1What is the main purpose of a vision sensor in a robot?
Vision sensor generalities
Easy
A.To increase wheel friction
B.To generate hydraulic pressure
C.To detect and interpret visual information
D.To control battery temperature
Correct Answer: To detect and interpret visual information
Explanation:
A vision sensor captures visual information that a robot can use to identify objects, locations, or movements.
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2Which device is commonly used to capture images in a robotic vision system?
Vision sensor generalities
Easy
A.Motor
B.Relay
C.Gearbox
D.Camera
Correct Answer: Camera
Explanation:
A camera captures light from the environment and converts it into image data.
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3What type of information does a 2D vision sensor primarily provide?
2D/3D sensors
Easy
A.Battery voltage and current
B.Object temperature and pressure
C.Width and height in an image
D.Motor speed and torque
Correct Answer: Width and height in an image
Explanation:
A 2D sensor represents objects using image coordinates such as horizontal position and vertical position.
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4What additional information does a 3D vision sensor provide compared with a basic 2D sensor?
2D/3D sensors
Easy
A.More battery capacity
B.Depth information
C.Higher motor voltage
D.Faster wheel rotation
Correct Answer: Depth information
Explanation:
A 3D vision sensor measures depth, allowing the robot to estimate how far objects are from the sensor.
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5Which connection is commonly used to transfer digital image data from a camera to a computer?
Interfacing of vision sensors
Easy
A.Resistor
B.Fuse
C.Pulley
D.USB
Correct Answer: USB
Explanation:
USB is a common interface for connecting cameras and transferring digital image data to computers or controllers.
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6Why is a driver often needed when connecting a vision sensor to a computer?
Interfacing of vision sensors
Easy
A.To physically rotate the camera lens
B.To increase the brightness of every object in the scene
C.To allow the computer to communicate with the sensor
D.To supply mechanical force to the robot arm
Correct Answer: To allow the computer to communicate with the sensor
Explanation:
A device driver provides software support so that the computer can recognize and use the vision sensor.
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7What does SLAM stand for in mobile robotics?
SLAM Navigation
Easy
A.Sequential Light and Motion
B.System Logic and Motorization
C.Simultaneous Localization and Mapping
D.Sensor Level Adjustment Method
Correct Answer: Simultaneous Localization and Mapping
Explanation:
SLAM enables a robot to build a map of an unknown environment while estimating its own location.
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8During SLAM, what does localization mean?
SLAM Navigation
Easy
A.Changing the camera's color settings
B.Measuring the battery's capacity
C.Estimating the robot's position
D.Selecting the robot's communication speed
Correct Answer: Estimating the robot's position
Explanation:
Localization is the process of estimating where the robot is within its environment or map.
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9What is the main goal of sensor fusion?
Sensor fusion technique
Easy
A.To combine data from multiple sensors
B.To reduce the robot's number of wheels
C.To store images without processing them
D.To replace all sensors with one motor
Correct Answer: To combine data from multiple sensors
Explanation:
Sensor fusion combines measurements from different sensors to produce more reliable or complete information.
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10Which combination is an example of sensor fusion in a robot?
Sensor fusion technique
Easy
A.Gripper and chassis shape
B.Motor and gearbox paint
C.Camera and LiDAR data
D.Battery and wheel color
Correct Answer: Camera and LiDAR data
Explanation:
A robot can combine camera images with LiDAR measurements to improve object detection and environmental understanding.
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11What does LiDAR use to measure the distance to objects?
LiDAR
Easy
A.Magnetic paint
B.Electrical heating
C.Mechanical springs
D.Laser light
Correct Answer: Laser light
Explanation:
LiDAR uses laser light and measures the returned signal to estimate distances to surrounding objects.
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12What type of output is commonly produced by a 2D LiDAR sensor?
LiDAR
Easy
A.A sequence of audio recordings
B.A list of motor temperatures only
C.A table of battery charging times
D.A scan of points in one plane
Correct Answer: A scan of points in one plane
Explanation:
A 2D LiDAR sensor measures distances around a single scanning plane and produces range points.
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13What is image acquisition?
