1What is the main purpose of machine vision in a robot?
Machine vision overview
Easy
A.To reduce the robot's operating temperature
B.To increase the robot's battery size
C.To help the robot see and interpret objects
D.To control the robot's wheel speed
Correct Answer: To help the robot see and interpret objects
Explanation:
Machine vision uses cameras and image-processing methods to help robots detect and understand their surroundings.
Incorrect! Try again.
2Which device is commonly used to capture images for a robot's vision system?
Machine vision overview
Easy
A.Camera
B.Speaker
C.Battery
D.Motor
Correct Answer: Camera
Explanation:
A camera captures visual information that the robot can process.
Incorrect! Try again.
3What does artificial intelligence help a robot do?
Artificial intelligence in robotics
Easy
A.Change its physical size
B.Remove all mechanical parts
C.Produce fuel from air
D.Make decisions from data
Correct Answer: Make decisions from data
Explanation:
Artificial intelligence enables robots to analyze information and make suitable decisions.
Incorrect! Try again.
4Which task is an example of artificial intelligence in robotics?
Artificial intelligence in robotics
Easy
A.Painting a fixed metal panel
B.Recognizing a spoken command
C.Switching off a power socket
D.Charging a battery manually
Correct Answer: Recognizing a spoken command
Explanation:
Speech recognition uses artificial intelligence to interpret human language.
Incorrect! Try again.
5What is an autonomous robot?
Autonomous robots
Easy
A.A robot that can only be moved by hand
B.A robot that performs only decorative tasks
C.A robot that works with limited human control
D.A robot that has no power source
Correct Answer: A robot that works with limited human control
Explanation:
An autonomous robot can sense, decide, and act without continuous human instructions.
Incorrect! Try again.
6Which ability is important for an autonomous robot?
Autonomous robots
Easy
A.Using a fixed paint color
B.Using a glass body
C.Sensing its environment
D.Having a silent motor
Correct Answer: Sensing its environment
Explanation:
Autonomous robots need sensors to gather information about their surroundings.
Incorrect! Try again.
7What is robot communication?
Robot communication
Easy
A.Manual cleaning of robot parts
B.Exchange of information between robots or devices
C.Mechanical shaping of robot arms
D.Replacement of all robot sensors
Correct Answer: Exchange of information between robots or devices
Explanation:
Robot communication allows robots, controllers, and other devices to share information.
Incorrect! Try again.
8Which method can a robot use to communicate wirelessly?
Robot communication
Easy
A.Wi-Fi
B.Hydraulic oil
C.Metal gear
D.Rubber belt
Correct Answer: Wi-Fi
Explanation:
Wi-Fi is a wireless communication technology that can connect robots to networks and devices.
Incorrect! Try again.
9What does the Internet of Robotic Things connect?
Internet of Robotic Things (IoRT)
Easy
A.Robots with networks and smart devices
B.Only batteries with chargers
C.Only cameras with display screens
D.Only gears with machine frames
Correct Answer: Robots with networks and smart devices
Explanation:
IoRT combines robotics with internet connectivity so robots can exchange data with other systems.
Incorrect! Try again.
10Which feature is associated with the Internet of Robotic Things?
Internet of Robotic Things (IoRT)
Easy
A.Manual gear cutting
B.Paint-based navigation
C.Remote monitoring
D.Fixed mechanical timing
Correct Answer: Remote monitoring
Explanation:
IoRT systems can allow users to monitor robot status and performance through a network.
Incorrect! Try again.
11What is a collaborative robot, or cobot, designed to do?
Collaborative robots (Cobots)
Easy
A.Work safely near human workers
B.Operate only in deep water
C.Replace every computer network
D.Function without any sensors
Correct Answer: Work safely near human workers
Explanation:
Cobots are designed to share workspaces and tasks with people.
Incorrect! Try again.
12Which feature is commonly found in a cobot?
Collaborative robots (Cobots)
Easy
A.Steam propulsion
B.Paper-based control
C.Force sensing
D.Permanent locking
Correct Answer: Force sensing
Explanation:
Force sensing helps a cobot detect contact and respond safely around people.
