530 likes | 670 Views
The Age of Robotics. Kevin H. Knuth, Ph.D. Departments of Physics and Informatics University at Albany.
E N D
The Age of Robotics Kevin H. Knuth, Ph.D. Departments of Physics and Informatics University at Albany
“If every tool, when ordered, or even of its own accord, could do the work that befits it... If the weavers' shuttles were to weave of themselves, then there would be no need either of apprentices for the master workers or of slaves for the lords.” Aristotle, “De Republica Atheniensium”, ~322 BC
Leonardo da VinciThe Father of Robotics Leonardo da Vinci1452-1519 Kevin H Knuth
Leonardo’s Robot Based on da Vinci’s sketches from 1495The robot is a knight in German-Italian Medieval Armor Kevin H Knuth
Leonardo’s AutomataA small wooden car, powered by springscould be programmed by inserting various cogs and gears. (Image: Institute and Museum of the History of Science, Florence) Kevin H Knuth
The Dream of Robotics has long been with us… Maria from Fritz Lange’s Metropolis (1927) Kevin H Knuth
The Dream of Robotics has long been with us… The Tin ManFrank L. Baum’sThe Wizard of Oz (1900 Book, 1939 Film) Robby the RobotForbidden Planet 1956 Kevin H Knuth
And has changed with us… BenderFuturama (1999-Present) R2D2 and C3POStar Wars (1977) Kevin H Knuth
Reality is always Stranger than Fiction… Opportunity currently on Mars Cassini in orbit around Saturn Kevin H Knuth
And creeps up on us Unsuspectingly… Kevin H Knuth
And creeps up on us Unsuspectingly… Kevin H Knuth
How do we make them INTELLIGENT? Kevin H Knuth
How Do We Function? Kevin H Knuth
The Brain: The Living State of Matter • 1011-1012 Neurons • 104-105 Connections per Neuron • Maximum Firing Rate: 1 ms • 1kHz massively parallel computer • Information Processed on order of 100s ms • MUST use Prior Information The Virtual Hospital, Ch 5, Williams, Gluhbegovic, and Jew Kevin H Knuth
A Powerful Computer • Hree is an ecxlelnet eaxmlpe of how yuor wnodreful mnid can raed tihs txet eevn touhgh its all jmbuled. Kevin H Knuth
Sounds and Prior Information • Listen to these sounds… Sounds from Haskins Laboratories, Rubin, Remez, Pardo Kevin H Knuth
Sounds and Prior Information • Now listen to this one… Sounds from Haskins Laboratories, Rubin, Remez, Pardo Kevin H Knuth
Sounds and Prior Information • And now go back to this one… Sounds from Haskins Laboratories, Rubin, Remez, Pardo Kevin H Knuth
Sounds and Prior Information • What about the rest? Sounds from Haskins Laboratories, Rubin, Remez, Pardo Kevin H Knuth
Prior Information is Key • Only 10% of the inputs into primary visual cortex come from the retina via the lateral geniculate nucleus. The rest come from higher visual and frontal areas. • Perception can also be modified by attention. • Thus the brain can actively focus on relevant information. Human Brain: basal view (front at top)The Virtual Hospital, Ch 5, Williams, Gluhbegovic, and Jew Kevin H Knuth
The Brain Models its Environment • The frontal regions of the braincreate models of the world basedon prior experience. Thesemodels affect perception and attention. • In addition, the brain modelsitself. • Experiments in multi-sensoryprocessing has shown thatthe information processing is consistent with Bayes Theorem The Virtual Hospital, Ch 5, Williams, Gluhbegovic, and Jew Kevin H Knuth
Thinking Machines Your frontal lobes carry a model of yourself that is continually updated from data received from a dense sensor network. This implements both ‘Instrument Health Monitoring’ and ‘Calibration’ You learn from new data by updating your model of the world. You actively seek new data by asking relevant questions. Kevin H Knuth
Body and Brain form a Symbiotic Unit Kevin H Knuth
Relevant Information Kevin H Knuth
Relevance and Perception A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Free Examination Three minute recording A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Relevance and Perception A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Estimate Ages of the People Three minute recording A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Relevance and Perception A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Remember their Clothes Three minute recording A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Relevance and Perception A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Estimate Material Circumstances Three minute recording A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Relevance and Perception A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
How Long has the Visitor been away? Three minute recording A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Relevance and Perception A. L. Yarbus, Eye Movements and Vision, Plenum, New York, 1967 (Originally published in Russian 1962) Kevin H Knuth
Do We Analyze Everything? Kevin H Knuth
http://viscog.beckman.uiuc.edu/grafs/demos/15.html Kevin H Knuth
Inattentional Blindness • http://viscog.beckman.uiuc.edu/grafs/demos/15.html • http://viscog.beckman.uiuc.edu/grafs/demos/10.html • http://viscog.beckman.uiuc.edu/grafs/demos/12.html Kevin H Knuth
AUTOMATED INQUIRY Kevin H Knuth
Spirit and Opportunity: Remote Science More and more are our instruments required to perform science operations further from the intervention of humans. Dust devils whip across Gusev Crater on Mars Kevin H Knuth
The Expansive Floor of Gusev Crater Kevin H Knuth
Rock Outcrop (Methuselah) Kevin H Knuth
Underwater Robotic Explorers • At the Monterey Bay Aquarium Research Institute (MBARI), researchers are employing robotic submarines to explore the Deep Pacific Ocean. Kevin H Knuth
Intelligent Autonomous Instruments • Require: • Stability Control • Instrument Health Monitoring • Automated Calibration • Accurate Onboard Data Analysis • Adequate Data Coverage • Ability to Actively Seek Data Kevin H Knuth
Novel Instrument Design To accomplish these goals, these novel instruments must Monitor their own state (health and calibration) • Infer their state from self-sensing • Be equipped with dense sensor networks • Infer calibration parameters Learn from data • Make inferences from data • Perform hypothesis testing Ask new questions • Actively seek new data • Select optimal experiments Kevin H Knuth
The Basic Components Kevin H Knuth
The LEGO Mindstorms NXT System The NXT Brick is the brain of the system. 1 2 Touch Sensor 3 Microphone 4 Light Sensor UltrasonicRangefinder 5 $250! Servo Motors 6 Kevin H Knuth
Lego teams with HiTecnic NEW! PrototypeBoard Accelerometer Color Sensor Digital Compass Sensor and Motor Multiplexers Kevin H Knuth
Robotic Scientists This robot is equipped with a light sensor. It is to locate and characterize a white circle on a black playing field with as few measurements as possible. LANDMINE DETECTION! Kevin H Knuth
The Robot’s “Thoughts” Past Measurement LIGHT Next Measurement Past Measurement DARK Mean Circle Set of Hypothesized Circles Area within Robot’s Reachcolored according to ENTROPY Robot Center Kevin H Knuth