Artificial neural network for flood forecasting

Each year, floods cause devastation around the globe because villages cannot afford to take preventative measures. Current flood detection systems can cost over $1 million, which is far too expensive for many communities. Could the Internet of Things (IoT) protect developing areas of the world from catastrophic flooding? The answer is a possible yes.

ANN FOR FLOOD FORECASTING

This system would use artificial neural networks and a wireless sensor network connected with the IoT to predict the probability of flooding. Most importantly, their model would cost less than $1,000 per unit, making it reasonable for any town to better protect the homes and lives of its people from flooding.


The researchers designed a modified mesh system for the wireless sensors that would be more economical. This mesh network topology is more energy-efficient than other layouts because the sensors relay data along other sensors to connect to the central node. This requires less power than having each sensor transmit to the central node directly. Additionally, the mesh design provides alternate routes between sensors, creating a backup route if one fails, so fewer sensors are required compared to other ANN services.

Rather than implementing a typical statistical model, the researchers used an artificial neural network for processing data. In existing flood detection, statistical methods need various data to be calculated with high accuracy over a long period of time. As a result, they aren’t as adaptable as artificial neural networks. Furthermore, due to their computer algorithm structure and the availability of open-source code, artificial neural networks are also easier to implement.

ANN providers know that the ANN services become more accurate as it receives more data. Therefore, when the network receives past flood levels, it adjusts the value it places on each parameter until it matches the water level of previous floods. Eventually, the network recognizes the pattern by weighing the various parameters and then is able to correctly predict a flood’s water level.


Apart from Flood forecasting, there are many other applications of ANN that have allowed businesses to be much more efficient and productive. ANN service providers in UAE like Alpha Data know how important it is for businesses to be market competitive and hence have all the features that are the modern requirement of businesses so get the suitable ANN service providers in Dubai or wherever you need it, now!

Data drives businesses, economies, and an entire country – gives direction in forming strategic decisions that matter a lot. As with the digitization era, the need for data that provides valuable information has become more imperative. Therefore, there comes a call for a well-built company’s Data Infrastructure.

So, data Infrastructure can be seen as a complete technology, process, or a whole set up to store, maintain, organize, and distribute it in the form of insightful information.


TYPES OF DATA INFRASTRUCTURE SERVICES:

The following are the types of data infrastructure services for the organization for their data sorting:

Data Ingestion
It is an infrastructure to transport data from one or many sources to a destination where it can be stored correctly for further data analysis.

Therefore, it starts with the prioritization of data sources, validation of individual files, and routing the flies in the right direction.

Data Access
It is an interface to retrieve, modify, copy, or move data from IT systems to the requested access query.

It’s a medium that allows users to get the required data in a systematic and authenticated method. Thus, having the approval of the organization or the owner of data.

API Integration

An Interface that processes requests and looks after the seamless distribution of information through systems of the enterprise.

Data Storage

It refers to the physical retention and storage of data through various equipment and software.

Data Processing

An interface to control the data for effective collection and to drive meaningful information. In other words, it starts with the processing of raw data into a readable form of data i.e. information.

Databases

Databases are the organized & systematic collection of data that can be accessed electronically through computer systems.

Networks
It is an interface of connections between computers, servers, mainframes, network devices, peripherals, etc to share data. For example, Internet connects and brings together millions of people in the world.

Data Security
It includes all systems, applications, hardware & software for protecting data from unauthorized access. Thus, reducing the risk of data corruption throughout the data lifecycle.

It includes encryption, hashing, tokenization, and key management practices for the comprehensive protection of data across all platforms.

Data Management

It involves the collection, retention, and usage of data in a secure and cost-efficient manner. Thus, it aims at an effective optimization for the utilization of data during decision and strategy making.

Data Quality

It refers to the condition of pieces of information. So, a data is regarded as high quality when it serves the intended purpose and can describe the real-world construction.

Data Centers

It includes the physical facility or a dedicated space of an organization that is responsible for the storage of applications and data.

Data Analysis

It’s a process of intense inspection of data. It helps in further steering the way for transformation and modulation of data for supporting the decision making.

Data Visualization

It refers to the representation of data in graphical form. That includes- graphs, charts, maps, etc. It brings forward easy communication of numbers in a graphical manner by building relations among the data.

Cloud Platforms

It is a hardware-based operating server that acts as an Internet-based data center for storage and processing.

The Bottom Line:

There are various types of data infrastructure that helps in design and execution of the business model. Your company might need different kind of services than another company’s system however, what matters is having the data infrastructure services provider like Alpha Data that understands your business and fulfils the requirements with their expertise in the field

Any hospitality operator who sees facilities management services simply as reactive property maintenance or enforced compliance is missing a chance to reduce their costs and boost their profits. And with controllable costs at an all-time high – standing at 52.5% of turnover in some sectors – there’s never been a more important time for the hospitality industry to focus on managing their outgoings.

Facility Management Service Providers can significantly reduce administration time, something 20% of operators spend almost a day a week on, it can improve supplier relations and performance and ensure minimum down-time for revenue-generating equipment.


Importance of Facility Management in the Hospitality Industry

The importance of facility management in the hospitality industry cannot be overestimated. Read on to find out why:

1. 24/7 compliance and reduced administration costs

Facilities management and development for tourism, hospitality and events is far from straightforward. In 2019, 25% of large multi-site businesses (over 50 sites) saw estate and equipment compliance as a key concern. This is largely because it takes up so much administration time to ensure every box has been ticked, and everything from fire equipment to duct cleaning and planned maintenance contracts is under control.

