The invention relates to vehicle collision avoidance using integrated sensor inputs which feature continuous cross referencing resulting in automated vehicle control methods. The overall computer controlled system interacts with a vehicle operator allowing the operator to make the final decision as to how the vehicle will be operated.
Automobile accidents are one of the most serious problems facing society today, both in terms of deaths and injuries, and in financial losses suffered as a result of accidents. The suffering caused by death or injury from such accidents is immense. Further, the costs related to medical treatment, permanent injury to accident victims and the resulting loss of employment opportunities and financial losses resulting from damage to property involved in such accidents are high. Providing the improved systems and methods to eventually eliminate these deaths, injuries and other losses deserves high priority. The increase in population and use of automobiles worldwide with the concomitant increased congestion on roadways makes development of systems for collision avoidance and elimination even more urgent. While many advances have been made in vehicle safety, including, for example, the use of seatbelts, airbags, and safer automobile structures, much room for improvement exists in automotive safety and accident prevention systems.
When a person begins a trip using an automobile, that person enters the vehicle and begins to drive. First, the vehicle moves out of a parking space and then, typically, onto a local or city road and then onto a highway. In leaving the parking space, the person may be at risk from impact of a vehicle traveling on the road. The operator must check his or her mirrors to avoid such an event. Several electronic sensing systems have been proposed which would warn the operator when a collision is likely. Once on the local road, the operator is at risk of being impacted from the front, side, and rear. Electronic sensors are available and are constantly being further developed to warn the operator of such possibilities. Similarly, the operator may run into a pedestrian, bicyclist, deer or other movable object and various sensors are also available that will warn the operator of these potential threats. The sensors include units that operate at radar, optical, infrared, ultraviolet or other electromagnetic frequencies. In addition there are other non-electromagnetic devices such as ultrasonic, motion and a variety of other sensors, each of which attempts to remove a eliminate collision events. Once the sensors detect an imminent event, appropriate counter-measures may be enacted, such as warning the operator through sensory stimuli or through automated action from a control program.
For example, U.S. Pat. No. 7,202,776 discloses a method and system for obtaining information about objects external to a vehicle. The method and system includes directing a laser beam from the vehicle into the environment, receiving from an object in the path of the laser beam a reflection of the laser beam at a location on the vehicle, and analyzing the received laser beam reflections to obtain information about the object from which the laser beam is being reflected.
In another example U.S. Pat. No. 7,188,012 discloses an adaptive voice control and vehicle collision warning and countermeasure system. The safety system includes a voice sensor that detects voice signals from a vehicle occupant. An occupant classifier determines the state of mind of the vehicle occupant. A controller performs a safety countermeasure in response to the state of mind of the occupant including the transmission of the state of mind to a target vehicle.
It should be noted that the prior countermeasures all rely on independent action from either the operator or the control programs to prevent collision events, rather than holistic integrated action from the human and machine combined. Such independent action by either the operator or the machine can lead to unintended consequences. For example, it is nearly impossible to program a machine to take into account all the variables of which an operator can be aware, and it is consequently inadvisable to make vehicle operating decisions based on machine output alone. Further, if the machine merely advises the vehicle operator verbally, the operator's reaction time may be too slow to evaluate and decide whether or not to use the machine advice. This could cause accidents to occur that the incorporation of the machine advice into the holistic performance of the vehicle could have avoided.
A more holistic system that allows the machine to advise and affect the operator's actions as the operator takes them but still leaves the operator in ultimate control is needed.
A method for controlling a vehicle using holistic cybernetic vehicle control to prevent collisions is provided. The vehicle has a human operator and a vehicle control system that includes manual controls, a computer, sensors, control actuators, and information delivery apparatus for delivering information to the operator.
The cybernetic vehicle control system provides suggested actions to the operator through the manual controls and information delivery apparatus of the vehicle. To accomplish this, the holistic cybernetic vehicle control monitors the vehicle's external environment using sensors attached to or incorporated in the vehicle. The control system also monitors the operator using sensors to determine the operator's status.
The input of these sensors is used to identify potential collision threats and determine appropriate action to be taken by the control actuators and by the other information delivery apparatus. The system then uses various actuators to bias the operation of the manual controls or otherwise communicate the findings of the computer to the operator in response to a potential collision threat determined to exist by the computer.
