What can Artificial Intelligence (AI) offer the built environment in our age of climate emergency? At the heart of Deep Reinforcement Learning is an agent and an environment. Just as we are starting to learn that our actions within our environment have consequences on an immense, planetary scale, innovative AI is learning too – and faster than us.
By using Deep Reinforcement Learning to optimise the energy efficiency of HVAC systems in the built environment, we can minimise the negative impact of our own actions without sacrificing occupant comfort. As businesses all over the world attempt to transition to Net Zero, this technology has a pivotal role to play.
But why is Deep Reinforcement Learning the best way to optimise HVAC performance?
Knight Frank – Asia-Pacific Warehouse Review H2 2021
Take-up in the region’s warehouse markets remained robust in the second half of 2021, lifted by resurgent trade flows from the recovery in global demand. As a result, rents for logistics warehouses across Asia-Pacific rose by a marginal 0.5% year-on-year in the same period. Despite close to 9 million sqm of new supply expected to be delivered in the region in 2022, vacancies are likely to remain tight on strong demand and active pre-commitments.
Cushman & Wakefield’s Asia Pacific Office Fit-Out Cost Guide 2022
Cushman & Wakefield’s Office Fit-out Cost Guides provide an indication of the fit-out construction costs for occupiers across key cities around the world. Whether it’s a basic, collaborative, or advanced hybrid fit-out requirement, these Guides compiled by our Project & Development Services team serves to assist occupiers in defining their capital planning and relocation budgets.
The Guides include a comprehensive fit-out cost section covering furniture, professional fees, mechanical & electrical works, construction works, audio visual/IT and other miscellaneous costs, as well as reinstatement and retrofit costs.
Estimated costs provided in our Guides are indicative of market averages based on certain assumptions. Exact costs for specific projects may differ to those presented – we recommend engaging a Project & Development Services professional to advise on precise costings based on your unique construction requirements.
Asia Pacific Guide 2022 Highlights
One clear factor that has come out of the COVID-19 pandemic so far has been the resilience of the Asia Pacific region.
However, many uncertainties remain especially around what the office of the future will look like and how employees will occupy and use that space. With this we have seen a shift in how corporates are envisioning their space requirements, which in turn impacts fit-out decision-making, all within an environment where costs are still being closely scrutinized.
For 31 key cities across 14 markets in APAC, this year’s Guide External Link covers:
A comprehensive fit-out cost breakdown including furniture, professional fees, and construction works
Average costs to reinstate office spaces
Cost estimates of the different styles of fit-out to cater to the post-pandemic workforce
Average retrofitting costs for a budget-friendly alternative if you’re looking to update and refresh your office environment
