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    • Home (overview)
    • Intro · what is cislunar space
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  • Cislunar glossary (terms & definitions)

    • Cislunar Space Glossary
    • Fundamentals

      • Allan Deviation (ADEV)
      • Dual One-Way Ranging (DOWR)
      • Einstein Equivalence Principle (EEP)
      • Gravitational Redshift
      • High Altitude Airship (HAA)
      • Near-space
      • Passive Hydrogen Maser (PHM)
      • Stratospheric Airship
      • /en/glossary/fundamentals/absolute-range/
      • /en/glossary/fundamentals/aerodynamic-coefficient/
      • /en/glossary/fundamentals/aerodynamic-moment/
      • /en/glossary/fundamentals/aerospace-vehicle/
      • /en/glossary/fundamentals/ballistic-coefficient/
      • /en/glossary/fundamentals/bi-elliptic-transfer/
      • /en/glossary/fundamentals/body-frame/
      • /en/glossary/fundamentals/celestial-coordinate-system/
      • /en/glossary/fundamentals/celestial-sphere/
      • /en/glossary/fundamentals/characteristic-velocity/
      • /en/glossary/fundamentals/coverage-angle/
      • /en/glossary/fundamentals/earth-ellipsoid/
      • /en/glossary/fundamentals/earth-oblateness-perturbation/
      • /en/glossary/fundamentals/ecef-frame/
      • /en/glossary/fundamentals/energy-parameter/
      • /en/glossary/fundamentals/finite-thrust-maneuver/
      • /en/glossary/fundamentals/free-flight-phase/
      • /en/glossary/fundamentals/free-flight-trajectory/
      • /en/glossary/fundamentals/frozen-orbit/
      • /en/glossary/fundamentals/gaussian-perturbation-equations/
      • /en/glossary/fundamentals/geocentric-inertial-frame/
      • /en/glossary/fundamentals/gps-time/
      • /en/glossary/fundamentals/gravitational-potential/
      • /en/glossary/fundamentals/gravity-turn/
      • /en/glossary/fundamentals/gravity-vs-gravitation/
      • /en/glossary/fundamentals/hit-equation/
      • /en/glossary/fundamentals/hohmann-transfer/
      • /en/glossary/fundamentals/inertial-navigation-system/
      • /en/glossary/fundamentals/instantaneous-balance/
      • /en/glossary/fundamentals/isru/
      • /en/glossary/fundamentals/julian-date/
      • /en/glossary/fundamentals/kepler-equation/
      • /en/glossary/fundamentals/kompsat/
      • /en/glossary/fundamentals/lagrangian-perturbation-equations/
      • /en/glossary/fundamentals/launch-azimuth/
      • /en/glossary/fundamentals/launch-window/
      • /en/glossary/fundamentals/lift-to-drag-ratio/
      • /en/glossary/fundamentals/load-factor/
      • /en/glossary/fundamentals/longitudinal-lateral-motion/
      • /en/glossary/fundamentals/lunar-lander/
      • /en/glossary/fundamentals/minimum-energy-trajectory/
      • /en/glossary/fundamentals/newton-iteration-method/
      • /en/glossary/fundamentals/nutation/
      • /en/glossary/fundamentals/optimal-velocity-inclination/
      • /en/glossary/fundamentals/orbit-capture/
      • /en/glossary/fundamentals/orbit-insertion-conditions/
      • /en/glossary/fundamentals/orbital-elements/
      • /en/glossary/fundamentals/orbital-equation/
      • /en/glossary/fundamentals/orbital-maneuver/
      • /en/glossary/fundamentals/orbital-phase/
      • /en/glossary/fundamentals/orbital-transfer-vehicle/
      • /en/glossary/fundamentals/perturbation-motion/
      • /en/glossary/fundamentals/phasing-orbit/
      • /en/glossary/fundamentals/pitch-program/
      • /en/glossary/fundamentals/powered-phase/
      • /en/glossary/fundamentals/precession/
      • /en/glossary/fundamentals/pressure-center/
      • /en/glossary/fundamentals/range-error-coefficient/
      • /en/glossary/fundamentals/reentry-corridor/
      • /en/glossary/fundamentals/reentry-phase/
      • /en/glossary/fundamentals/repeat-ground-track-orbit/
      • /en/glossary/fundamentals/reusable-launch-vehicle/
      • /en/glossary/fundamentals/satellite-ring/
      • /en/glossary/fundamentals/sequential-quadratic-programming/
      • /en/glossary/fundamentals/skip-reentry/
      • /en/glossary/fundamentals/solar-exposure-factor/
      • /en/glossary/fundamentals/specific-angular-momentum/
      • /en/glossary/fundamentals/specific-impulse/
      • /en/glossary/fundamentals/stagnation-heat-flux/
      • /en/glossary/fundamentals/standard-atmosphere/
      • /en/glossary/fundamentals/subsatellite-track/
      • /en/glossary/fundamentals/sun-synchronous-orbit/
      • /en/glossary/fundamentals/thrust-to-weight-ratio/
      • /en/glossary/fundamentals/thrust/
      • /en/glossary/fundamentals/total-angle-of-attack/
      • /en/glossary/fundamentals/trajectory-equation/
      • /en/glossary/fundamentals/trajectory-optimization/
      • /en/glossary/fundamentals/trim-angle-of-attack/
      • /en/glossary/fundamentals/true-anomaly/
      • /en/glossary/fundamentals/tsiolkovsky-equation/
      • /en/glossary/fundamentals/turning-program/
      • /en/glossary/fundamentals/two-body-problem/
      • /en/glossary/fundamentals/utc/
      • /en/glossary/fundamentals/variation-of-parameters/
      • /en/glossary/fundamentals/velocity-frame/
      • /en/glossary/fundamentals/velocity-inclination-angle/
      • /en/glossary/fundamentals/vis-viva-equation/
      • /en/glossary/fundamentals/vleo/
      • /en/glossary/fundamentals/walker-constellation/
      • /en/glossary/fundamentals/zero-angle-of-attack-reentry/
    • Dynamics & Math