Image acquisition fundamentals
Easy
A.Capturing an image using a sensor
B.Changing the robot's tire size
C.Compressing a motor spring
D.Rotating a robot joint by hand
Correct Answer: Capturing an image using a sensor
Explanation:
Image acquisition is the process of obtaining image data from a camera or another imaging sensor.
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14What does image resolution describe?
Image acquisition fundamentals
Easy
A.The weight of the camera cable
B.The voltage rating of a motor
C.The speed of a robot wheel
D.The number of pixels in an image
Correct Answer: The number of pixels in an image
Explanation:
Image resolution indicates how many pixels are used to represent an image, often written as width by height.
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15What is the function of an ADC?
ADC and DAC
Easy
A.Converts analog signals to digital values
B.Amplifies only wireless signals
C.Stores images inside a camera lens
D.Converts digital values to mechanical motion
Correct Answer: Converts analog signals to digital values
Explanation:
An analog-to-digital converter, or ADC, changes a continuous electrical signal into a digital value.
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16What is the function of a DAC?
ADC and DAC
Easy
A.Converts light directly into mechanical force
B.Measures the physical size of a robot
C.Connects two batteries in parallel
D.Converts digital values to analog signals
Correct Answer: Converts digital values to analog signals
Explanation:
A digital-to-analog converter, or DAC, changes digital values into a continuous analog output.
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17How many main signal lines are normally used by the I2C communication protocol?
I2C
Easy
A.Two
B.Eight
C.One
D.Three
Correct Answer: Two
Explanation:
I2C normally uses two signal lines: SDA for data and SCL for the clock.
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18Which communication protocol commonly uses separate lines for data input and data output?
SPI and UART communication
Easy
A.I2C
B.ADC
C.UART
D.SPI
Correct Answer: SPI
Explanation:
SPI commonly uses separate data lines, such as MOSI for data sent from the controller and MISO for data received by it.
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19Which setting must usually match between two devices communicating through UART?
SPI and UART communication
Easy
A.Wheel radius
B.Battery chemistry
C.Baud rate
D.Lens diameter
Correct Answer: Baud rate
Explanation:
UART devices must use the same baud rate so that transmitted bits are interpreted at the correct speed.
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20In ROS, what is commonly used to carry sensor data between software nodes?
ROS-based sensor communication
Easy
A.Gears
B.Hydraulic valves
C.Topics
D.Fuses
Correct Answer: Topics
Explanation:
ROS topics allow nodes to publish and subscribe to sensor data messages.
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21A robot must detect the color and approximate location of objects on a conveyor belt. Which sensor is most suitable for this task?
Vision sensor generalities
Medium
A.A color camera
B.A temperature sensor
C.A single-point ultrasonic sensor
D.A monochrome camera
Correct Answer: A color camera
Explanation:
A color camera captures spatial image information and color features, allowing the robot to identify and locate objects on the conveyor.
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22A camera produces images with noticeable blur when a robot moves quickly. Which adjustment is most likely to reduce motion blur?
Vision sensor generalities
Medium
A.Increase the exposure time
B.Decrease the frame rate
C.Reduce the exposure time
D.Lower the image resolution
Correct Answer: Reduce the exposure time
Explanation:
A shorter exposure time reduces the duration of motion captured in each image, which decreases motion blur.
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23A warehouse robot needs to determine the height of boxes stacked on a pallet. Which sensing approach is most appropriate?
2D/3D sensors
Medium
A.A single photodiode
B.A 3D depth camera
C.A 2D grayscale camera
D.A contact switch
Correct Answer: A 3D depth camera
Explanation:
A 3D depth camera measures distance from the sensor to scene points, enabling the robot to estimate box height and stack geometry.
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24A stereo vision system uses two cameras separated by a baseline. If an object appears with a larger disparity between the two images, what can be inferred?
2D/3D sensors
Medium
A.The object is closer to the cameras
B.The object is farther away
C.The object has lower brightness
D.The object has a smaller physical size
Correct Answer: The object is closer to the cameras
Explanation:
In stereo vision, depth is approximately inversely proportional to disparity, commonly expressed as . Larger disparity indicates smaller depth .
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25A camera outputs image frames at a rate higher than the robot controller can process. Which interface strategy helps prevent excessive buffering and delay?
