How much could digital twins be effective in the content of carbon neutrality, as well as energy consumption reduction, in homes sector?

In large corporations characterized by a complex, multi-level organizational structure, the flow of information can be difficult. New ICT and Industry 4.0 information technologies are proving to be helpful in this regard, improving the efficiency of the flow of information flowing between departments and divisions in the corporation. One of the Industry 4.0 technologies that has recently found various new applications is artificial intelligence. Artificial intelligence technology is finding many new applications in recent years. The implementation of artificial intelligence, machine learning and other Industry 4.0 technologies into various business fields of companies, enterprises and financial institutions is associated with the increase in digitization and automation of processes carried out in business entities. For several decades, in order to refine and improve the flow of information in a corporation characterized by a complex organizational structure, integrated information systems are being implemented that informationally connect applications and programs operating within specific departments, divisions, plants, etc. in a large enterprise, company, corporation. Nowadays, a technology that can help optimize remote communication and information flow in a corporation is artificial intelligence. Artificial intelligence can help optimize information flow and data transfer within a corporation's intranet.

Besides, the technologies of Industry 4.0, including artificial intelligence, can help improve the cyber security techniques of data transfer, including that carried out in email communications.

In view of the above, I address the following question to the esteemed community of researchers and scientists:

What is your opinion on this issue?

Please answer,

I invite everyone to join the discussion,

Thank you very much,

Best regards,

Dariusz Prokopowicz

Convolutional and recurrent architechtures made it possible to build effective models working on new data types such as images and sequential data. What is next?

A lot of hue and cry is made about climate change and the environment in general. Public and private money is poured into research to study its effects on the environment, sustainability etc. Should we study nature or ourselves?

" Our studies must begin with our selves and not with the heavens. "-Ouspensky

Human activities have been found to have a direct correlation to climate change and its impact on the environment(I=P x A x T, the Ehrlich and Holdren equation), in spite of what some complacent sections say to protect their own self interests.

We hardly know about Human nature. We can scarcely predict human behavior. We need to find out why we think like we do and why we do what we do and why, in spite of all knowledge and wisdom, consume more than what we need, in the form of addictions to consumption and imbalance not only ourselves but also the family, society and environment around us..

Humanity is directly responsible for all the unnatural imbalances occurring on the planet. Yet we refuse to take responsibility and instead focus on climate change, or fool the public exchequer with a 'breakthrough in renewable energy just around the corner'. We scarcely know what drives human beings. If we had known, all the imbalances around us would have had solutions by now, given the amount of money plowed into finding such solutions. Are we blindly groping in the dark of climate change because we don't know the answers to our own nature?

Is it not high time we focus on what makes us human, correct our consumptive behavior and leave nature to take care of climate change? Why focus effort on 'externals' when the problem is 'internal'- 'me'?

Aren't we addicts denying our addiction and blaming everything else but ourselves?

" We are what we think.

All that we are arises with our thoughts.

With our thoughts, we make the world." - Buddha 

IMHO, We don't need to save the World. It is enough if we save ourselves from ourselves. The need of the hour is not vain glorious interventions, but self-restraint and self-correction!

The Mind is the Final frontier.

Dear Researchers,

I'm exploring the relationship(or a statistical model) between global change in temperature and CO2 concentration levels. If we analyse data from 1970-2017 for CO2 and temp, both the series are linearly related.

So I want to know what is that relation or on what basis IPCC is predicting that there would be 1.5 degree change corresponds to CO2 level 430 PPM. OR a 2 degree change corresponds to 450 PPM CO2 concentration levels.

Best Regards,

Abhay

ISO 17772-1 and ISO 18523-1 are related to the Schedule and Condition of Building, Zone, and Space Usage for Energy Calculation and Indoor Environmental Quality. Part 1: Indoor Environmental Input Parameters for the Design and Assessment of Energy Performance in Buildings, respectively.

The versions available on the internet are expensive and I cannot access it from here

I'm writing to enquire about the latest FAO daily intake limits for heavy metals including As, Al, Cd, Cr, Cu, Hg, Pb, Fe, Ni and Zn in fish. Could I please ask you for the latest FAO instructions in this matter (Maximum recommended dietary allowance)?

I look forward to hearing from you.

Yours faithfully,

We are looking for a bioinformatician who can help us with AI based deep docking system or you can provide us a training programm to learn such a art of bioinformatics.

Analysis and anomaly detection tools are continually evolving. The machine learning resource provides weightings and estimates in advance, anticipating possible failures and unavailability of systems and applications.