The holistic cybernetic vehicle control system then continues modifying the actuated vehicle control actions and information delivery apparatus in response to additional input from the sensors.
The holistic cybernetic vehicle control system acts only as an advisor to the operator and the operator can override the suggested actions of the holistic cybernetic vehicle control when the operator deems it necessary.
An apparatus for controlling a vehicle using holistic cybernetic vehicle control to interface with a vehicle operator and prevent collisions is provided. The apparatus comprises various elements.
Manual controls similar to those found in most highway capable vehicles are used for controlling the vehicle.
Sensors are used for monitoring conditions inside and outside the vehicle.
At least one computer is used for determining control suggestions to the operator based on input from the sensors.
Control actuators are used for biasing the manual controls to deliver information from the computer to the operator in such a way that the operator can sense various suggested control actions through the feel of the controls in handling the vehicle.
Control actions can also be suggested to the operator by delivering information to the operator audibly and also by delivering information to the operator visually.
Reference will be made in detail to embodiments of the invention, examples of which are illustrated in the accompanying drawing figures. The figures are intended to be illustrative, not limiting. Although the invention is generally described in the context of these embodiments, it should be understood that it is not intended to limit the spirit and scope of the invention to these particular embodiments.
The invention integrates human and machine vehicle control action to improve vehicle operation and, particularly, to avoid collisions. This integration of human and machine vehicle control is called holistic cybernetic vehicle control herein.
Holistic cybernetic vehicle control enables the results of machine sensing and decision making to be communicated to the vehicle operator through the various senses of the operator. By providing machine advice to the operator through various vehicle functions and by integrating the machine advice with what the operator senses and perceives, holistic cybernetic control can result in much better and safer vehicle operation.
Similarly, the findings of the machine or cybernetic part of the holistic cybernetic system can also be communicated to other vehicle operators, though to a lesser degree since the cybernetic apparatus has access to fewer of the other operator's senses.
Holistic cybernetic control changes the feel of the way that a vehicle responds to its operator informing him of its cybernetic findings as he takes actions so that the machine advice becomes integrated with the action the operator is taking in a way that in a timely fashion informs the operator of potential problems but lets the operator make the final decisions on operation.
By way of simile, holistic cybernetic control is like having the advice of a second intelligence as you drive your vehicle, but the advice of the second intelligence is integrated in the way your vehicle performs.
In the discussion that follows the reader should note that commonly available electronic and mechanical parts can be used to achieve all the features of the invention. This includes sensing elements which can comprise passive sensors, active sensors comprising active signal emitters, or emitters with sensors in combination sometimes called emitter-sensors or emitter-receivers. In what follows the word sensor should be construed to refer to any of these individually or in combination.
A holistic cybernetic vehicle control system can include sensors such as infrared emitter receivers (IRER's), which can be directed emitters and receivers and can be connected to a central computer that monitors vehicle control actions: braking, accelerating and steering. Additionally, sensors can also monitor an operator's alertness.
Sensors such as the IRER's can detect the presence and activity of traffic and other objects, for example, in front of, behind, or alongside a vehicle. They can also detect traffic crossing a bidirectional roadway centerline and traffic in intersections. They can then transmit what they sense to a central computer for processing. Processing of the information collected is used to affect vehicle braking, acceleration, and resistance to steering in intuitive ways that alert the vehicle operator to the sensed situation. The processed information alerts the operator intuitively when the operator feels the computer biasing braking, acceleration, and resistance to altering steering direction. All final decisions are under the control of the operator of the vehicle who can overrule the findings of the computer by simply physically overcoming the biases that the computer places on the manual controls of the vehicle.
In one embodiment, a vehicle ahead of the operator's vehicle is sensed by a sensor. The closing velocity is calculated by a computer; and the holistic cybernetic vehicle control system attempts to maintain a predetermined distance between the vehicles taking into account sensed environmental and road conditions. The operator can overcome the computer biases on the controls that are used to advise or alert him by simply overcoming the biases. The biases must be set in such a way that they can be sensed by the operator but easily overcome. In this example the operator might push the brake pedal or accelerator to reposition the vehicle overcoming the control suggestions that he receives through the controls.
In another embodiment when backing up the vehicle, a sensor, perhaps an IRER, senses an object and stops the vehicle within one foot of the detected object.
