Competitive Advantages
- Better targeting of cancer cells and minimal risk to health organs
- Requires minimal human interaction
- Has increased speed
- Generates a meaningful interpretation of the radiation plan
Summary
Cancerous tissues are fast proliferating cells that are more sensitive to radiation compared to healthy cells. This fact provides the basis to fight against cancers using radiotherapy. One of the radiotherapy methods is Intensity Modulated Radiation Therapy (IMRT) that uses computer-controlled accelerators to deliver radiation doses to a tumor or specific areas within the tumor. In IMRT, planning is a critical problem regarding concerns with the choice of the best setting of radiation. It has three phases of planning.This invention focuses on the second phase i.e., fluency map optimization. The motivation is that, although the entire process of fluency map optimization is based on the trade-offs between killing cancerous cells and not harming healthy cells, there is no focus on modeling these trade-offs from the angle of cooperative game theory. Therefore, we use a game theoretical approach to create a cooperative game by solely focusing on modeling the trade-offs occurring in the fluency map optimization problem.This approach can be used for computing an emission plan in IMRT and assures the deliverance of tumoricidal radiation doses to planning target volume with minimal impact on healthy organs.
![](data:image/png;base64,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)
![](data:image/png;base64,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)
The first image is anillustration of an example of the feasible set of a bargaining game with two player (|S|=2) in the payoff space.
The second image is a block diagram conceptually illustrating a design example of a hardware implementation for the method.
Desired Partnerships
- License
- Sponsored Research
- Co-Development