Interfacing of vision sensors
Medium
A.Process every frame twice
B.Increase sensor exposure time
C.Drop outdated frames
D.Use a frame queue without limits
Correct Answer: Drop outdated frames
Explanation:
Dropping old frames allows the controller to process more recent images and reduces latency in time-sensitive robotic applications.
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26A vision sensor and robot controller produce inconsistent measurements because their timestamps do not refer to the same clock. What is the best corrective action?
Interfacing of vision sensors
Medium
A.Change the object color
B.Reduce camera resolution
C.Increase image brightness
D.Synchronize their clocks
Correct Answer: Synchronize their clocks
Explanation:
Clock synchronization ensures that sensor measurements are associated with the correct robot pose and event time, improving data alignment.
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27During SLAM, a robot revisits a previously observed corridor and recognizes the location. Which SLAM function uses this observation to reduce accumulated drift?
SLAM Navigation
Medium
A.Feature thresholding
B.Loop closure detection
C.Motor current control
D.Image compression
Correct Answer: Loop closure detection
Explanation:
Loop closure detection identifies a previously visited place and adds a constraint that helps correct accumulated localization and mapping errors.
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28A robot uses a depth camera for visual SLAM in an environment with many textureless white walls. Which problem is most likely?
SLAM Navigation
Medium
A.Overheating of the camera lens
B.Excessive wheel traction
C.Insufficient visual features
D.Increased battery voltage
Correct Answer: Insufficient visual features
Explanation:
Textureless surfaces provide few distinctive points for feature matching, making camera-based motion estimation and loop closure more difficult.
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29An autonomous robot combines wheel odometry with camera measurements. Why is sensor fusion useful in this situation?
Sensor fusion technique
Medium
A.It combines complementary measurements
B.It guarantees error-free localization
C.It removes the need for calibration
D.It eliminates all sensor delays
Correct Answer: It combines complementary measurements
Explanation:
Wheel odometry provides smooth short-term motion estimates, while camera measurements can correct accumulated drift. Combining them improves robustness.
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30In a Kalman filter, the measurement noise covariance for a camera is increased because the camera is operating in poor lighting. What effect does this have?
Sensor fusion technique
Medium
A.The filter trusts the camera more
B.The filter doubles the camera rate
C.The filter ignores the prediction
D.The filter trusts the camera less
Correct Answer: The filter trusts the camera less
Explanation:
A larger measurement noise covariance indicates lower confidence in the camera data, so the filter gives greater weight to the prediction or other sensors.
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31A 2D LiDAR mounted on a mobile robot scans at a fixed height. Which limitation should be expected?
LiDAR
Medium
A.It may miss objects above or below the scan plane
B.It directly determines object material
C.It cannot measure any distance
D.It always measures object color
Correct Answer: It may miss objects above or below the scan plane
Explanation:
A 2D LiDAR measures ranges only within its scanning plane, so objects outside that plane may not be detected.
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32A LiDAR sensor measures a round-trip laser travel time of . Using , what is the approximate target distance?
LiDAR
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The distance is because the measured time includes the outgoing and returning paths.
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33A camera uses a rolling shutter while a robot arm moves rapidly during image capture. Which distortion may occur?
Image acquisition fundamentals
Medium
A.Depth becomes independent of lighting
B.The image gains unlimited resolution
C.All pixels are exposed simultaneously
D.Straight objects may appear skewed
Correct Answer: Straight objects may appear skewed
Explanation:
A rolling shutter exposes different rows at different times. Motion during readout can therefore make moving or straight objects appear tilted or skewed.
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34A camera has a focal length and a pixel size of . What is the approximate focal length in pixels?
Image acquisition fundamentals
Medium
A. pixels
B. pixels
C. pixels
D. pixels
Correct Answer: pixels
Explanation:
Convert to . The focal length in pixels is pixels.
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35An 8-bit ADC uses a reference. What is its approximate voltage resolution per digital step?
ADC and DAC
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
An 8-bit ADC has levels. The approximate resolution is , or .
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36A sensor output changes from to , but the ADC reference is set to . What is the main disadvantage?