Incorrect! Try again.
13Why are emergency stop buttons used in robotic systems?
Safety in robotics
Easy
A.To improve the robot's color
B.To start a new software update
C.To stop the robot quickly
D.To increase the robot's weight
Correct Answer: To stop the robot quickly
Explanation:
An emergency stop button allows operators to halt robot motion during a dangerous situation.
Incorrect! Try again.
14Which device can help detect a person near a robot?
Safety in robotics
Easy
A.Cooling fan
B.Gearbox
C.Safety scanner
D.Power cable
Correct Answer: Safety scanner
Explanation:
Safety scanners detect people or objects in protected areas around robots.
Incorrect! Try again.
15What does ethics in robotics mainly consider?
Ethics in robotics
Easy
A.The color of robot wires
B.The shape of robot screws
C.The number of robot wheels
D.Responsible effects of robot use
Correct Answer: Responsible effects of robot use
Explanation:
Robotics ethics considers how robots affect safety, privacy, fairness, and society.
Incorrect! Try again.
16Which issue is related to ethics in robotics?
Ethics in robotics
Easy
A.Protection of personal data
B.Selection of motor grease
C.Design of gear teeth
D.Choice of battery shape
Correct Answer: Protection of personal data
Explanation:
Robots that collect information may create privacy concerns, so personal data should be protected.
Incorrect! Try again.
17What is a common use of robots in industrial automation?
Industrial automation
Easy
A.Writing novels by hand
B.Assembling products
C.Growing forest trees
D.Measuring ocean tides
Correct Answer: Assembling products
Explanation:
Industrial robots are often used for repeated tasks such as assembly, welding, and packaging.
Incorrect! Try again.
18Which robot is commonly used in medicine?
Medical, agricultural, logistics, and defense robotics
Easy
A.Patrol drone
B.Warehouse robot
C.Harvesting robot
D.Surgical robot
Correct Answer: Surgical robot
Explanation:
Surgical robots assist medical professionals during certain surgical procedures.
Incorrect! Try again.
19Which task can an agricultural robot perform?
Medical, agricultural, logistics, and defense robotics
Easy
A.Inspecting battle zones
B.Assisting surgery
C.Sorting parcels
D.Monitoring crops
Correct Answer: Monitoring crops
Explanation:
Agricultural robots can monitor crop health, remove weeds, or assist with harvesting.
Incorrect! Try again.
20Which is an emerging trend in robotics?
Emerging trends in robotics
Easy
A.More intelligent autonomous systems
B.Replacement of software with gears
C.Exclusive use of manual controls
D.Removal of all robot sensors
Correct Answer: More intelligent autonomous systems
Explanation:
Modern robotics is moving toward systems that can learn, adapt, and operate more independently.
Incorrect! Try again.
21A warehouse robot must identify packages of different sizes on a conveyor belt. Which machine vision approach is most appropriate for locating each package before grasping it?
Machine vision overview
Medium
A.Object detection with position estimation
B.Image classification of the entire conveyor
C.Temperature mapping of the conveyor
D.Audio recognition of package movement
Correct Answer: Object detection with position estimation
Explanation:
Object detection identifies individual packages and provides their locations, allowing the robot to plan an accurate grasp.
Incorrect! Try again.
22A robot frequently misidentifies dark objects when the factory lights are dim. Which improvement would most directly address this problem?
Machine vision overview
Medium
A.Increase wheel motor torque
B.Replace vision processing with sound sensors
C.Improve lighting and image exposure
D.Reduce the robot's network bandwidth
Correct Answer: Improve lighting and image exposure
Explanation:
Better illumination and exposure provide clearer image features, improving the reliability of vision-based recognition.
Incorrect! Try again.
23A delivery robot learns to select routes by receiving rewards for shorter travel times and penalties for collisions. Which AI method is being used?
Artificial intelligence in robotics
Medium
A.Rule-based sorting
B.Supervised learning
C.Unsupervised clustering
D.Reinforcement learning
Correct Answer: Reinforcement learning
Explanation:
Reinforcement learning improves behavior through rewards and penalties received while interacting with the environment.
