Рубрика: Robotics

Flying robots can now pluck different fruits by leveraging AI to drive revenue

Fruit harvesting is a tiring and rigorous job for professionals involved in fruit farming worldwide. There is always a proper time to pluck fruits, different time periods for different fruits. The introduction of cutting-edge technologies like AI, machine learning, and deep learning has transformed the overall process of fruit harvesting. Thus, fruit farmers can leverage AI for automatic fruit harvesting to avoid any further wastage of seasonal fruits— fruits are one of the most wasted produces in the global market. The emergence of robotics and AI has manufactured flying robots or fruit-picking robots in some parts of the world where fruit farmers can use robots in fruit harvesting.

The Mechanism Behind Flying Robots Picking Fruits

The outbreak of the coronavirus pandemic has drastically affected fruit harvesting with all the restrictions and lockdowns. Flying robots with AI mechanisms can identify the right fruits for plucking and help in picking them autonomously. These fruit-picking robots can help fruit farmers to save a huge amount of money and reduce fruit wastage per year globally. Flying robots can work throughout the days and nights to pick up only ripe fruits at the right time. The robots provide real-time updates to a central computer on the volume and value of fruit picked while pruning the orchards afterward.

Fruit-picking robots leverage AI perception algorithms to spot trees as well as vision algorithms to identify the perfectly ripen fruit among the tree full of raw or foliage. These fruit-picking robots choose the best approach to pluck fruits with their robotic picking arms. Robots in fruit harvesting are helping to harvest large orchards with a single autonomous digital brain. Fruit-picking robots leverage AI with computer vision, data fusion, and perception, aeronautical engineering, robotics as well as state-of-the-art flight control for effective flying.

This has started a concern regarding the replacement of human fruit-pickers with robots in automatic fruit harvesting. But the tech companies have ensured that these flying robots are built to work with human employees for a long period of time to boost productivity and earn more revenue than previous years. There is high flexibility for robots in fruit harvesting that enables them to harvest multiple fruits at a time without any overlapping.

There are multiple tech companies that are focused on building new cutting-edge technologies for the agricultural sector such as satellites, drones, robots, smart irrigation systems, and many more. An Israeli-based start-up, Tevel Aerobotics Technologies, is set to launch this flying robot or fruit-picking robot for effective automatic fruit harvesting. The aim of this AgTech start-up is to transform manual fruit harvesting into automatic fruit harvesting with flying autonomous robots or fruit-picking robots.

Another fruit-picking robot known as Robocrop is already on trial to pick over 25,000 raspberries per day. Robocrop plucks raspberries with its robotic arms and deposits those into a waiting punnet. The time-efficient process takes almost a minute for each raspberry while leveraging sensors and hi-tech 3D cameras that can zoom in on ripe fruits with the help of AI and machine learning algorithms.

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How can robots be used as teachers? Here are the benefits and drawbacks of robot teachers

Advances in technologies have continued to play an important role in healthcare, manufacturing, communication, travel, and also in education. The use of simulation technologies has proven to be a worthy element in the educational sector. The use of robotics in the education environment has exhibited an increased value in everyday learning.

Machine learning and artificial intelligence are considered integral aspects of the future learning environment across the globe. Assimilating human learning attributes into the field of robotics can enable robots to distribute the integrated knowledge to students studying in colleges or universities.

The use of robots to teach students is in the experimental stage but very soon it will be taking place. On that note, is there any possibility that robots might replace human teachers and take over the educational system?

Moving forward to find the answer to the above question, let’s find out how robots can be used as teachers, types of robots that can be used as teachers, benefits, and drawbacks.

Using robots in the classroom is something beyond telepresence where the teacher stays remotely connected to students with the help of robots. Various types of robots are being used as teachers in the classroom. The type of robots depends on the age group of the students and the field of study.

Boe-bot Robots

These are simple robots whose main elements include microprocessors that are placed on wheels. Boe-bots can identify the distance from an object, navigate and steer by sensing light based on the program assimilated into their system. These robots are also provided with light and sound mechanisms to divulge contact sensor status and escape edges of a room.

Advanced Toolkits

Smaller robots inducted with modern toolkits are generally used to provide robotics or computer science lessons. The toolkits are created so that students can easily handle the robot to gain direct learning experience on a broad range of topics.

Humanoids

Humanoids are human-like robots that are more viable for students to interact with. These are usually implemented to provide language lessons as they can give real-time responses. The structure of the humanoid robots is similar to humans, and they play a crucial role in settling issues related to shyness, reluctance, confidence, and frustration among students.

How Do Robots Teach?