ADC and DAC
Medium
A.A portion of ADC resolution is unused
B.The ADC input becomes differential
C.The sampling frequency becomes zero
D.The sensor becomes digital
Correct Answer: A portion of ADC resolution is unused
Explanation:
Because the sensor does not use the full ADC input range, fewer digital codes represent its signal, reducing effective measurement resolution.
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37Two I2C devices share the same bus and both attempt to transmit at the same time. What mechanism allows the bus to resolve this situation?
I2C
Medium
A.Arbitration based on bus levels
B.A separate cable for each device
C.Fixed time delays only
D.Analog voltage amplification
Correct Answer: Arbitration based on bus levels
Explanation:
I2C uses open-drain signaling and arbitration. A device transmitting a high level can detect when another device forces the bus low and then withdraw.
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38A vision sensor must transfer large image data blocks to a controller over a short PCB connection. Which communication method is generally the better choice?
SPI and UART communication
Medium
A.I2C with no clock line
B.UART with no baud setting
C.A single digital output pin
D.SPI with a dedicated chip-select line
Correct Answer: SPI with a dedicated chip-select line
Explanation:
SPI provides synchronous, relatively high-speed full-duplex transfer and is well suited to short-distance communication with image or sensor data.
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39A UART receiver reports framing errors when connected to a sensor. Which configuration mismatch is the most likely cause?
SPI and UART communication
Medium
A.Different baud rates
B.Different LiDAR scan angles
C.Different ADC resolutions
D.Different camera focal lengths
Correct Answer: Different baud rates
Explanation:
UART devices must use compatible baud rates and framing parameters. A baud-rate mismatch can cause incorrect bit sampling and framing errors.
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40In ROS, a LiDAR node publishes range scans while a navigation node consumes them. Which communication pattern is most appropriate?
ROS-based sensor communication
Medium
A.A service called continuously for each beam
B.A topic using a publish-subscribe model
C.A parameter server storing every scan
D.A static transform replacing all measurements
Correct Answer: A topic using a publish-subscribe model
Explanation:
Continuous sensor streams in ROS are normally distributed through topics, allowing publishers and subscribers to operate independently.
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41A mobile robot uses a camera with a fixed focal length. An object moves from the image center toward the edge while maintaining constant distance from the camera. Which effect most directly explains the increasing geometric error in the estimated position?
Vision sensor generalities
Hard
A.The object reflectance changes with its image coordinate
B.The camera baseline increases near the image boundary
C.Radial distortion becomes more influential away from the optical axis
D.The sensor frame rate decreases near the image boundary
Correct Answer: Radial distortion becomes more influential away from the optical axis
Explanation:
Lens distortion is usually smallest near the principal point and grows toward the image boundaries, causing increasing projection error unless calibrated.
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42A robot must estimate the metric distance to a textureless planar wall using a single passive camera. Which additional condition is necessary to make the depth estimate observable?
2D/3D sensors
Hard
A.Known camera motion or a known geometric reference
B.A lower exposure time during image capture
C.A higher image resolution with the same viewpoint
D.A larger color gamut in the image sensor
Correct Answer: Known camera motion or a known geometric reference
Explanation:
Monocular images alone do not determine absolute scale. Known motion, stereo geometry, or a known object dimension is required for metric depth.
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43A stereo camera has focal length pixels and baseline m. For a feature with disparity pixels, what is its estimated depth using ?
2D/3D sensors
Hard
A. m
B. m
C. m
D. m
Correct Answer: m
Explanation:
Substituting the values gives m.
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44A camera streams frames with hardware timestamps, while the robot controller timestamps received packets. Variable Ethernet delay is present. Which design gives the most reliable temporal alignment with IMU data?
Interfacing of vision sensors
Hard
A.Use camera capture timestamps and estimate a fixed clock offset
B.Average all timestamps after the frame queue becomes full
C.Assign every frame the timestamp of the nearest IMU packet
D.Use packet-arrival timestamps and ignore network delay variation
Correct Answer: Use camera capture timestamps and estimate a fixed clock offset
Explanation:
Capture timestamps represent sensing time, whereas packet-arrival timestamps include variable transport delay. Clock-offset estimation improves cross-sensor alignment.