From another aspect all the sensed vehicle activity can be broadcast and integrated with GPS information perhaps through electromagnetic signals to other vehicles that are similarly equipped with sensor interfacing, informing them of vehicle braking, accelerating, and steering performance. The operator and central computer work together to avoid collisions and maintain safe driving speeds, using sensed weather conditions such as rain, snow, ice, wind and other atmospheric conditions.
A feature of the invention is holistic interactive or cybernetic linking of the computer's control actions and the operator's manual control actions and/or reactions. An aspect of this linking is the use of computer-output-controlled actuators that simultaneously act, directly or indirectly, on the operative component of the vehicle (e.g., brakes on the wheels) and also on the manual controller usable by the operator for that operative component, for example, a brake pedal.
Aside from optional convenience functions, the control actions of the actuators are generally designed so that control actions, such as steering, accelerating, braking, flashing lights, horn sounding, and the like, will simultaneously affect vehicle operation while providing feedback that informs and warns the human operator of a potential threat. For example, the presence of environmental hazards can be felt by the operator in the way the vehicle acts. That is, biased braking, acceleration, and steering action can be invoked by the central computer, sometimes even before the operator becomes aware that there is a need for action. This serves to prompt the operator making the operator aware of the situation and the possible need for action.
By intuitively interacting with the operator through the process of monitoring the sensors, informing the operator of the evolving situation by issuing appropriate control actions, and detecting the new situation created by the operator's reactions and the environmental conditions, the vehicle control system integrates itself with the human operator to become a holistic cybernetic vehicle control system. Every computer issued control action that the vehicle control system enables and allows is incorporated with the operator's manual control actions in a cooperative interactive or holistic cybernetic relationship between the vehicle control system and the human operator.
Referring to the figures,
Although many elements of the holistic cybernetic vehicle control can be placed anywhere throughout the vehicle, in one embodiment as many elements as possible of the control system apparatus are mounted in or on the top or roof of the vehicle 104. Referring to
For example, in one embodiment emitter receivers similar to those used by cameras for auto focusing can be used as the sensors.
Referring to
The control actuators 108 generally include feedback sensors which, in addition to providing control feedback used by the actuator 108, can input the feedback data to the computer 102 to enable it to determine, for a given vehicle component, the net result of a control action output by the computer 102 to the actuator 108. Any control action taken by the operator 107 can also be included in the feedback to update the system in real time and provide machine based advice based on the current situation sensed by the computer 102. The computer 102 then adjusts the actuators to suggest proper action to the operator 107 via the holistic cybernetic vehicle control system 100.
In effect the operator 107 has a copilot. That is, there are two operators—one alive and one inanimate—with the human operator 107 making the final decisions and with the inanimate operator making suggestions by adjusting how the vehicle 101 feels to the operator 107, but the inanimate operator is not able to overrule the final decisions of the human operator 107, who can easily overrule the decisions of the inanimate operator.
The reader should note that while the computer 102 can communicate with the operator 107 optically or audibly, the holistic cybernetic control system 100 communicates with the operator 107 in the most natural way possible and in a way wherein the operator 107 does not have to spend excessive time interpreting before acting upon the cybernetic information.
For example, if another vehicle is detected adjacent the holistic cybernetically controlled vehicle 100, when the operator 107 starts to change lanes, the computer 102 will add resistance to turning the steering wheel 124 when the operator 107 tries to steer into the other vehicle. However, the added resistance will be small enough to be easily overcome should the vehicle operator 107 need to change lanes anyway. The added resistance will simply notify the operator 107 that the operator 107 should double check the adjacent lane before changing lanes. Further, since the communication is by feel in the steering wheel 124, the operator 107 will have immediate warning and will not have to depend on interpreting a spoken warning from the computer 102.
It can be seen that an important feature of the present invention is interactive or holistic cybernetic linking of the computer's 102 control actions and the operator's 107 manual control actions and/or reactions. An aspect of this linking can be seen in the use of computer controlled actuators, such as the control actuators 108 that simultaneously act, directly or indirectly, on the operative component of the vehicle 101 and also on the manual controller usable by the operator 107 for that operative component. Therefore, herein the descriptive name for a vehicle 101 component may vary between the name of the operative component and the name of its manual control, while having a single corresponding reference number.