The system is also easy to use and lets you see, in real-time, all maintenance work being carried out and the associated cost, giving staff more time to concentrate on the customer experience, whilst retaining control of facilities management.

2. Less downtime for revenue-generating equipment

Offering an excellent customer experience has never been more important. Customers are more vocal than ever on review sites and social media, and many people will not even consider visiting a new restaurant without a recommendation.

If important equipment is down or the building isn’t in tip top condition, they will almost certainly notice. Plus, the additional time staff must spend finding workaround solutions could have been used to create a great first impression or upsell a premium bottle of wine.

The way tourism is increasing, the importance of facility management service provider in UAE is also increasing. Apha Data, a facility management service provider Dubai, has worked with various clients from different industries helping them succeed in their business model.

3. Better supplier relationships

Contractors prefer to use technology-based applications rather than emails or spreadsheets. In fact, a recent survey completed by over 100 contractor organisations in the UK found that 78% believe that technology improves the overall maintenance process.

In addition, using a property management system, which offers contractors a real-time view of their performance in your business, will keep them on their toes and ensure they deliver better service and ultimately better bottom line profits for your organisation.

4. Control and visibility
The greatest benefit of investing in facilities management technology is the data you receive about exactly what’s happening at any given time, how much you’re spending on property maintenance and how much you’re likely to spend in the future.

Simple-to-use-dashboards, apps and reporting allow teams to track and see where they stand in the approval process, while at head office and board level, you have complete control with real-time reporting and management of both current and forecasted spend.

Each year, floods cause devastation around the globe because villages cannot afford to take preventative measures. Current flood detection systems can cost over $1 million, which is far too expensive for many communities. Could the Internet of Things (IoT) protect developing areas of the world from catastrophic flooding? The answer is a possible yes.

ANN FOR FLOOD FORECASTING

This system would use artificial neural networks and a wireless sensor network connected with the IoT to predict the probability of flooding. Most importantly, their model would cost less than $1,000 per unit, making it reasonable for any town to better protect the homes and lives of its people from flooding.


The researchers designed a modified mesh system for the wireless sensors that would be more economical. This mesh network topology is more energy-efficient than other layouts because the sensors relay data along other sensors to connect to the central node. This requires less power than having each sensor transmit to the central node directly. Additionally, the mesh design provides alternate routes between sensors, creating a backup route if one fails, so fewer sensors are required compared to other ANN services.

Rather than implementing a typical statistical model, the researchers used an artificial neural network for processing data. In existing flood detection, statistical methods need various data to be calculated with high accuracy over a long period of time. As a result, they aren’t as adaptable as artificial neural networks. Furthermore, due to their computer algorithm structure and the availability of open-source code, artificial neural networks are also easier to implement.

ANN providers know that the ANN services become more accurate as it receives more data. Therefore, when the network receives past flood levels, it adjusts the value it places on each parameter until it matches the water level of previous floods. Eventually, the network recognizes the pattern by weighing the various parameters and then is able to correctly predict a flood’s water level.

THE BOTTOM LINE
Apart from Flood forecasting, there are many other applications of ANN that have allowed businesses to be much more efficient and productive. ANN service providers in UAE like Alpha Data know how important it is for businesses to be market competitive and hence have all the features that are the modern requirement of businesses so get the suitable ANN service providers in Dubai or wherever you need it, now!

If a car wash is a quick shower, then an auto detailing service is like a day at the spa. Auto recon businesses give vehicles the professional, hands-on treatment that restores them to like-new condition. And it’s for this reason that some auto recon businesses refer to themselves as “car spas”.

For car owners hoping to give their vehicle the VIP treatment, a day at the car spa could be just what they’re looking for. For auto recon businesses, using the term “car wash service” can be a great way of giving prospective customers a clear indication of the type of service they can expect.

Read on below for a breakdown of some of the service offerings that the ultimate car spa day might include.

Detailing

Car detailing can include interior and exterior cleaning of a vehicle to like-new condition. Sometimes a detail will include light cosmetic touch-ups, but the process normally does not include paintwork or body repair.

Paintless Dent Repair (PDR)

A trained technician performs paintless dent repair (PDR) to quickly remove any dents or scratches on the vehicle. Unlike somebody shop repairs, PDR does not just hide the damage, it actually fixes it. Whether the vehicle has been dented by hail or dinged by another car, PDR repairs the paintwork to its original condition. Some auto spas can offer the same service for motorcycles as well.

Bumper Repair

It might be called a bumper, but that doesn’t mean it should have unsightly bumps, dents, or scratches. As an alternative to replacing the entire plastic bumper, some auto spas offer bumper repair. Although this type of repair work must be carried out by a specially-trained professional, it’s a faster and cheaper option than a replacement.

Auto Glass Repair

Damage to windshields and mirrors is one of the most common problems for car owners. It not only looks bad, but it can also quickly become a far bigger (and more expensive) hazard. A car spa can easily repair auto glass damage so that its customers can avoid having to replace their windshields.


Odor Removal

A vehicle that looks new should smell great too. Even after a full car detailing service, bad smells can linger and an air freshener only masks them. At the car spa, the interior can be treated with a chemical-free cleaning option that removes odors, so that it smells fresh and clean.

The Bottom Line

There are many factors that come into play when opening a car spa business, but the selection of service offerings and how those will be promoted should be considered from the get-go. For entrepreneurs who are unsure of whether to call their business a car spa, it comes down to the services on offer and the brand vision. Effective branding can differentiate you from your competitors and ensure that your business resonates with your customers and potential customers.