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45A vision sensor outputs 1280 x 720 monochrome images at 60 frames per second with 10-bit pixels. Ignoring protocol overhead, what minimum sustained payload bandwidth is required?
Interfacing of vision sensors
Hard
A.55.3 MB/s
B.69.1 MB/s
C.110.6 MB/s
D.82.9 MB/s
Correct Answer: 55.3 MB/s
Explanation:
The rate is bits/s, or MB/s if bytes are counted directly. However, because 10-bit packed pixels require 1.25 bytes per pixel, the payload is MB/s. Therefore the correct option should be MB/s.
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46In graph-based visual SLAM, loop closure adds a constraint between two previously distant poses. If the loop-closure measurement is incorrect but assigned very high confidence, what is the most likely consequence?
SLAM Navigation
Hard
A.The map scale becomes automatically observable and unbiased
B.The IMU bias becomes exactly zero after optimization
C.The optimizer may deform the map toward an incorrect global configuration
D.Only the newest camera frame will be discarded
Correct Answer: The optimizer may deform the map toward an incorrect global configuration
Explanation:
A high-confidence false loop closure strongly constrains the pose graph and can distribute the error across many poses, corrupting the global map.
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47A robot performs monocular visual-inertial SLAM while moving with constant velocity along a straight line and observing a distant planar wall. Which observability issue is most concerning?
SLAM Navigation
Hard
A.Constant velocity guarantees perfect estimation of accelerometer bias
B.Straight-line motion removes the need for feature tracking
C.A planar wall makes all camera pixels independent of camera motion
D.Weak excitation makes scale and certain motion parameters poorly observable
Correct Answer: Weak excitation makes scale and certain motion parameters poorly observable
Explanation:
Limited rotational and translational excitation creates degeneracies. Scale, biases, and some motion components may be weakly observable in this configuration.
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48An extended Kalman filter fuses wheel odometry and camera pose measurements. The camera occasionally reports a pose with a covariance that is unrealistically small. What is the most appropriate response?
Sensor fusion technique
Hard
A.Inflate the camera covariance or use an outlier-rejection gate
B.Set the wheel-odometry covariance to zero permanently
C.Replace the innovation with the camera pose measurement directly
D.Increase the camera update rate without changing its covariance
Correct Answer: Inflate the camera covariance or use an outlier-rejection gate
Explanation:
Overconfident or outlier measurements can dominate the filter. Covariance inflation and innovation gating limit their effect while preserving normal updates.
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49Two sensors measure the same state but their errors are correlated because both depend on the same visual feature extractor. If the fusion algorithm assumes independence, what error is most likely introduced?
B.The measurement dimension is reduced to one scalar
C.The fused estimate always equals the lower-rate sensor
D.The state transition matrix becomes noninvertible
Correct Answer: The fused covariance becomes artificially overconfident
Explanation:
Ignoring cross-correlation causes shared information to be counted multiple times, producing an estimate whose uncertainty is smaller than justified.
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50A time-of-flight LiDAR emits a pulse and receives the reflection after ns. Assuming a direct round trip and propagation at m/s, what range is measured?
LiDAR
Hard
A. m
B. m
C. m
D. m
Correct Answer: m
Explanation:
The one-way range is m.
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51A LiDAR mounted on a robot reports a wall that appears curved even though the wall is planar. Calibration shows the range values are correct but the angular encoder has a scale error. Which correction is most appropriate?
LiDAR
Hard
A.Calibrate the angular scale and reconstruct points using corrected bearings
B.Apply a constant range offset to every LiDAR return
C.Replace Cartesian coordinates with image pixel coordinates
D.Increase the intensity threshold for all reflected points
Correct Answer: Calibrate the angular scale and reconstruct points using corrected bearings
Explanation:
Incorrect angular scaling bends the reconstructed geometry. Corrected bearings are needed even when the measured radial distances are accurate.
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52A LiDAR scan is acquired while a robot rotates rapidly. Points from the beginning and end of the scan are transformed using the robot pose at the scan midpoint. What artifact is most likely?
LiDAR
Hard
A.Aliasing confined to the ADC reference voltage
B.Quantization noise that changes only return intensity
C.A constant reduction in the LiDAR maximum range
D.Motion distortion that bends or displaces stationary structures
Correct Answer: Motion distortion that bends or displaces stationary structures
Explanation:
A scan is acquired over time, so each point corresponds to a different robot pose. Using one pose for all points produces geometric distortion during motion.