For example, the control actuator for the brakes 128 also controls corresponding movement of the operator's brake pedal 128 and therefore both are referenced with the same number. Similarly, feedback sensors integrated with the control actuators 108 may sense actuator activity (e.g., movement of brake pads against a brake drum, plus controlling force applied to the brake pedal); and/or results of the activity (e.g., wheel rotational speed, and brake pedal position). Thus, a control actuator 108 for a vehicle component (e.g., brakes/brake pedal 128) may include a plurality of operational elements and/or integrated feedback sensors, for which a reference number is implied to be 108 since they are to be understood as sensors of the mounted control system 100 that are functionally integral with a related actuator 108, whether or not its feedback sensor(s) is actually located in the same housing as the acting part(s) of the actuator 108.
In one embodiment
The mounted holistic cybernetic vehicle control system 100 utilizes physical apparatus elements, including a computer 102, to implement steps of an inventive method embodied in a control program run by the computer 102. Therefore, both the inventive method(s) and the apparatus elements inventively configured into an inventive system of physical elements are intended to be encompassed by the collective term holistic cybernetic vehicle control system 100, including any subsets thereof.
In another embodiment
The control actions of the actuators 108 are generally designed such that a control action such as steering, accelerating, braking, flashing lights, horn honking, and similar processes will simultaneously affect the vehicle operation and also provide feedback that intuitively informs and/or warns the human operator 107 of a potential collision threat. By intuitively interacting with the operator 107 through the process of monitoring the sensors as in 135, informing the operator 107 of the evolving situation by issuing appropriate control actions 140, and detecting the new situation created by the operator reactions and the environmental conditions 142, the vehicle control system 100 integrates itself with the human operator 107 to become a cybernetic vehicle control system 100. Thus, for every computer issued control action 140 the vehicle control system 100 initiates, the vehicle control system programming incorporates the operator's manual control actions in a cooperative interactive cybernetically based relationship between the vehicle control system 100 and the human operator 107.
Feedback or information given to the operator 107 by the control system 100 is made intuitive by alerting or informing the operator 107 about a given threat through bias that the operator 107 can sense in movement of the manual controls which the operator 107 uses to effect the control action best suited for responding to the given threat.
This method of communication between the operator 107 and the holistic cybernetic vehicle control system is a necessary improvement over prior art because a dashboard warning light or audible alert signal, even if in the form of a spoken message, consumes valuable time while the operator 107 notices the alert, determines its meaning, and then determines how to respond most appropriately. In case of urgent situations, the operator 107 can only cut the time shorter by acting or reacting without thinking, and this can lead to inappropriate control actions that have potentially undesired consequences. Unlike these other methods of communication with the cybernetic system, intuitive feedback does not have to be processed through the eyes or ears, then the conscious brain, and finally to the muscles. Instead, audio and motion feedback is directly applied to, and felt by, the same muscles that need to perform the appropriate vehicle control action. The limitations of human reaction time are further addressed by the control system 100 in that implementation of the computer 102 determined best control action has already been started by the time that the operator 107 can react, so if the system's control action appears adequate to the operator 107, the operator need not do anything except monitor its progress, now at a heightened state of awareness. However, if the system's control action appears inappropriate to the operator 107, the operator 107 can react by overriding the action, and the overriding action is easily accomplished by implementing the opposite of what the operator 107 feels happening in the manual controls, or by resisting the computer actuated action on the manual control.
Examples of intuitive informative control actions by the vehicle control system 100 include the following:
By way of example, in one embodiment
The table encompasses results of the kinds of calculations conducted by, and predetermined limits used by the computer 102 in determining collision threat potential 136, collision threat level 138, and appropriate control actions 140 according to the method of the vehicle control system 100. In the table of
In another embodiment
It should be noted that in any particular embodiment the decision flow can be changed as needed to correspond to the particular vehicle to which holistic cybernetic control is being applied. For example, the flow diagram for a truck could be different from that for a car incorporating decision flow and sensors that check heights and do calculations to make sure that overhead obstructions are high enough to allow the truck to pass under them.
As the needs of a particular embodiment are determined and as experience in that environment is gained, the flow chart can be modified to comply with the physical environment in which holistic cybernetic control will be used. For example, required holistic cybernetic control decisions would be different for a tow motor in a factory than the decisions needed for a car used on a public roadway. Because the operator always makes the final decision during operation, this updating can constantly improve the operation of the holistic cybernetic control system improving control safely and effectively.
