Jove
Visualize
Contact Us

Related Concept Videos

Orthogonal Trajectories01:26

Orthogonal Trajectories

3
Orthogonal trajectories describe the geometric relationship between two families of curves that intersect each other at right angles. One illustrative case involves a family of parabolas that open sideways along the x-axis. These curves share a common shape but differ by a scaling parameter, resulting in a set of curves that all pass through the origin and widen at different rates.Determining Orthogonal TrajectoriesTo identify the orthogonal trajectories for these parabolas, the first step...
3
Transient and Steady-state Response01:24

Transient and Steady-state Response

507
In control systems, test signals are essential for evaluating performance under various conditions. The ramp function is effective for systems undergoing gradual changes, while the step function is suitable for assessing systems facing sudden disturbances. For systems subjected to shock inputs, the impulse function is the most appropriate test signal.
These test signals are integral in designing control systems to exhibit two key performance aspects: transient response and steady-state...
507
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

384
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence of...
384
End Point Prediction: Gran Plot01:07

End Point Prediction: Gran Plot

1.1K
A Gran plot is used to predict the equivalence volume or endpoint of a potentiometric or acid-base titration without reaching the endpoint. Typically, titration data is collected as a function of the titrant's volume up to a point less than the equivalence volume and then transformed into a linear format. The straight line is extended to the x-axis, indicating the necessary titrant volume to achieve the equivalence point.
For potentiometric titration, the Gran plot is created by plotting...
1.1K
Kinematic Equations: Problem Solving01:15

Kinematic Equations: Problem Solving

27.3K
When analyzing one-dimensional motion with constant acceleration, the problem-solving strategy involves identifying the known quantities and choosing the appropriate kinematic equations to solve for the unknowns. Either one or two kinematic equations are needed to solve for the unknowns, depending on the known and unknown quantities. Generally, the number of equations required is the same as the number of unknown quantities in the given example. Two-body pursuit problems always require two...
27.3K
Multi-Step Reactions02:31

Multi-Step Reactions

8.6K
Chemical reactions often occur in a stepwise fashion involving two or more distinct reactions taking place in a sequence. A balanced equation indicates the reacting species and the product species, but it reveals no details about how the reaction occurs at the molecular level. The reaction mechanism (or reaction path) provides details regarding the precise, step-by-step process by which a reaction occurs. Each of the steps in a reaction mechanism is called an elementary reaction. These...
8.6K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Heterogeneous SPP1-expressing esophageal cancer cells license immunotherapy resistance by organizing an immunosuppressive niche.

Neoplasia (New York, N.Y.)·2026
Same author

From Environmental Concentrations to Individual Inhalation: Analysis of Exposure Differences to PM<sub>2.5</sub> and Chemical Components in Elderly Populations and Their Influencing Factors.

Toxics·2026
Same author

Interfacial electronic engineering in an amorphous NiFe LDH/low-crystallinity CoP<sub><i>x</i></sub> heterostructure for efficient water splitting.

Chemical communications (Cambridge, England)·2026
Same author

Clinical value of combined serum galectin-9 and urine MCP-1 testing for assessment of systemic lupus erythematosus disease activity and early diagnosis of lupus nephritis.

American journal of translational research·2026
Same author

Overexpression of UDP-glycosyltransferase UGT344B29 and UGT344B30 involved in lambda-cyhalothrin resistance in Aphis spiraecola.

Pesticide biochemistry and physiology·2025
Same author

Comparative study on the potential distribution of Simulium equinum (Diptera: Simuliidae) on the Tibetan Plateau under climate change based on predictive ecological models.

Journal of medical entomology·2025
Same journal

Thymidylate synthase inhibitory drugs induce p53-dependent pathways differently.

PloS one·2026
Same journal

Top-down and bottom-up attention for joint pattern classification and reconstruction.

PloS one·2026
Same journal

Short- and long-term scaling behavior of blood pressure and pulse arrival time during sleep in healthy controls and patients with obstructive sleep apnea.

PloS one·2026
Same journal

Double DQN-based secrecy energy efficiency and fairness performance in IRS-assisted NOMA systems with friendly jamming.

PloS one·2026
Same journal

10 recommendations for strengthening citizen science for improved societal and ecological outcomes: A co-produced analysis of challenges and opportunities in the 21st century.

PloS one·2026
Same journal

Paying in public: Peer effects, impression management, and willingness to pay on digital payment platforms.

PloS one·2026
See all related articles
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Video

Updated: Jan 14, 2026

Sit-to-stand-and-walk from 120% Knee Height: A Novel Approach to Assess Dynamic Postural Control Independent of Lead-limb
08:24

Sit-to-stand-and-walk from 120% Knee Height: A Novel Approach to Assess Dynamic Postural Control Independent of Lead-limb

Published on: August 30, 2016

10.6K

Adaptive output steps: FlexiSteps network for dynamic trajectory prediction.

Yunxiang Liu1, Hongkuo Niu1, Jianlin Zhu1

  • 1Faculty of Intelligence Technology, Shanghai Institute of Technology, Shanghai, Shanghai, China.

Plos One
|October 27, 2025
PubMed
Summary
This summary is machine-generated.

The FlexiSteps Network (FSN) offers dynamic trajectory prediction for autonomous systems. It adapts output length to context, improving accuracy and adaptability over fixed-step models.

More Related Videos

A Structured Rehabilitation Protocol for Improved Multifunctional Prosthetic Control: A Case Study
06:58

A Structured Rehabilitation Protocol for Improved Multifunctional Prosthetic Control: A Case Study

Published on: November 6, 2015

10.2K
Operation of the Collaborative Composite Manufacturing CCM System
10:09

Operation of the Collaborative Composite Manufacturing CCM System

Published on: October 1, 2019

7.1K

Related Experiment Videos

Last Updated: Jan 14, 2026

Sit-to-stand-and-walk from 120% Knee Height: A Novel Approach to Assess Dynamic Postural Control Independent of Lead-limb
08:24

Sit-to-stand-and-walk from 120% Knee Height: A Novel Approach to Assess Dynamic Postural Control Independent of Lead-limb

Published on: August 30, 2016

10.6K
A Structured Rehabilitation Protocol for Improved Multifunctional Prosthetic Control: A Case Study
06:58

A Structured Rehabilitation Protocol for Improved Multifunctional Prosthetic Control: A Case Study

Published on: November 6, 2015

10.2K
Operation of the Collaborative Composite Manufacturing CCM System
10:09

Operation of the Collaborative Composite Manufacturing CCM System

Published on: October 1, 2019

7.1K

Area of Science:

  • Computer Vision
  • Robotics
  • Machine Learning

Background:

  • Accurate trajectory prediction is crucial for autonomous driving and robotics.
  • Traditional models use fixed-length predictions, limiting adaptability in dynamic environments.

Purpose of the Study:

  • To introduce a novel framework, the FlexiSteps Network (FSN), for dynamic trajectory prediction.
  • To enable adaptive output time steps based on contextual conditions.

Main Methods:

  • FSN incorporates an Adaptive Prediction Module (APM) for optimal prediction horizons.
  • A Dynamic Decoder (DD) module allows flexible output generation across time steps.
  • A scoring mechanism using Fréchet distance balances prediction horizon and accuracy.

Main Results:

  • FSN demonstrates superior prediction accuracy compared to traditional fixed-step approaches.
  • The framework shows enhanced contextual adaptability on benchmark datasets (Argoverse, INTERACTION).

Conclusions:

  • The FlexiSteps Network provides a flexible and accurate solution for trajectory prediction.
  • Its plug-and-play design facilitates integration with existing trajectory prediction models.