Incorrect! Try again.
24A robot must recognize defective components using thousands of labeled images showing defective and acceptable parts. Which technique is most suitable?
Artificial intelligence in robotics
Medium
A.Supervised machine learning
B.Manual path teaching
C.Random motor calibration
D.Unsupervised exploration
Correct Answer: Supervised machine learning
Explanation:
Supervised learning uses labeled examples to learn the difference between defective and acceptable components.
Incorrect! Try again.
25An autonomous cleaning robot detects a previously unknown obstacle in its planned path. What should it do first?
Autonomous robots
Medium
A.Increase speed to pass the obstacle
B.Continue using the original path
C.Disable all obstacle sensors
D.Stop or slow down and replan
Correct Answer: Stop or slow down and replan
Explanation:
A safe autonomous robot responds to unexpected obstacles by reducing risk and calculating an updated path.
Incorrect! Try again.
26A mobile robot uses wheel encoders and a camera to estimate its position indoors. Why are these sensors commonly combined?
Autonomous robots
Medium
A.To make the battery charge faster
B.To increase the robot's payload capacity
C.To combine complementary location information
D.To eliminate the need for software
Correct Answer: To combine complementary location information
Explanation:
Wheel encoders provide motion estimates, while cameras provide environmental features. Combining them can reduce the weaknesses of either sensor alone.
Incorrect! Try again.
27Several robots in a factory need to exchange position updates with low delay. Which communication feature is most important for coordinated movement?
Robot communication
Medium
A.High latency and large delays
B.Low latency and reliable delivery
C.High screen resolution
D.Large mechanical gripper size
Correct Answer: Low latency and reliable delivery
Explanation:
Timely and dependable position updates help robots coordinate actions and avoid collisions.
Incorrect! Try again.
28A robot receives a command to move from an external controller, but the message may be intercepted. Which measure best protects the command?
Robot communication
Medium
A.Remove status feedback
B.Encrypt and authenticate the message
C.Lower the camera resolution
D.Increase the robot's arm length
Correct Answer: Encrypt and authenticate the message
Explanation:
Encryption prevents unauthorized reading, while authentication helps confirm that the command came from a trusted source.
Incorrect! Try again.
29A fleet of robots sends sensor data to a central platform that predicts maintenance needs and assigns tasks. Which IoRT capability is illustrated?
Internet of Robotic Things (IoRT)
Medium
A.Offline manual operation
B.Local battery balancing only
C.Mechanical transmission control
D.Connected sensing and cloud coordination
Correct Answer: Connected sensing and cloud coordination
Explanation:
IoRT connects robots, sensors, networks, and computing services so data can support monitoring and coordinated decisions.
Incorrect! Try again.
30An IoRT system must continue basic robot operation when its cloud connection is temporarily unavailable. Which design is most appropriate?
Internet of Robotic Things (IoRT)
Medium
A.Disable all safety monitoring offline
B.Store no data on the robot
C.Use local control with optional cloud support
D.Depend entirely on cloud commands
Correct Answer: Use local control with optional cloud support
Explanation:
Local control preserves essential operation during network failures, while cloud services can still provide broader analytics and coordination.
Incorrect! Try again.
31A cobot and a worker share an assembly station. Which feature is most important for reducing injury risk during unexpected contact?
Collaborative robots (Cobots)
Medium
A.Higher unrestricted operating speed
B.Heavier external coverings
C.Removal of proximity sensors
D.Force and speed monitoring
Correct Answer: Force and speed monitoring
Explanation:
Monitoring force and speed allows a cobot to slow or stop when contact or unsafe conditions are detected.
Incorrect! Try again.
32A cobot is used to hold a part while a worker performs a finishing operation. Why is this application well suited to a cobot?
Collaborative robots (Cobots)
Medium
A.It operates only in isolated cages
B.It replaces every human decision
C.It requires no safety assessment
D.It supports shared human-robot work
Correct Answer: It supports shared human-robot work
Explanation:
Cobots are designed for applications in which robots assist people and operate near them under controlled safety conditions.