      • A* Search Algorithm (A* Search)
      • A2PPO (Attention-Augmented Proximal Policy Optimization)
      • Action-Angle Variables
      • Backstepping Sliding Mode Control
      • Backward Stability Set
      • Bang-bang Control (Bang-bang Control)
      • Barycentric Synodic Coordinate System
      • Batch Deployment (Batch Deployment)
      • Bicircular Four-Body Problem
      • Birkhoff-Gustavson Normal Form
      • Buoyancy-weight Imbalance
      • Capture Set
      • Central Manifold
      • Chaos Effect
      • Clohessy-Wiltshire (CW) Equation
      • Co-state Normalization (Co-state Normalization)
      • Coasting Arc (Coasting Arc)
      • Continuation Method (Parameter Continuation)
      • Continuation (延拓)
      • Cooperative Agent (CA)
      • CR3BP with Low-Thrust (CR3BP-LT)
      • Circular Restricted Three-Body Problem (CR3BP)
      • Curriculum Learning
      • Deep Reinforcement Learning
      • Differential Correction (微分修正)
      • Differential Evolution (DE) Algorithm
      • Differential Games (Differential Games)
      • Direct Collocation
      • Dynamic Programming (Dynamic Programming)
      • Dynamic Target Method
      • Ephemeris Model
      • Equinoctial Orbital Elements (Equinoctial Orbital Elements)
      • Fuzzy Backstepping Control
      • Generalized Advantage Estimation (GAE)
      • Gaussian Process Regression
      • Geocentric Rotating Coordinate System (GRC)
      • Heteroclinic Orbit Transfer (Heteroclinic Orbit Transfer)
      • Hill Three-Body Problem
      • Homotopy Method (Homotopy Method)
      • Improved Baseline Control-Point Method (Improved Baseline Control-Point Method)
      • Impulsive Maneuver (脉冲机动)
      • Initial Value Optimization
      • Invariant Manifold (Invariant Manifold)
      • J2000 Geocentric Equatorial Coordinate System (J2000 Geocentric Equatorial Coordinate System)
      • Jacobi Constant (Jacobi Integral)
      • K-Means Clustering (K-Means Clustering)
      • K-Medoids Clustering (K-Medoids Clustering)
      • KD-Tree (KD-Tree)
      • Libration Point (Equilibrium Point)
      • Libration Point Spacecraft Body Coordinate System (Libration Point Spacecraft Body Coordinate System)
      • Libration Point Spacecraft Orbital Coordinate System (Libration Point Spacecraft Orbital Coordinate System)
      • Lindstedt-Poincare Method (Lindstedt-Poincare Method)
      • L2-centered Rotating Coordinate System (L2-centered Rotating Coordinate System, LRC)
      • Low-Thrust Transfer MDP Formulation
      • Mass Discontinuity (Mass Discontinuity)
      • Monodromy Matrix
      • Newton-Euler Equations
      • Particle Swarm Optimization
      • Patch Point (Splicing Point)
      • Patched Method (拼接法)
      • Poincaré Map (庞加莱图)
      • Poincaré Section
      • Quasi-Bicircular Problem (QBCP)
      • Quasi-Bicircular Four-Body Problem
      • Regional Station-keeping Control
      • Seven-node Model
      • Shooting Method
      • Six-DOF Motion Equations
      • Sliding Mode Control
      • Solar Radiation Pressure (SRP)
      • Stability Index
      • Stability Set
      • State Transition Matrix (STM)
      • Static Lift
      • Strobe Map
      • Targeting Method
      • Thermo-mechanical Coupling Model
      • Thermodynamic Model
      • Two-Level Differential Correction Method
      • Two-node Model
      • Variational Mode Decomposition
      • Zero-Velocity Surface
      • /en/glossary/dynamics/ddpg/
      • /en/glossary/dynamics/hcpso/
      • /en/glossary/dynamics/mo-mcts/
      • /en/glossary/dynamics/nsga-ii/
      • /en/glossary/dynamics/pareto-optimal/
      • /en/glossary/dynamics/pontryagin-principle/
      • /en/glossary/dynamics/pseudo-arclength-continuation/
      • /en/glossary/dynamics/pursuit-evasion-game/
      • /en/glossary/dynamics/q-law/
      • /en/glossary/dynamics/reachable-set/
      • /en/glossary/dynamics/reduced-order-dynamics/
      • /en/glossary/dynamics/regularization/
      • /en/glossary/dynamics/rlepeso/
      • /en/glossary/dynamics/saddle-point-strategy/
      • /en/glossary/dynamics/state-dependent-tsp/
      • /en/glossary/dynamics/two-dominant-invariant-manifold/
      • /en/glossary/dynamics/zero-effort-miss/
    • Mission orbits