Already we can witness robots teaching in the classroom, but presently they are not replacing teachers completely, rather when any teacher is absent robots are used by the colleges and universities.

There is a speech recognition software inducted in the robots and this helps them to explicate what a human is trying to say. This improves the reading and understanding techniques of robots. Robot teachers are also provided with projectors that enable them to teach the subject matter in an interesting way, which helps in developing curiosity among students.

Benefits of Robot Teachers

Students can hold a grip of technological skills in an advanced way while interacting with a robot teacher. Also, robot teachers are cost-effective because they are not required to get paid every month.

Students can get the latest information as robot teachers are programmed with up-to-date information and also, they can project computer displays from any area of a classroom.

Drawbacks of Robot Teachers

Robot teachers do not need to get paid but they require high charging to operate smoothly and thus this leads to spending on electricity in a huge quantity. Also, for the proper function of robot teachers, classrooms must be equipped with strong internet connections.

Students often go through a rough emotional period; in such situations, a robot teacher will not be of any use because robots do not have feelings.

Further robot teachers cannot think creatively and innovatively

Can Robots Replace Teachers?

An educational robot can be implemented in the creation of the pattern and structure of learning programs, as it includes the application of expensive technologies. Implementing such technologies as an alternative to human instruction globally might be a difficult process.

Furthermore, if the entire teaching curriculum is based on computer programs, it can make human teaching seem unnecessary. This is because of the related technological limitations that are associated, like imprecise emotion or speech recognition.

Although robots can act as engaging educational tools within classrooms, it might be unlikely for them to replace humans as teachers, any time soon.

There is no doubt that robots can be used as a substitute for teachers when required like in the absence of any teacher but a complete replacement of teachers seems to be merely impossible.

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Invest in these promising cryptocurrencies this month.

There are more than a thousand cryptocurrencies in the market, at the moment, and the most popular one out of the lot is Bitcoin. With frequent market volatility, choosing the right cryptocurrency, apart from the ever-expensive Bitcoin, for investment becomes an overwhelming task. To help you make smart investments, here are the best cryptocurrencies with the most growth potential in September.

1. Cardano

Cardano is touted for its proof-of-stake validation, which reduces transaction time and uses less energy. Because environmentally friendly coins have become the latest hot topic, Cardano serves the purpose. It also has many use cases as it enables smart contracts and decentralized applications. Compared to other cryptos of its kind, Cardano sees less market volatility.

2. XRP

XRP is a token created by Ripple, a digital technology and payments processing company. To enable the exchange of other cryptocurrencies on the network, XRP can be traded for traditional currencies as well. XRP has seen massive growth over the years and now several banks are using this blockchain network for their modern banking functions.

3. Binance Coin

Binance Coin is used to trade other cryptocurrencies and pay fees on Binance, one of the biggest cryptocurrency exchanges in the world. It was launched in 2017 and can now be used for many functions like even booking travel arrangements. If you are going to invest in cryptocurrencies for the first time, it’s best to invest in Binance first and then trade it for other cryptocurrencies.

4. Dogecoin

While there is not much hype around Dogecoin at the moment, this digital coin still attracts many investors. Cryptocurrencies like Bitcoin come with a limited coin supply, but Dogecoin has no limit. What was started as a joke in 2013 is now seeing a myriad of supporters, from billionaires to celebrities?

5. Tether

Tether is a unique cryptocurrency as it is a stable coin. Stable coins are backed by fiat currencies like the US dollar or the Euro, which means anyone who buys 1 Tether coin will be guaranteed the value of one fiat currency. Theoretically, this means Tether’s value will be more stable than other cryptocurrencies amidst market volatility.

6. USD Coin

USD Coin is also a stable coin with its value pegged to the US dollar. For every USD Coin bought, the investor will be assured the value of US$1. This coin is powered by Ethereum which means it can complete transactions on a global scale.

7. Landshare

Landshare is created to leverage the real estate industry. Based on the Binance Smart Chain and DeFi principles, users can use Landshare for house flipping projects, and make passive income via rents. Launched in August this year, Landshare is gradually getting traction. Initially, it was priced at US$3.6, and at the time of writing, it is trading at US$2.67.

8. Polkadot

There are more than 7000 cryptocurrencies in the market that use various blockchain networks. Polkadot’s aim is to integrate them all by creating a cryptocurrency network that connects all the blockchains to work in sync. This ambitious mission has attracted many experienced investors, booming Polkadot’s growth.