Incorrect! Try again.
33A robot arm can unexpectedly restart after a power interruption. Which safety control most directly prevents this hazard?
Safety in robotics
Medium
A.Continuous operation during maintenance
B.Automatic restart without inspection
C.Manual reset before motion resumes
D.Higher maximum arm velocity
Correct Answer: Manual reset before motion resumes
Explanation:
A manual reset requires an operator to verify that the area is safe before the robot can restart.
Incorrect! Try again.
34Before installing an industrial robot near workers, engineers identify crushing, collision, and electrical hazards and estimate their severity. What process are they performing?
Safety in robotics
Medium
A.Payload optimization
B.Visual classification
C.Route memorization
D.Risk assessment
Correct Answer: Risk assessment
Explanation:
Risk assessment systematically identifies hazards and evaluates their likelihood and consequences so suitable controls can be selected.
Incorrect! Try again.
35A hospital robot recommends patient priorities using historical treatment data that underrepresents certain groups. What ethical concern is most relevant?
Ethics in robotics
Medium
A.Mechanical wear
B.Battery overcharging
C.Network compression
D.Algorithmic bias
Correct Answer: Algorithmic bias
Explanation:
Biased or incomplete training data can cause an AI system to produce unfair recommendations for some groups.
Incorrect! Try again.
36A security robot records video in a public facility. Which practice best addresses privacy concerns?
Ethics in robotics
Medium
A.Collect unlimited footage permanently
B.Disable notices to people nearby
C.Define data use and restrict access
D.Publish all recordings automatically
Correct Answer: Define data use and restrict access
Explanation:
Clear data policies, limited collection, and controlled access reduce unnecessary surveillance and privacy risks.
Incorrect! Try again.
37A manufacturing line produces many identical parts with consistent dimensions. Which robotic application is likely to provide the greatest benefit?
Industrial automation
Medium
A.Randomized material placement
B.Automated repetitive assembly
C.Manual inspection without sensors
D.Unstructured artistic design
Correct Answer: Automated repetitive assembly
Explanation:
Industrial robots are effective at repetitive, precise, and consistent tasks such as assembling identical components.
Incorrect! Try again.
38A farm robot uses cameras to distinguish weeds from crops and applies herbicide only to detected weeds. What is the main advantage of this approach?
Medical, agricultural, logistics, and defense robotics
Medium
A.It increases uniform spraying everywhere
B.It prevents all weather-related damage
C.It reduces chemical use through targeted treatment
D.It removes the need for crop monitoring
Correct Answer: It reduces chemical use through targeted treatment
Explanation:
Vision-guided precision treatment applies chemicals only where weeds are detected, reducing waste and environmental impact.
Incorrect! Try again.
39A hospital robot transports medicines between a pharmacy and patient wards. Which capability is most important for dependable operation?
Medical, agricultural, logistics, and defense robotics
Medium
A.Long-range weapon targeting
B.Accurate indoor navigation
C.Crop disease detection
D.High-speed drilling
Correct Answer: Accurate indoor navigation
Explanation:
The robot must reliably localize itself and travel through corridors while avoiding people and obstacles.
Incorrect! Try again.
40A robot uses a digital simulation of a production line to test motion changes before applying them to the physical system. What emerging technology is being used?
Emerging trends in robotics
Medium
A.Manual joystick control
B.Analog-only signaling
C.Digital twin technology
D.Fixed mechanical gearing
Correct Answer: Digital twin technology
Explanation:
A digital twin represents a physical system in software, allowing behavior and changes to be analyzed before deployment.
Incorrect! Try again.
41A calibrated stereo camera has focal length pixels, baseline m, and measured disparity pixels. If the disparity standard deviation is pixels, what is the first-order standard deviation of the estimated depth?
Machine vision overview
Hard
A. m
B. m
C. m
D. m
Correct Answer: m
Explanation:
Depth is m. Error propagation gives m.
Incorrect! Try again.
42During hand-eye calibration using , all robot motions consist of rotations about the same axis with translations parallel to that axis. Which change most directly removes the resulting calibration degeneracy?
