDICTIVE ANALYTICS MineFleet software is designed for commercial fleet owners and fleet management companies who want the power of advanced predictive vehicle data mining for dramatically reducing the operating costs. MineFleet offers a powerful onboard data stream mining software for modeling, benchmarking, and monitoring of vehicle health, driver behavior, fuel-consumption, and fleet characteristics., LLC 8840 Stanford Blvd. Suite 1300 Columbia, MD 21045, USA. Ph: (410) Fax: (815) info@agnik.com Web:

FUEL CONSUMPTION ANALYTICS Impacts of vehicle health on fuel consumption. Influence of driver behavior on fuel economy. Optimize factors influencing fuel economy.

Detect vehicle problems causing poor fuel economy. Determine problems before fault codes appear. Predictive modeling of vehicle sub-systems.

Identify drivers with specific driving characteristics. Comprehensive report for the entire fleet. DRIVER MONITORING ANALYTICS Speeding, idling, braking, and acceleration violations.

Evaluate drivers on safety, schedule, conformance, fuel consumption & vehicle care. Optimize driving effect on fuel consumption. Generate various driver monitoring reports.

The alerts are updated real-time as they are being generated by the MineFleet server. WHY USE MINEFLEET? ADVANCED PREDICTIVE ANALYTICS Find out reasons behind poor gas mileage.

Find optimal operating condition to get the best performance of your vehicles and more. WIDE RANGE OF CHOICES REAL-TIME. Onboard data stream mining and alert generation.

11 based connection or a Wide-Area Network (data plan subcription is required) to the MineFleet server. HARDWARE OPTIONS. MineFleet vehicle data bus adapter comes in serial, USB, and Bluetooth.

2 FUEL CONSUMPTION ANALYTICS Impacts of vehicle health on fuel consumption. Influence of driver behavior on fuel economy. Optimize factors influencing fuel economy. Quantify the predicted savings using calculators. Generate comprehensive reports. PREDICTIVE VEHICLE HEALTH ANALYTICS Fault codes and manufacturer-enhanced parameters. Detect vehicle problems causing poor fuel economy. Determine problems before fault codes appear. Predictive modeling of vehicle sub-systems. FLEET ANALYTICS Compare and benchmark vehicles in the fleet. Compare drivers across the entire fleet. Identify all vehicles showing specific problems. Identify drivers with specific driving characteristics. Comprehensive report for the entire fleet. DRIVER MONITORING ANALYTICS Speeding, idling, braking, and acceleration violations. Manage driver history and driving pattern data. Monitoring dependency between fuel consumption and speed, acceleration, and other factors. Evaluate drivers on safety, schedule, conformance, fuel consumption & vehicle care. Optimize driving effect on fuel consumption. Generate various driver monitoring reports. MINEFLEET WEB SERVICES View summary of all alerts for your entire fleet. View MineFleet generated vehicle and driver analytics alerts anytime using the web. The alerts are updated real-time as they are being generated by the MineFleet server. WHY USE MINEFLEET? ADVANCED PREDICTIVE ANALYTICS Find out reasons behind poor gas mileage. Benchmark vehicles and identify bad ones. Identify bad driving practices. Find anomalous vehicle behavior and avoid expensive breakdowns. Onboard analytics minimizes wireless transmission. Find optimal operating condition to get the best performance of your vehicles and more. WIDE RANGE OF CHOICES REAL-TIME. Onboard data stream mining and alert generation. Analyzes data onboard and sends alerts/analytics over wireless Wide Area Networks. Real-time data can be transmitted either using based connection or a Wide-Area Network (data plan subcription is required) to the MineFleet server. HARDWARE OPTIONS. MineFleet vehicle data bus adapter comes in serial, USB, and Bluetooth. You can also use your own data bus adapter. MineFleet onboard analytics runs on most embedded devices, PDAs, and Laptops. MineFleet Server runs on a PC. VEHICLE TYPES. MineFleet supports a wide range of light, medium, and heavy-duty vehicles. HOW TO INTEGRATE MINEFLEET WITH YOUR FLEET? INTEGRATION WITH OTHER SYSTEMS. MineFleet supports integration with third party hardware such as Automatic Vehicle Location (AVL) and Fleet Management systems. INTEGRATION-FREE PLUG-AND-PLAY. MineFleet onboard can also be used in the plug-and-play mode using MF-DMP101 device without any integration. DMP101 can be used either as a stand-alone device or as an add-on to your existing device using USB, serial, and ethernet ports. It can support optional Bluetooth and interfaces. You can also connect a GPS device and a GPRS modem to DMP101.