      • Apolune (远月点)
      • Ballistic Capture Orbit
      • Cycler Trajectory
      • DRO Constellation
      • Distant Retrograde Orbit (DRO)
      • Earth-Moon L1/L2 Halo Orbit (EML1/EML2 Halo)
      • Free-Return Trajectory (自由返回轨道)
      • Full Lunar Surface Coverage Orbit
      • Halo Orbit (Halo 轨道)
      • Lissajous Orbit (Lissajous 轨道)
      • Low-Energy Transfer Orbit
      • Lyapunov Orbit (Lyapunov 轨道)
      • Multi-Revolution Halo Orbit
      • Near-Rectilinear Halo Orbit (NRHO)
      • Orbit Identification
      • Orbit Keeping (Station-Keeping)
      • Parking Orbit (停泊轨道)
      • Perilune (近月点)
      • Prograde (顺行)
      • Quasi-Periodic Orbit
      • Resonance Orbit
      • Retrograde (逆行)
      • Transfer Orbit (转移轨道)
      • /en/glossary/orbits/axial-orbit/
      • /en/glossary/orbits/butterfly-orbit/
      • /en/glossary/orbits/dpo/
      • /en/glossary/orbits/horseshoe-orbit/
      • /en/glossary/orbits/hub-and-spoke/
      • /en/glossary/orbits/lopo/
      • /en/glossary/orbits/polynomial-constraint-stationkeeping/
      • /en/glossary/orbits/primary-impulse-transfer/
      • /en/glossary/orbits/vertical-orbit/
    • Navigation