Machine vision overview
Hard
A.Capture more poses while retaining the same motion axis
B.Increase image resolution without changing robot motion
C.Include rotations about multiple nonparallel motion axes
D.Average repeated measurements at every existing pose
Correct Answer: Include rotations about multiple nonparallel motion axes
Explanation:
Single-axis motions do not sufficiently excite all rotational and translational degrees of freedom. Motions about nonparallel axes improve observability of the full hand-eye transform.
Incorrect! Try again.
43A warehouse robot operates under partial observability. A belief-space planner selects the action with the highest expected reward, but that action has a probability of collision. The specification requires collision probability below at every decision. Which formulation is most appropriate?
Artificial intelligence in robotics
Hard
A.Increase the collision penalty until average reward becomes positive
B.Use belief-space planning with an explicit chance constraint
C.Apply unconstrained reinforcement learning with longer episodes
D.Plan over the most likely state instead of the complete belief
Correct Answer: Use belief-space planning with an explicit chance constraint
Explanation:
An expected penalty does not guarantee a probability bound. A chance-constrained belief-space formulation directly enforces under state uncertainty.
Incorrect! Try again.
44A perception ensemble reports low predicted sensor noise but strong disagreement among its member networks on images from a new factory. What is the most appropriate interpretation and response?
Artificial intelligence in robotics
Hard
A.Aleatoric uncertainty is high, so additional training data cannot help
B.Localization uncertainty is low, so the robot should continue normally
C.Epistemic uncertainty is high, so the robot should invoke a safe fallback
D.Control uncertainty is absent, so ensemble disagreement can be ignored
Correct Answer: Epistemic uncertainty is high, so the robot should invoke a safe fallback
Explanation:
Ensemble disagreement is evidence of epistemic uncertainty, often caused by distribution shift. A safety-critical robot should reduce autonomy or use a validated fallback.
Incorrect! Try again.
45An indoor robot using a purely reactive obstacle-avoidance controller repeatedly enters a U-shaped obstacle and oscillates near its closed end. Which architectural modification best addresses the underlying failure?
Autonomous robots
Hard
A.Combine global path planning with local control and replanning
B.Increase repulsive potential gains near every detected obstacle
C.Reduce sensor range so distant walls do not affect steering
D.Increase maximum speed to cross the local minimum quickly
Correct Answer: Combine global path planning with local control and replanning
Explanation:
The U-shaped obstacle creates a local minimum for reactive control. A global planner supplies nonlocal route information, while replanning handles environmental changes.
Incorrect! Try again.
46A robot publishes state samples at Hz. Samples older than ms are useless, but occasional packet loss is acceptable. Which DDS-style QoS configuration best favors fresh control data over delayed delivery?
Robot communication
Hard
A.Best-effort delivery, keep-last history, and a ms lifespan
B.Best-effort delivery, keep-all history, and persistent durability
C.Reliable delivery, transient durability, and unbounded retransmission
D.Reliable delivery, keep-all history, and unlimited sample lifespan
Correct Answer: Best-effort delivery, keep-last history, and a ms lifespan
Explanation:
Best-effort avoids retransmission delays, keep-last prevents backlog, and lifespan discards stale samples. This is suitable when freshness matters more than complete delivery.
Incorrect! Try again.
47For a swarm running average consensus over time-varying communication graphs , each instantaneous graph may be disconnected. Which condition can still permit convergence under suitable consensus weights?
Robot communication
Hard
A.Packet delays are identical on every communication link
B.Every robot has the same number of neighbors at each instant
C.The union of graphs over each bounded interval is connected
D.Each instantaneous graph contains a directed Hamiltonian cycle
Correct Answer: The union of graphs over each bounded interval is connected
Explanation:
Consensus can tolerate temporary disconnections if information can propagate through a repeatedly connected union graph over bounded time windows.
Incorrect! Try again.
48An attacker records a valid cloud-issued motion command and later replays it to an IoRT robot over an authenticated channel. Which control most directly prevents execution of the replayed command?
