Illusion of convergence: Search space geometry in radiotherapy treatment plan optimization

For DVO-based FMO, search space is dominated by flat plateaus at different altitudes, making convergence sensitive to both optimizer and initialization. The findings explain why clinical plans are often locally but not globally optimal, while still acceptable in quality. The analysis provides a theoretical foundation for longstanding empirical practices and offers guidance on optimizer selection and initialization strategies in treatment plan optimization.

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Publication Details

Journal
Medical Physics
Published
2025-12-21
DOI
https://doi.org/10.1002/mp.70209
Primary Topic
Advanced Radiotherapy Techniques
Type
article
Field-Weighted Citation Impact
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article

Illusion of convergence: Search space geometry in radiotherapy treatment plan optimization

Qian Wu, Dongrong Yang, Xin Wu, Yang Sheng et al.
Medical Physics
Advanced Radiotherapy Techniques
article

Illusion of convergence: Search space geometry in radiotherapy treatment plan optimization

Qian Wu, Dongrong Yang, Xin Wu, Yang Sheng, Yaorong Ge, Q. Jackie Wu
article en

Abstract

For DVO-based FMO, search space is dominated by flat plateaus at different altitudes, making convergence sensitive to both optimizer and initialization. The findings explain why clinical plans are often locally but not globally optimal, while still acceptable in quality. The analysis provides a theoretical foundation for longstanding empirical practices and offers guidance on optimizer selection and initialization strategies in treatment plan optimization.

Medical PhysicsVol. 53(1)
University of North Carolina at Charlotte (US), Duke Medical Center (US)
Openalex Percentile: Top 27%
Advanced Radiotherapy Techniques
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