MINEFLEET ON-BOARD DATA MINING PLATFORM MF-DMP101 Integration-Free Plug-and-Play

Powered by patent-protected MineFleet vehicle data stream mining technology.

Serial, USB, Ethernet with optional Bluetooth, 802.

Access to fault codes, generic, and manufacturer-enhanced vehicle parameters.

s MineFleet Onboard (MF-DMP101) can be used in the plug-and-play mode without any

It is powered by the patent-protected MineFleet Onboard data stream mining

It can be used either as a stand-alone device or as an add-on to your own device

It can also support optional Bluetooth and 802.11 interfaces.

This allows you to empower your solution with s patented vehicle data stream mining

The DMP connects to your vehicle data port (for example, OBD-II, J1708), analyzes

fault-codes), and generates the predictive models, reports, and alerts.

3 MINEFLEET ON-BOARD DATA MINING PLATFORM MF-DMP101 Integration-Free Plug-and-Play MineFleet Onboard FEATURES Runs MineFleet Onboard software. Powered by patent-protected MineFleet vehicle data stream mining technology. Supports Light, Medium, Heavy-duty vehicles. Serial, USB, Ethernet with optional Bluetooth, Interfaces for communicating with other devices. Access to fault codes, generic, and manufacturer-enhanced vehicle parameters. Connect optional GPS device and GPRS modem. s MineFleet Onboard (MF-DMP101) can be used in the plug-and-play mode without any integration. The DMP device hosts s vehicle Data Mining Agent software. It is powered by the patent-protected MineFleet Onboard data stream mining technology. It can be used either as a stand-alone device or as an add-on to your own device using USB, serial, or Ethernet ports. It can also support optional Bluetooth and interfaces. You can also connect a GPS device and a GPRS modem to MF-DMP101.This allows you to empower your solution with s patented vehicle data stream mining technology without any integration effort. How Does MF-DMP101 Work? The DMP connects to your vehicle data port (for example, OBD-II, J1708), analyzes the data streams (manufacturer enhanced parameters, generic parameters, and fault-codes), and generates the predictive models, reports, and alerts. The generated analytics can be sent over to your on-board device using a wide range of standard interfaces such as USB, serial, Ethernet (with options for Bluetooth and ). You can then view these analytics in your on-board device or send these over the wireless network to MineFleet Server/Client/Web- Services software for further analysis., LLC 8840 Stanford Blvd. Suite 1300 Columbia, MD Phone: (410) Fax: (815) minefleet@agnik.com

4 S t a n f o r d B l v d. S u i t e C o l u m b i a, M D , LLC E m a i l : i n f a g n i k. c o m W e b : w w w. a g n i k. c o m

MineFleet: An Analysis of the Return of Investment 8840 Stanford Blvd.