Internet of Robotic Things (IoRT)
Hard
A.Hide the robot endpoint behind a network address translation gateway
B.Compress command packets before transmitting them to the robot
C.Encrypt telemetry using a periodically rotated symmetric session key
D.Verify device-bound signatures and strictly monotonic command nonces
Correct Answer: Verify device-bound signatures and strictly monotonic command nonces
Explanation:
Authentication alone does not guarantee freshness. Signed monotonic nonces or sequence numbers let the robot reject previously accepted commands.
Incorrect! Try again.
49A power-and-force-limited cobot satisfies joint torque limits during contact, but it carries a sharp tool and manipulates a rigid workpiece. Why is torque limiting alone insufficient to establish collaborative safety?
Collaborative robots (Cobots)
Hard
A.Torque limits apply only when the robot is outside the shared workspace
B.Tool geometry and workpiece hazards can create dangerous local pressure
C.Collaborative operation requires every actuator to be pneumatically driven
D.Joint torque sensors cannot be used while the robot is moving
Correct Answer: Tool geometry and workpiece hazards can create dangerous local pressure
Explanation:
Permissible contact depends on the entire application, including sharp edges, clamping, body region, speed, and contact area. Joint torque limits alone do not control concentrated pressure.
Incorrect! Try again.
50A safety function uses two processors, but both share one power supply, one compiler toolchain, and one communication bus. Which modification most effectively addresses the dominant weakness?
Safety in robotics
Hard
A.Store additional diagnostic logs on the shared communication bus
B.Increase both processor clock rates and polling frequencies
C.Run identical software twice on each existing processor core
D.Add separation, independent diagnostics, and diverse failure paths
Correct Answer: Add separation, independent diagnostics, and diverse failure paths
Explanation:
The design is vulnerable to common-cause failures. Physical and electrical separation, diagnostic coverage, and appropriate diversity make redundant channels less likely to fail together.
Incorrect! Try again.
51A service robot has equal overall task accuracy in two hospitals, yet its false-negative rate is substantially higher for patients using mobility aids. What is the most ethically appropriate engineering response?
Ethics in robotics
Hard
A.Optimize only average accuracy using a larger pooled validation set
B.Deploy unchanged because aggregate accuracy is equal across hospitals
C.Audit subgroup harms and redesign under explicit fairness constraints
D.Remove all patient-related variables without evaluating subgroup effects
Correct Answer: Audit subgroup harms and redesign under explicit fairness constraints
Explanation:
Equal aggregate accuracy can hide unequal harms. Subgroup error analysis, stakeholder input, and an explicit mitigation objective are needed before deployment.
Incorrect! Try again.
52A serial production line has station cycle times of , , and seconds. An -hour shift must produce conforming units, and line-level OEE is expected to remain . By at least how much must the bottleneck cycle time be reduced?
Industrial automation
Hard
A. seconds
B. seconds
C. seconds
D. seconds
Correct Answer: seconds
Explanation:
Effective production time is seconds. The required cycle time is at most seconds, so the -second bottleneck must be reduced by seconds.
Incorrect! Try again.
53In robot-assisted minimally invasive surgery, let the remote-center-of-motion constraint be . For an arbitrary candidate joint velocity , which projection satisfies this constraint to first order, assuming an exact pseudoinverse?
Medical, agricultural, logistics, and defense robotics
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The matrix projects motion into the null space of . Therefore, to first order.
Incorrect! Try again.
54A crop robot's RGB weed classifier fails under changing sunlight, shadows, and soil moisture. Which redesign most directly improves invariance while preserving plant-discrimination information?
Medical, agricultural, logistics, and defense robotics
Hard
A.Increase RGB saturation and classify every pixel independently
B.Use calibrated multispectral reflectance with geometric registration
C.Disable exposure control and train only on midday field images
D.Replace optical sensing with wheel odometry and inertial sensing
Correct Answer: Use calibrated multispectral reflectance with geometric registration
Explanation:
Radiometric calibration reduces illumination dependence, while registered spectral bands preserve vegetation signatures that are often unavailable from uncalibrated RGB alone.
Incorrect! Try again.