As can be seen in the
In another embodiment
In this embodiment an array of sensors, in this case a plurality of IRER's, are directed from the centerline of the vehicle 101 with five IRER's facing forward at 10° intervals 210 on each side. The road and intersection being approached are being monitored by five IRER's on the right and five on the left side of the vehicle for a total monitoring angle of 50° to the right and 50° to the left from straight ahead of the vehicle. As the vehicle 101 approaches an intersection, the vehicles approaching from right and left are detected by the array and depending on the vehicles' distance and velocity approaching the intersection, the change in information from each of the ten IRER's are interpreted by the computer 102 to determine the relative motion of vehicles approaching the intersection. The integration of all IRER's and the IRER array inputs determine the action necessary for the IRER equipped vehicle to avoid collision. The computer 102 decides whether the potential collision threat 144 has a high threat level 138 by determining whether the potential collision threat 144 will intersect with the current movement of the vehicle 101. If so, the computer 102 determines whether the safest course of action is to accelerate or to brake, then takes the appropriate course of action 140, as shown in
In yet another embodiment
The vehicle operator 107 will then detect the acceleration allowing human interaction as the threat vehicle 144 approaches closer, as in
Another embodiment shown in
Using a rule set similar to that in
In another embodiment as shown in
It should be noted that although the examples herein center on a vehicle 101 and just one potential threat object 144 with only the vehicle 101 equipped with a holistic cybernetic vehicle control system 100, the invention is easily extended to a plurality of potential collision threats 144 with only one vehicle 101 equipped with a holistic cybernetic vehicle control system 100. In this case the computer 102 must keep track of each individual threat 144 detected and calculate a safe passage through the collection of potential collision threats 144 guiding and transferring its findings and recommendations based on sensor input to the equipped vehicle's 101 operator 107 through the vehicle's 101 manual controls and other information delivery apparatus.
In multiple vehicle collision threat scenarios, the vehicle control system 100 will have more and potentially better options for threat resolution if a plurality of the vehicles is equipped with computer-integrated sensors and actuators relating to vehicle braking, accelerating, and steering.
If the vehicle control system 100 has been implemented in all the vehicles and the computers in each vehicle are in communication a solution for moving all the vehicles without collision can be determined. The sensed vehicle activities and ambient conditions for each vehicle can be broadcast and integrated with other information such as Global Positioning System (GPS) information to enable joint determination of collision threat removal actions by all the computers in concert.
However, some of the vehicles in such a situation could be unequipped with the holistic cybernetic system 100. In this case sensor inputs will allow the equipped vehicles to keep track of the unequipped vehicles and the computers that are in communication with each other can again determine a safe course of action for all the equipped vehicles to follow avoiding collisions between the unequipped vehicles and themselves
The remaining figures illustrate embodiments of the invention 100 that include optional convenience features that are easily implemented using sensors 106 and actuators 108 in an expanded version of the holistic cybernetic vehicle control system 100.
Another embodiment is shown in
In the embodiment
In another embodiment
As drawn in
In yet another embodiment a sensor directly above the operator's 107 head monitors an operator's 107 head and/or eyes. The computer 102 is programmed to interpret the sensor input and look for evidence that the operator 107 is losing alertness, for example by detecting nodding action, eye blinking or closed eyes. The computer then actuates an alarm to awaken and/or alert the operator 107.
In one embodiment the computer 102 can integrate its findings from monitoring the operator 107 with the results from the other sensors 106. For example, the computer 102 can determine if the vehicle 101 is drifting across a center line to further make a determination about whether the operator 107 needs to be warned or alerted and can determine how to alert the operator 107. For example, the alert could come by biasing the feeling in the steering system 124. On the other hand, the alert could be an audible alarm if the computer 102 determines that the operator 107 is falling or has fallen asleep. In this way the holistic cybernetic vehicle control system 100 can meld with the operator's 107 needs deciding how to best inform and aid the operator 107.
This invention has been explained with respect to the details, arrangements of components and certain specific embodiments shown in the accompanying drawings. These embodiments can be modified by those skilled in the art without departing from the spirit and scope of this invention. The appended claims are intended to be interpreted to cover apparatus and methods that do not depart from the spirit and scope of this invention.