      • Altitude Regulation
      • Cislunar Spatiotemporal Reference
      • Earth-Moon Hybrid Navigation
      • Earth GNSS Weak Signal Navigation
      • Inter-Satellite Link Navigation
      • LiAISON Navigation
      • LunaNet (Lunar Network)
      • Lunar Navigation Constellation
      • Moonlight Initiative
      • Tiandu-1
      • Trajectory Planning
      • X-ray Pulsar Navigation
      • /en/glossary/navigation/autonomous-navigation/
      • /en/glossary/navigation/extended-kalman-filter/
      • /en/glossary/navigation/gagan/
      • /en/glossary/navigation/irnss/
      • /en/glossary/navigation/observability/
      • /en/glossary/navigation/orbit-identification/
      • /en/glossary/navigation/pnt/
      • /en/glossary/navigation/sem-autonomous-navigation/
    • Lunar minerals

      • Changeite-Ce (Cerium Changeite)
      • Changeite-Mg (Magnesium Changeite)
    • Programs & missions

      • Artemis Program
      • LuGRE Experiment
    • Other

      • Actuator Error
      • Chain-of-Thought (CoT) Prompting
      • Cislunar Navigation Prospects
      • Cislunar Space (地月空间)
      • EXOSIMS
      • Floquet Mode Method
      • Impulse Thrust
      • Insertion Error
      • Low Earth Orbit / LEO (低地球轨道)
      • Low-Rank Adaptation (LoRA)
      • Lunar Gravity Assist / LGA (月球借力)
      • Navigation Error
      • Noncooperative Target
      • Nuclear Thermal Propulsion (NTP)
      • Orbit Insertion (入轨)
      • Period-Doubling Bifurcation
      • Longitudinal Coupling Vibration (POGO)
      • Powered Lunar Flyby / PLF (有动力月球借力)
      • Prompt Tuning (P-tuning)
      • Reflection Coefficient (C_R)
      • Solar Constant (S₀)
      • Space Traffic Management (STM)
      • Spacecraft Intention Recognition
      • Starshade
      • Weak Stability Boundary / WSB (弱稳定边界)
      • /en/glossary/other/gslv/
      • /en/glossary/other/insat/
      • /en/glossary/other/orbital-residence-platform/
      • /en/glossary/other/pslv/
      • /en/glossary/other/pursuit-evasion-defense/
    • Organizations

      • Anduril Industries
      • Booz Allen Hamilton
      • General Dynamics Mission Systems
      • GITAI USA
      • Lockheed Martin
      • Northrop Grumman
      • Quindar
      • Raytheon Missiles & Defense
      • Sci-Tec
      • SpaceX
      • True Anomaly
      • Turion Space
      • /en/glossary/organizations/danuri/
      • /en/glossary/organizations/isro/
      • /en/glossary/organizations/kasa/
      • /en/glossary/organizations/sriharikota/
      • /en/glossary/organizations/true-anomaly-company/
    • Military space doctrine

      • Cislunar Space Situational Awareness
      • Competitive Endurance
      • Component Field Commands
      • Commander, Space Forces (COMSPACEFOR)
      • Counterspace Operations
      • DOTMLPF-P Framework
      • Force Design
      • Force Development
      • Force Employment
      • Force Generation
      • Golden Dome
      • Mission Command
      • Mission Delta (MD)
      • Operational Test and Training Infrastructure (OTTI)
      • Resilient/Disaggregated Architecture
      • Space Domain Awareness (SDA)
      • Space Mission Task Force (SMTF)
      • Space Superiority
      • Space Force Generation Process (SPAFORGEN)
      • System Delta (SYD)
      • /en/glossary/doctrine/asat/
      • /en/glossary/doctrine/civil-military-integration/
      • /en/glossary/doctrine/directed-energy-weapon/
      • /en/glossary/doctrine/distributed-architecture/
      • /en/glossary/doctrine/kinetic-weapon/
      • /en/glossary/doctrine/persistent-detection-corridor/
      • /en/glossary/doctrine/resilience-map/
    • Observation techniques

