管家婆免费开奖大全

Researchers use quantum-inspired tech to reduce radiosurgery planning time

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管家婆免费开奖大全 researchers Ali Sheikholeslami and Mojgan Hodaie helped dramatically reduce the preparation time needed for Gamma Knife radiosurgery by using Fujitsu Laboratories' quantum-inspired technology.

Researchers at the 管家婆免费开奖大全 have helped reduce the preparation time needed for Gamma Knife radiosurgery 鈥 a process that typically takes hours 鈥 to around one minute by using a quantum-inspired technology called the Digital Annealer.

The DA technology was developed through鈥a collaboration between 管家婆免费开奖大全 researchers and Fujitsu Laboratories Ltd. It was applied to the Gamma Knife treatment plan by a team led by Ali Sheikholeslami, a professor in the Edward S. Rogers Sr. department of electrical and computer engineering in the Faculty of Applied Science & Engineering, and Mojgan Hodaie, a professor in the department of surgery in the Temerty Faculty of Medicine.

鈥淲e were able to translate the treatment planning into a combinatorial optimization problem,鈥 says Sheikholeslami. 鈥淏y changing the types of variables under certain constraints, by breaking it down into smaller pieces, it could be handled by the DA solver. Before delivery of the dose, the DA treatment plan can be imported into clinical software for verification.鈥

He says that the plans developed by the Digital Annealer method have proven to be as accurate as those produced through conventional methods.

Gamma Knife radiosurgery, which requires no incision and can be performed without general anesthetic, delivers beams or 鈥渂lades鈥 of radiation doses aggregated from 192 gamma sources that are aimed at different targets in the patient鈥檚 brain. As a stereotactic surgical procedure, it uses medical imaging to locate the positions in advance in order to maximize the area for dosing and minimize damage to surrounding healthy tissue.

Determining the size and shape of the target areas is a labour-intensive procedure. Doctors and radiologists must evaluate the vast number of possible plans by manually inputting parameters and recording the results, using experience as a guide.

This process can take up to several hours, which lengthens a patient鈥檚 time in clinical care and limits the number of patients that can be treated in a single day. It also ties up medical personnel that are needed to provide assistance.

Gamma Knife radiosurgery, which delivers beams of radiation doses aimed at different targets in the patient鈥檚 brain, requres medical imaging to locate the best positions in advance in order to minimize damage to surrounding healthy tissue 鈥 a process that typically takes several hours.

How does the Digital Annealer overcome the hurdle? Its unique architecture emulates quantum behaviour on conventional computer hardware by following a similar process of progressive approximation to arrive at a final result. That, in turn, enables it to make real-time optimization calculations far more quickly than conventional software.

鈥淭he Gamma Knife treatment plan is a great example of the DA鈥檚 difference-making ability in health care,鈥 says Sheikholeslami. 鈥淲e envision the DA technology to have a wealth of future applications. As of now, use cases are being pursued in finance, materials discovery, operations research and neural network training.鈥

Masaya Kibune, director of Fujitsu Consulting (Canada) Inc., says tackling such problems is exactly why鈥痶he Digital Annealer was developed.

鈥淎t present, true quantum computing is still in its infancy,鈥 he says. 鈥淭here are stability issues, for example, and quantum computers require extreme cold to operate, near zero Kelvin, which demands infrastructure with massive energy costs. The DA takes advantage of similar principles of connectivity and simultaneity at room temperature, and a unit can be easily miniaturized to fit in data centres.鈥

Fujitsu Laboratories Ltd. launched its collaboration with 管家婆免费开奖大全 Engineering in 2018, leading to the establishment of the鈥疐ujitsu Co-Creation Research Laboratory鈥痑t 管家婆免费开奖大全鈥檚 Myhal Centre for Engineering Innovation & Entrepreneurship.

Last November, the partnership with Fujitsu was formally鈥痚xtended for three years.

鈥淭he Fujitsu Co-Creation Research Lab is a hive of activity for principal investigators, graduate students, postdoctoral fellows and associates,鈥 says Professor鈥Deepa Kundur, chair of the electrical and computer engineering department. 鈥淭he 管家婆免费开奖大全-Fujitsu collaboration has produced dozens of publications on research topics from memory design to high-speed signaling to optimization. It continues to be a shining example of the benefits of collaboration.鈥

Sheikholeslami鈥檚 connection with Fujitsu goes back to the beginning of his career, when he interned for six weeks at its head office in Kawasaki, Japan.

鈥淔or me, it鈥檚 been a fruitful relationship for over twenty years now,鈥 he says. 鈥淎nd there鈥檚 plenty more to come.鈥

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