How do I access the ibphysics app?
If you like our app, don’t forget to give it 5 stars and send in a review! Offline access: For offline access, download offline browser and type in ibphysics.org for the url.
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What is physics-informed machine learning?
Physics-informed machine learning integrates seamlessly data and mathematical physics models, even in partially understood, uncertain and high-dimensional contexts. Kernel-based or neural network-based regression methods offer effective, simple and meshless implementations.
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What are some good exemplars for the IB Physics IA?
Exemplars for the IB Physics IA: 2. Investigating the Lift Force of a Toy Helicopter (16/24) 7. The Relation Between Ball Pressure and Coefficient of Restitution (13/24) 8. The Exponential Nature of a Bouncing Ping Pong Ball (24/24) 10. How Temperature Affects the Vibration Rate of a Tuning Fork (11/24) A very nice example of an IA taken from:
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What should I focus on in IB Physics IA?
IB Physics IA Ideas – Electricity and Magnetism The primary focus of your IB Physics IA should be on applying your scientific thinking to explore concepts you have learnt before and document them accordingly. Going for a completely new topic is not only a tad bit daunting, but can also leave you all the more confused.
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What is the theoretical foundation of Physics-informed learning models?
Despite the empirical success of physics-informed learning models, little is known about the theoretical foundation of such constrained NNs. A new theory is required to rigorously analyse the capabilities and limitations of physics-informed learning (for example, the learning capacity of NNs).
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Can I do my IB Physics IA on a different topic?
You aren’t supposed to do your IB Physics IA on a topic that someone else has done already. Please let me ease your concerns here… You Don’t Have to Be Original Every year there are around 25,000 IB Physics students and every student will submit an IA. Everybody’s IA has to be within the scope of the IB Physics syllabus.
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How long should a physics IA BE?
While there is no official word count for your Physics IA, the IB recommends that the report is between 6 and 12 pages, so make sure that you keep an eye on your page number.
Is cracking the IB Physics IA difficult?
Cracking the IB Physics IA can seem like a challenging task from afar, but like any other assessment, only the beginning is the hardest. Frantically looking for IA IB physics ideas can be taxing and quite a struggle.
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Can We benchmark physics-informed machine learning methods with data sets?
These data sets are useful and are intended for data-driven modelling in ML, but in principle they can also be used for benchmarking physics-informed ML methods, assuming that proper parameterized physical models can be explicitly included in the databases.
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Does physics-informed learning work for multiscale and multiphysics problems?
Despite the recent success of physics-informed learning across a range of applications, multiscale and multiphysics problems require further developments. For example, fully connected NNs have difficulty learning high-frequency functions, a phenomenon referred to in the literature as the ‘F-principle’ 169 or ‘spectral bias’ 170.