      • Astrometry
      • Background Star Elimination
      • Cislunar Moving Objects
      • Continuous Coverage (CP)
      • Earth Albedo
      • Ephemeris Correlation
      • Hot Pixel
      • Image Registration
      • Image Stacking
      • Lunar Glare Zone
      • Quasi-zero Wind Layer
      • Segmentation Map
      • Shift-and-Add (SAA)
      • Sidereal Tracking
      • Signal-to-Noise Ratio (SNR)
      • Solar Radiation
      • Source Extraction
      • Synthetic Tracking
      • Zonal Wind
      • /en/glossary/observation/illumination-constraint/
      • /en/glossary/observation/pointing-constraint/
    • Satellite Communication & TT&C

      • All-Time Seamless Communication
      • BeiDou Satellite System
      • Constellation Networking
      • Inter-Satellite Link (ISL)
      • Laser-Microwave Communication
      • Microwave Link

Continuation

Author: CislunarSpace

Website: https://cislunarspace.cn

Definition

Continuation is a fundamental numerical method in orbital mechanics and nonlinear dynamics. Its basic idea is to start from a known orbital solution and gradually vary a system parameter (such as orbital period, perilune altitude, energy integral value, amplitude, etc.), using the solution from the previous step as the initial guess for solving the adjacent solution at the next parameter value. Through this approach, one can systematically explore how an orbit family evolves with parameter changes, producing a complete map of the orbit family.

Continuation methods hold a central role in cislunar space orbit design, particularly in the systematic exploration of periodic orbit families near libration points, such as Halo orbit families, Lyapunov orbit families, and DRO orbit families.

Core Elements

Basic Principles

Consider a dynamical system x˙=f(x,λ)\dot{\mathbf{x}} = \mathbf{f}(\mathbf{x}, \lambda)x˙=f(x,λ), where x\mathbf{x}x is the state vector and λ\lambdaλ is a variable parameter. Given that a periodic solution x0(t)\mathbf{x}_0(t)x0​(t) exists at parameter value λ0\lambda_0λ0​ (with period T0T_0T0​), continuation aims to solve for the adjacent periodic solution at λ0+Δλ\lambda_0 + \Delta\lambdaλ0​+Δλ.

The basic steps are:

  1. Use the solution x0\mathbf{x}_0x0​ at λ0\lambda_0λ0​ as the initial guess
  2. Adjust the parameter to λ1=λ0+Δλ\lambda_1 = \lambda_0 + \Delta\lambdaλ1​=λ0​+Δλ
  3. Use differential correction to solve for the periodic orbit at λ1\lambda_1λ1​
  4. Use the solution at λ1\lambda_1λ1​ as the starting point and continue to λ2\lambda_2λ2​
  5. Repeat until the target parameter range is covered

Arc-Length Continuation

When parameter variation causes the solution curve to exhibit turning points, simple parameter continuation fails (because the parameter is no longer monotonically varying). Arc-length continuation resolves this by parameterizing the solution curve with arc length sss:

F(x(s),λ(s))=0\mathbf{F}(\mathbf{x}(s), \lambda(s)) = \mathbf{0} F(x(s),λ(s))=0

∥dxds∥2+(dλds)2=1\left\|\frac{d\mathbf{x}}{ds}\right\|^2 + \left(\frac{d\lambda}{ds}\right)^2 = 1 ​dsdx​​2+(dsdλ​)2=1

At each step, the next point is predicted along the tangent direction of the solution curve, then corrected via Newton iteration. This "Predictor-Corrector" strategy allows continuation to smoothly navigate around turning points along the solution curve.