Number | Name | Date | Kind |
---|---|---|---|
2933726 | Campbell et al. | Apr 1960 | A |
4073359 | Fujiki et al. | Feb 1978 | A |
4240152 | Duncan et al. | Dec 1980 | A |
4626850 | Chey | Dec 1986 | A |
4706195 | Yoshino et al. | Nov 1987 | A |
4734675 | Wen | Mar 1988 | A |
4833469 | David | May 1989 | A |
4835537 | Manion | May 1989 | A |
5249157 | Taylor | Sep 1993 | A |
5369591 | Broxmeyer | Nov 1994 | A |
5467072 | Michael | Nov 1995 | A |
5515026 | Ewert | May 1996 | A |
5519410 | Smalanskas et al. | May 1996 | A |
5541590 | Nishio | Jul 1996 | A |
5548516 | Gudat et al. | Aug 1996 | A |
5594414 | Namngani | Jan 1997 | A |
5610815 | Gudat et al. | Mar 1997 | A |
5612883 | Shaffer et al. | Mar 1997 | A |
5615116 | Gudat et al. | Mar 1997 | A |
5638281 | Wang | Jun 1997 | A |
5646613 | Cho | Jul 1997 | A |
5680313 | Whittaker et al. | Oct 1997 | A |
5684701 | Breed | Nov 1997 | A |
5689442 | Swanson et al. | Nov 1997 | A |
5734336 | Smithline | Mar 1998 | A |
5959552 | Cho | Sep 1999 | A |
5978737 | Pawlowski et al. | Nov 1999 | A |
5979586 | Farmer et al. | Nov 1999 | A |
RE36470 | Woll et al. | Dec 1999 | E |
6025775 | Erlandson | Feb 2000 | A |
6028548 | Farmer | Feb 2000 | A |
6085151 | Farmer et al. | Jul 2000 | A |
6158556 | Swierczewski | Dec 2000 | A |
6185504 | Berstis et al. | Feb 2001 | B1 |
6236936 | Berstis et al. | May 2001 | B1 |
6281808 | Glier et al. | Aug 2001 | B1 |
6317691 | Narayan et al. | Nov 2001 | B1 |
6370475 | Breed et al. | Apr 2002 | B1 |
6405132 | Breed et al. | Jun 2002 | B1 |
6442465 | Breed et al. | Aug 2002 | B2 |
6442473 | Berstis et al. | Aug 2002 | B1 |
6487500 | Lemelson et al. | Nov 2002 | B2 |
6507779 | Breed et al. | Jan 2003 | B2 |
6559763 | Murphy et al. | May 2003 | B2 |
6609053 | Breed | Aug 2003 | B1 |
6633238 | Lemelson et al. | Oct 2003 | B2 |
6665631 | Steinbrecher | Dec 2003 | B2 |
6675095 | Bird et al. | Jan 2004 | B1 |
6703944 | Obradovich | Mar 2004 | B1 |
6711280 | Stafsudd et al. | Mar 2004 | B2 |
6765495 | Dunning et al. | Jul 2004 | B1 |
6812884 | Richley et al. | Nov 2004 | B2 |
6864831 | Woodington et al. | Mar 2005 | B2 |
6873250 | Viana | Mar 2005 | B2 |
6954177 | Channabasappa et al. | Oct 2005 | B2 |
RE38870 | Hall | Nov 2005 | E |
6975932 | Obradovich | Dec 2005 | B2 |
6988026 | Breed et al. | Jan 2006 | B2 |
7014003 | Polak | Mar 2006 | B2 |
7038577 | Pawlicki et al. | May 2006 | B2 |
7046128 | Roberts | May 2006 | B2 |
7049945 | Breed et al. | May 2006 | B2 |
7075458 | Dowdy | Jul 2006 | B2 |
7076366 | Simon et al. | Jul 2006 | B2 |
7079024 | Alarcon | Jul 2006 | B2 |
7102496 | Ernst, Jr. et al. | Sep 2006 | B1 |
7124027 | Ernst, Jr. et al. | Oct 2006 | B1 |
7130745 | Sherony | Oct 2006 | B2 |
7148791 | Grisham et al. | Dec 2006 | B2 |
7188012 | Salmeen et al. | Mar 2007 | B2 |
7190260 | Rast | Mar 2007 | B2 |
7202776 | Breed | Apr 2007 | B2 |
7209050 | Corcoran, III | Apr 2007 | B2 |
7209221 | Breed et al. | Apr 2007 | B2 |
7209831 | Hilliard | Apr 2007 | B2 |
7263209 | Camus et al. | Aug 2007 | B2 |
7284769 | Breed | Oct 2007 | B2 |
7295925 | Breed et al. | Nov 2007 | B2 |
7330103 | Boss et al. | Feb 2008 | B2 |