6 1. Keeping Your Fleet in Shape Keeping your vehicles in shape and making sure that they are driven properly are important for optimal performance and low operating cost. MineFleet offers a tool to do that. This document discusses the return of investment (ROI) on MineFleet. First let us look at some important facts that we will use for the analysis of the ROI. These observations are made based on reports from the US Department of Energy 1 and a project 2 co-financed by the European Commission Directorate-General Transport and Energy for studying driving behavior. 1. Faulty Oxygen Sensors: Fixing a faulty oxygen sensor, can improve your fuel economy by as much as 40%. (Savings of $0.9/gallon) 2. Basic Maintenance: Fixing a car that is out of tune or has failed an emissions test can improve its gas mileage by an average of 4 percent. (Savings of $0.09/gallon) 3. Rapid Acceleration and Braking: Aggressive driving (speeding, rapid acceleration and hard braking) wastes gas. It can lower your gas mileage by 33 percent at highway speeds and by 5 percent around town. You may save in between 5 to 33 percent in fuel economy by minimizing aggressive driving. (Savings of $0.12-$0.76/gallon) 4. Speeding: Just by observing the speed limit you may save in between 7 to 23 percent in fuel economy. (Savings of $0.16-$0.53/gallon) 5. Excess Weight: Removing excess weight may have considerable impact on the fuel economy. An extra 100 pounds in your vehicle could reduce your fuel economy by up to 2%. (Savings of $0.02-$0.05/gallon per 100 lbs) 6. Air Filter: Checking and replacing air filters regularly may improve the fuel economy by as much as 10% (Savings of $0.23/gallon) 7. Idling: Idling reduces the overall gas mileage; so minimize idling. 8. Accident Risk: Based on work by Nilsson [3, 4] in Sweden, a change in average speed of 1 mile/hr will result in a change in accident numbers ranging between 3.2% for a 75 miles/hr road and 6.4% for a 30 miles/hr road. Cost savings are based on an assumed fuel price of $2.31/gallon Copyright 2006, LLC, All rights reserved. 2

7 2. Analysis of ROI: An Illustration 2.1. Assumptions 1. Ford E-150 Commercial Cargo Van 2. Market Price $21, Depreciation rate 10% per year 4. Gas mileage (miles/gallon) 5. Distance traveled on average 200 miles/day 6. Gas Price $2.31/gallon 7. Assumes existing onboard computing platform such as a GPS receiver box 2.2. Particulars of MineFleet 1. Fuel Consumption Monitor (FC): Monitors the impact of driver behavior and vehicle health on fuel consumption. 2. Vehicle Health Monitor (VH) : Monitors vehicle sub-systems performance and fault codes; offers benchmarking capabilities. 3. Driver Behavior Monitor (DB): Monitors speed, idling, acceleration and braking and how they affect fuel economy. 4. Onboard data stream mining (OD): Enables real-time on-board monitoring and reduces wireless-airtime costs. 5. Fleet Monitor (FM): Performs comparative analysis of all the vehicles and drivers across the entire fleet. Identifies anomalous behavior Analysis Please see the table in the following page for the analysis. A soft copy of the ROI Calculator is available upon request from. References 1. Estimates for fuel savings from sensible driving are based on studies and literature reviews performed by Energy and Environmental Analysis, Inc, Washington, DC. 2. West, B.H., McGill, R.N., Hodgson, J.W., Sluder, S.S. and Smith, D.E. (1999). Development and Verification of Light-Duty Modal Emissions and Fuel Consumption Values for Traffic Models, Oak Ridge National Laboratory, Oak Ridge, Tennessee, March Nilsson, G. (1982) The effects of speed limits on traffic crashes in Sweden. In: Proceedings of the international symposium on the effects of speed limits on traffic crashes and fuel consumption, Dublin. Organization for Economy, Cooperation, and Development (OECD), Paris 4. Nilsson, G. (2004) Traffic safety dimensions and the power model to describe the effect of speed on safety. Bulletin 221, Lund Institute of Technology, Lund. Copyright 2006, LLC, All rights reserved. 3

ECO-DRIVE-GPS PREMIUM-FEATURES

THIS DOCUMENT IS AVAILABLE AT HTTP://WWW.FALCOM.DE/. ECO-DRIVE-GPS PREMIUM-FEATURES in AVL firmware 2.11.0 and above APPLICATION NOTE Version: 1.0.4; Modified: Thursday 30 March 2017 Version history: This