55Several warehouse robots use decentralized shortest-path planning. Four robots enter a narrow loop, each reserving the next segment occupied by another, creating a circular wait. Which approach most directly prevents this deadlock class?
Medical, agricultural, logistics, and defense robotics
Hard
A.Increase every robot's local obstacle inflation radius
B.Use time-expanded reservations with cycle detection and resolution
C.Raise the priority of whichever robot has the lowest battery
D.Let all blocked robots repeatedly choose random velocities
Correct Answer: Use time-expanded reservations with cycle detection and resolution
Explanation:
The failure is a circular resource wait. Time-indexed reservations expose occupancy conflicts, while cycle detection and priority or replanning rules break deadlocks.
Incorrect! Try again.
56A defense robot must continue limited operation during GPS denial and intermittent communication. Which design best balances mission resilience, safety, and meaningful human control?
Medical, agricultural, logistics, and defense robotics
Hard
A.Continue every assigned mission until completion regardless of uncertainty
B.Use bounded autonomy with local safety rules and preauthorized abort conditions
C.Accept unauthenticated mission updates whenever the operator link degrades
D.Disable local autonomy whenever a single communication packet is lost
Correct Answer: Use bounded autonomy with local safety rules and preauthorized abort conditions
Explanation:
Bounded autonomy permits resilient local behavior while constraining actions through safety limits, authenticated policies, uncertainty thresholds, and human-defined abort conditions.
Incorrect! Try again.
57A high-speed drone replaces frame cameras with event cameras. Which limitation must the perception architecture explicitly handle despite the sensors' low latency and high dynamic range?
Emerging trends in robotics
Hard
A.Event cameras require a mechanically scanned illumination beam
B.Static or low-contrast regions may generate insufficient events
C.Events encode absolute color but omit all timestamp information
D.Every event provides a complete depth measurement for one pixel
Correct Answer: Static or low-contrast regions may generate insufficient events
Explanation:
Event cameras report changes in log intensity rather than conventional frames. Regions with little temporal contrast can provide sparse information and may require sensor fusion or motion.
Incorrect! Try again.
58A protective system uses the separation model , where m/s, sensing and reaction time s, stopping time s, and intrusion allowance m. What minimum separation is required?
Safety in robotics
Hard
A. m
B. m
C. m
D. m
Correct Answer: m
Explanation:
The required distance is m.
Incorrect! Try again.
59A monocular SLAM system runs without wheel odometry, known-size landmarks, inertial scale information, or other metric references. Which state property should a consistent estimator preserve?
Autonomous robots
Hard
A.Metric velocity becomes observable from image timestamps alone
B.Absolute scale becomes observable after any pure camera rotation
C.Global position becomes observable from loop closure alone
D.Global scale remains an unobservable gauge freedom
Correct Answer: Global scale remains an unobservable gauge freedom
Explanation:
Pure monocular geometry reconstructs motion and structure only up to an unknown scale. Loop closure reduces drift but does not create metric scale without an external metric cue.
Incorrect! Try again.
60A digital twin accurately predicts a robot before deployment but gradually diverges after tool wear changes friction and backlash. Which strategy best maintains safe usefulness of the twin?
Emerging trends in robotics
Hard
A.Retrain solely on synthetic data generated by the unchanged twin
B.Freeze the original model so all predictions remain reproducible
C.Ignore residual errors while the commanded trajectory remains identical
D.Estimate parameters online and trigger fallback when residual uncertainty grows
Correct Answer: Estimate parameters online and trigger fallback when residual uncertainty grows
Explanation:
Online system identification adapts the twin to physical changes. Residual and uncertainty monitoring prevents the controller from trusting a twin that no longer represents the robot reliably.
Incorrect! Try again.
Did this save you a night before the exam?
LPU Notes is free, and it stays free. Ads cover part of the server bill.
The rest comes out of a student's own pocket: the domain, the storage,
and keeping the site up through the weeks everyone needs it at once.
The payment button didn't load. An ad blocker or a filtered network is the usual reason.
to try again.
Nothing here is ever locked, and nothing unlocks. Chip in only if it was worth it.
What it pays for →