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53A camera captures a rapidly rotating fan using a rolling shutter. The fan blades appear curved and their apparent positions vary across image rows. What is the primary cause?
Image acquisition fundamentals
Hard
A.The lens aperture changes independently for each row
B.The color filter array changes the fan's angular velocity
C.The ADC uses a different bit depth for each row
D.Different rows are exposed at different times during motion
Correct Answer: Different rows are exposed at different times during motion
Explanation:
Rolling-shutter sensors read rows sequentially. During rapid motion, each row records the scene at a different time, creating spatially varying distortion.
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54A sensor has full-well capacity electrons and read noise of electrons RMS. Assuming shot noise variance equals the number of collected electrons, at approximately how many electrons are shot noise and read noise equal in magnitude?
Image acquisition fundamentals
Hard
A. electrons
B. electrons
C. electrons
D. electrons
Correct Answer: electrons
Explanation:
Shot noise magnitude is . Setting gives electrons.
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55An ideal 12-bit ADC uses a V reference. What is the approximate voltage resolution per least significant bit?
ADC and DAC
Hard
A. mV
B. mV
C. mV
D. mV
Correct Answer: mV
Explanation:
The LSB size is approximately V, or mV.
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56A 10-bit ADC samples a signal containing frequencies up to 7 kHz. Which sampling strategy is required to prevent aliasing under ideal conditions?
ADC and DAC
Hard
A.Sample above 14 kHz and use an anti-aliasing filter
B.Sample exactly at 7 kHz and omit analog filtering
C.Sample above 10 kHz because ADC resolution sets the limit
D.Sample below 14 kHz and reconstruct with a DAC
Correct Answer: Sample above 14 kHz and use an anti-aliasing filter
Explanation:
The Nyquist rate must exceed kHz, and an analog anti-aliasing filter must suppress frequencies above the usable band before sampling.
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57On an I2C bus, the SDA line remains low after a peripheral resets during a transaction. What recovery action is commonly used before reinitializing the bus controller?
I2C
Hard
A.Toggle SCL manually up to nine times and generate a STOP condition
B.Drive SDA high with a push-pull output immediately
C.Increase the bus frequency until SDA is released
D.Disable all pull-up resistors and repeat the transaction
Correct Answer: Toggle SCL manually up to nine times and generate a STOP condition
Explanation:
Clocking SCL can advance a stuck slave through an incomplete byte. A STOP condition then returns the bus to the idle state.
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58An SPI sensor samples data on the rising edge and changes data on the falling edge. Which mode is required if the clock idles low?
SPI
Hard
A.CPOL = 0, CPHA = 0
B.CPOL = 1, CPHA = 0
C.CPOL = 0, CPHA = 1
D.CPOL = 1, CPHA = 1
Correct Answer: CPOL = 0, CPHA = 0
Explanation:
Clock idle low means CPOL = 0. Sampling on the first, rising edge means CPHA = 0 under the standard SPI convention.
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59An I2C bus operates at kbit/s with a total bus capacitance of pF. Why can an excessively large pull-up resistor cause communication failure?
I2C
Hard
A.The resistor forces SDA and SCL into push-pull operation
B.The resistor increases the ADC quantization step of the sensor
C.The resistor changes the slave address during arbitration
D.The RC rise time may be too long for the high-speed timing limits
Correct Answer: The RC rise time may be too long for the high-speed timing limits
Explanation:
I2C high levels are produced through pull-ups. A large resistor with high bus capacitance creates a slow RC rise, violating setup and timing requirements.
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60A UART link uses 8-N-1 framing at 115200 baud. Ignoring flow-control overhead, what is the maximum payload rate for 8-bit bytes?
SPI and UART communication
Hard
A.9,216 bytes/s
B.10,240 bytes/s
C.11,520 bytes/s
D.14,400 bytes/s
Correct Answer: 11,520 bytes/s
Explanation:
Each byte requires 10 bits: one start, eight data, and one stop bit. The payload rate is bytes/s.
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