Key Parameter Choices for Continuation

In orbit family continuation, commonly used continuation parameters include:

Continuation ParameterApplicable ScenarioTypical Application
Amplitude AzA_zAz​Periodic orbit family explorationHalo orbit families, Lyapunov orbit families
Orbital period TTTDRO orbit familyPeriod range of distant retrograde orbit families
Perilune altitude hph_php​Lunar orbit familiesLow to high lunar orbit families
Jacobi constant CCCLibration point orbit energy levelsOrbital morphology changes at different energies
Perilune velocity increment Δv\Delta vΔvLunar flyby transfersDRO injection scheme families

Application to DRO Orbit Family Research

Wei et al. (2026) employed continuation methods in their study of cislunar DRO orbit families for:

  1. Generating the DRO orbit family: Starting from a known DRO solution, continuation by varying the orbital period parameter yields a DRO orbit family covering different period ranges
  2. Exploring perilune distributions: Computing the perilune state for each DRO member in the family and plotting Poincaré maps to analyze the distribution characteristics of perilunes in phase space
  3. Screening transfer windows: Using continuation to identify DRO members whose perilune velocity direction and magnitude are suitable for powered lunar flyby injection

Relationship Between Continuation and Differential Correction

Continuation and differential correction are closely related but serve different functions:

  • Differential Correction solves the problem of "given constraint conditions, find the single orbit that satisfies them"
  • Continuation solves the problem of "starting from a known solution, systematically explore an entire orbit family"

In practice, each step of continuation calls differential correction to ensure the solution at the new parameter satisfies the orbit constraints. Therefore, continuation is often regarded as the "outer loop" of differential correction.

Numerical Stability and Step Size Control

The numerical stability of continuation depends on the choice of step size Δλ\Delta\lambdaΔλ (or arc-length step Δs\Delta sΔs):

  • Step too large: The initial guess deviates too far from the true solution, and differential correction may fail to converge
  • Step too small: Low computational efficiency requiring many iteration steps

Common adaptive step size strategies include:

  • Adjusting step size based on the iteration count of the previous differential correction step (fewer iterations → increase step size, vice versa)
  • Adjusting step size based on the curvature of the solution curve (decrease step size where curvature is large)
  • Constraint step size control in pseudo-arc-length continuation

Application Value

The core value of continuation methods in cislunar space orbit design lies in:

  • Orbit Family Global Exploration: Systematically revealing the complete map of an orbit family as parameters vary, avoiding omission of important branches
  • Bifurcation Detection: During continuation, when an orbit family bifurcates (e.g., Halo orbits bifurcating from Lyapunov orbits), continuation naturally captures these critical points
  • Mission Design Efficiency: Compared to independent solutions at each parameter, continuation leverages information from the previous step to significantly reduce computation per step, making large-scale orbit family exploration feasible
  • DRO Injection Scheme Search: Through continuation, systematically scanning the perilune states of DRO family members to identify target orbits satisfying powered lunar flyby injection conditions

Related Concepts

  • Circular Restricted Three-Body Problem (CR3BP)
  • Patched Method
  • Differential Correction
  • Poincaré Map
  • Continuation Background

References

  • Wei Z, et al. Research on powered lunar flyby transfer injection to cislunar distant retrograde orbit families[J]. Journal of Beijing University of Aeronautics and Astronautics, 2026.
  • Doedel E J, et al. AUTO-07P: Continuation and bifurcation software for ordinary differential equations[M]. Concordia University, 2007.
  • Parker T S, Chua L O. Practical Numerical Algorithms for Chaotic Systems[M]. Springer, 1989.
  • Lara M, et al. Continuation techniques for the computation of periodic orbits in the restricted three-body problem[C]. AAS/AIAA Astrodynamics Specialist Conference, 2012.
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Last Updated: 4/29/26, 11:30 AM
Contributors: Cron Job
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