7359782 | Breed | Apr 2008 | B2 |
7365769 | Mager | Apr 2008 | B1 |
7369598 | Fontana et al. | May 2008 | B2 |
7375627 | Johnson et al. | May 2008 | B2 |
7397351 | Rubin et al. | Jul 2008 | B1 |
7400290 | Woodington et al. | Jul 2008 | B2 |
7403659 | Das et al. | Jul 2008 | B2 |
7409092 | Srinivasa | Aug 2008 | B2 |
7409295 | Paradie | Aug 2008 | B2 |
7415126 | Breed et al. | Aug 2008 | B2 |
7415321 | Okazaki et al. | Aug 2008 | B2 |
8224551 | Grolle et al. | Jul 2012 | B2 |
20030014176 | Levine | Jan 2003 | A1 |
20040260470 | Rast | Dec 2004 | A1 |
20070021915 | Breed et al. | Jan 2007 | A1 |
20070152804 | Breed et al. | Jul 2007 | A1 |
20070255480 | Southall et al. | Nov 2007 | A1 |
20080040023 | Breed et al. | Feb 2008 | A1 |
20080133136 | Breed et al. | Jun 2008 | A1 |
20110071761 | Cummings | Mar 2011 | A1 |
Entry |
---|
Vehicle detection using an extended Hidden Random Field model; Xuetao Zhang; Nanning Zheng; Yongjian He; Fei Wang Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on; Digital Object Identifier: 10.1109/ITSC.2011.6083135; Publication Year: 2011 , pp. 1555-1559. |
A New Paradigm for Intelligent Collision Avoidance via Interactive and Interdependent Generic Maneuvers; Ranatunga, R.; Kumarawadu, S.; Lingras, P.; Tsu-Tian Lee; Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on vol. 6;Digital Object Id: 10.1109/ICSMC.2006.385033; Pub. Year: 2006 , pp. 4625-4630. |
Vehicle collision avoidance system [VCAS]; Wong, C.Y.; Qidwai, U.; Sensors, 2004. Proceedings of IEEE Digital Object Identifier: 10.1109/ICSENS.2004.1426165; Publication Year: 2004 , pp. 316-319 vol. 1. |
Obstacles detection and collision avoidance system developed with virtual models; Sosa, R.; Velazquez, G.; Vehicular Electronics and Safety, 2007. ICVES. IEEE International Conference on; Digital Object Identifier: 10.1109/ICVES.2007.4456397 Publication Year: 2007 , pp. 1-8. |
A sideways-looking radar signal processing; Aly, O.A. ; Omar, A.S.; Antennas and Propagation Society International Symposium, 2002. IEEE; vol. 3; Digital Object Identifier: 10.1109/APS.2002.1018232; Publication Year: 2002 , pp. 376-379 vol. 3. |
A sensor based assessment of imminent collisions at right angle intersections; Streib, K. ; Ozguner, U. ; Martin, J. ; Mochizuki, Y. ; Ishikawa, K.; Vehicular Electronics and Safety, 2008. ICVES 2008. IEEE International Conference on; Digital Object Identifier: 10.1109/ICVES.2008.4640885; Publication Year: 2008 , pp. 210-215. |
Traffic monitoring and modeling for Intersection Safety; Pyykonen, P. ; Molinier, M. ; Klunder, G.A.; Intelligent Computer Communication and Processing (ICCP), 2010 IEEE International Conference on; Digital Object Identifier: 10.1109/ICCP.2010.5606407; Publication Year: 2010 , pp. 401-408. |
Development of a VII-enabled prototype intersection collision warning system;Nekoui, M. et al., Testbeds and Research Infrastructures for the Development of Networks & Communities and Workshops, 2009. TridentCom 2009. 5th Inter. Conf on Dig Obj Id10.1109/TRIDENTCOM.2009.4976251; Pub Year: 2009 , pp. 1-8. |
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20110071761 A1 | Mar 2011 | US |