Update quantum-Usecases.md

links/quantum-Usecases.md

@@ -8,6 +8,17 @@
 - [Protein Folding Prediction andVisualization Techniques Based onHydrophobic Side Chain Interactions, Adrian Stefan Turcu May 2019](https://cs.brown.edu/research/pubs/theses/ugrad/2019/turcu.adrian.pdf)
 - [Protein Folding Challenge and Theoretical Computer Science, Somenath Biswas Sep 2011](https://www.cse.iitk.ac.in/users/sb/papers/a-talk.pdf)
 
+## Molecular Simulation
+Small molecules chemistry simulation: https://www.nature.com/articles/nature23879
+![image](https://github.com/camitava0321/quantumComputing/assets/25051480/d253443a-3c03-4064-b5e9-427c4891cf03)
+
+## Quantum risk analysis 
+- https://www.nature.com/articles/s41534-019-0130-6
+A rather small number of scenarios are simulated under simplifying assumptions 
+
+Complex scenarios in chemistry finance etc. not only enhancing information but how to predict more accurately with less samples - in a recent paper this has been illustrated to produce better results than Monte Carlo estimation
+![image](https://github.com/camitava0321/quantumComputing/assets/25051480/ebea3459-fdc2-40d1-ad3c-4ac5949a646b)
+
 ## Digital Supply Chain Disruption
 - [Quantum Computing: The Next Big Thing in Digital Supply Chain Disruption May, 2019](https://www.tcs.com/blogs/quantum-computing-digital-supply-chain-disruption)
 
@@ -17,9 +28,36 @@
 - https://www.americanbanker.com/news/why-banks-like-barclays-are-testing-quantum-computing
 - https://blogs.wsj.com/cio/2017/12/14/j-p-morgan-to-experiment-with-quantum-computing-in-partnership-with-ibm/
 - https://www.ibm.com/blogs/research/2019/02/q-network-quantum-goals/
+
 We have qiskit examples of portfolio Optimisation, trading simulations with near-term devices. We have limitation at present to apply these examples in commercial fields yet but with machines having better qV in future such limitations will slowly fade out.
 ![image](https://github.com/camitava0321/quantumComputing/assets/25051480/ddcaf39c-4bf0-446b-a686-78c227c707a4)
 
+## Vehicle Route Optimisation
+https://blog.daimler.com/en/2018/11/07/quantum-computers-future-daimler-google-ibm-technology/
+That applies, for example, to production issues, worldwide component and data logistics, and the optimization of vehicle production planning in Daimler’s plants all over the world. 
+
+Daimler and some other company they are in Qnetwork and we have performed the vehicle route Optimisation – besides productivity, manufacturing these are being looked at
+![image](https://github.com/camitava0321/quantumComputing/assets/25051480/adb556b0-c4d0-4485-90ad-397b6d718337)
+
+##JSR, ExxonMobil, Mitsubishi
+- https://venturebeat.com/2019/07/14/OUR/AMC-research-explains-how-quantum-computing-works-and-could-be-the-the-supercomputer-of-the-future/
+- https://www.chemistryworld.com/news/industry-adopts-quantum-computing-qubit-by-qubit-/3010591.article
+
+For example simulate Lithium sulphate to show it has better capacity of power and may help produce longer lasting batteries, energy efficient and better for the environment.
+![image](https://github.com/camitava0321/quantumComputing/assets/25051480/9bfe1688-3726-4c71-8be8-fe2b91725e9f)
+
+## Supervised learning
+- https://www.nature.com/articles/s41586-019-0980-2
+
+Quantum machine learning: https://www.nature.com/articles/nature23474
+![image](https://github.com/camitava0321/quantumComputing/assets/25051480/5b1d2645-4022-4003-bb57-870bc8cb5dd5)
+
+## Portfolio optimization
+- https://arxiv.org/abs/1907.04769 
+
+Voice over, define what accurate is, we get as perfect as possible in less time 
+![image](https://github.com/camitava0321/quantumComputing/assets/25051480/c7d5c0f9-b014-4dc3-806f-242f3172faad)
+
 
 ## Post-Quantum Cryptography
 - [ISARA Radiate™ Quantum-Safe Library 2.0 Developer’s Guide](https://www.isara.com/toolkit/2/doc/guide/guide.html#gettingstarted)