9. Ethereum

Ethereum is the network that powers the token Ether. Ethereum is a developer’s favorite platform as it supports smart contracts that allow them to create apps based on the network. Ethereum has also seen massive growth over the years. Second to Bitcoin in market cap, it is now receiving more attention as the network announced its new upgrade Ethereum 2.0 that brings changes to this blockchain network and makes the token more environmentally friendly.

10. Uniswap

Uniswap runs on the Ethereum network and powers Uniswap crypto exchange. This exchange works on an automated liquidity model for trading, with no involvement of a bank or a broker. Uniswap is also an open-source platform, so anyone can use the code to create new exchange platforms. This token was launched in 2020, and in one year grew to become the 10th largest cryptocurrency.

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Move over Sophia, it is time to bring our focus on the second female humanoid robot that is made in India. Robot ‘Shalu’ is developed by Dinesh Patel who hails from a very small village, Rajmalpur, UP, and is a computer science teacher in Kendriya Vidyalaya, IIT Bombay. Being the Indian humanoid robot, Shalu can speak in 47 languages including nine Indian languages and 38 foreign languages. Let’s explore all the smart functionalities of Robot Shalu, which has made India proud in robotics.

After several years of hard work and effort to develop a humanoid robot from 100% discarded waste material that includes plastic, wood, cardboard, aluminum parts, and many more, Dinesh’s willingness came out successful. Robot Shalu has overtaken Sophia Robot in terms of its skills and functionalities. Dinesh Patel made sure that common people from different parts of India as well as international countries can meet Shalu and have a seamless conversation. This second female humanoid robot is dedicated to girls and women towards the ‘Beti Bachao Beti Padhao’ mission. The computer science teacher showed the world that it is possible to build things with local materials and this Indian humanoid robot can compete in capabilities with those robots that are built with high-tech in resourceful laboratories around the world.

Shalu is world-known as the first social and educational Indian humanoid robot to speak 47 languages efficiently. The functionalities of this second female humanoid robot is mentioned in the Computer Science syllabus for class six in Kendriya Vidyalaya Sangathan. Dinesh Patel took inspiration from India’s dream mission Atmanirbhar Bharat, ‘Skill India Mission, and Digital India Mission.

Smart functionalities of Shalu

Robot Shalu can answer in any language that is in the trained dataset with the help of artificial intelligence and machine learning algorithms. The robot can identify people with face recognition technology as well as remember these people after meeting. Object recognition technology can help Shalu identify different objects in any environment.

In the education field, the Indian humanoid robot can provide correct answers to all types of educational questions from Physics, Chemistry, Mathematics, English, Geography, and many more subjects. She can start a casual conversation with people while solving different math problems.

The hands of Robot Shalu are flexible and can move around to show human behaviors and gestures such as a handshake, making fun, showing happiness, sadness, irritation, and other human moods. People do not need weather forecast news from the media, this second female humanoid robot can provide them with the weather report for the next ten days at different places.

If anyone wants to know about the daily horoscope, Shalu will be there to predict on the basis of the date of birth. It can also provide addresses of multiple popular places while giving reviews on movies and gadgets. Shalu has sufficient knowledge of other international countries and their whereabouts. These are just a few smart functionalities of this female robot, there are much more to explore.

Robot Shalu can be used as a teacher, quizmaster, receptionist, assistant to the elderly generation, and learning companion for students.

The second female humanoid robot can provide useful tips and personal views on the increasing number of female harassment cases, national days such as Women’s Day or Republic Day as well as how to protect Indian girls and women.

That being said, Dinesh Patel has shown the world that we should promote local talents in disruptive technologies such as artificial intelligence and robotics. He has created an ample scope to inspire the young generation to work on robots or humanoid robots with local materials. Shalu is the perfect example of adopting glocalization in this 21st century.

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These robots in space are making things easier for researchers to explore

Do you know? According to the latest report from 2020 to 2027, the global space robotics market is likely to surge at a growth rate of 5.2%. This is due to the growing demand for autonomous space robots that are not only cost-effective but are also capable of working even in any kind of conditions. As exploring outer space has always been an interesting area, many researchers across the globe are working on robots in space and their benefits. Let’s explore the latest robots in space in this article.

Vyommitra

Vyommitra is a humanoid robot made in India. This robot is designed for an ambitious project of the Indian Space Research Organisation (ISRO), the Gaganyaan mission. This first human spaceflight program is scheduled for 2022. This is one of the latest robots which can perform all crew procedures like environmental and life support systems monitoring.

This is going to be one of the robots in space that can mimic certain astronaut postures, which are essential during the launch. ISRO researchers are also working to make Vyommitra able to chat with fellow astronauts.

DAEDALUS

Deep Autonomy of Lunar Underground Structures (DAEDALUS) is designed and created by the European Space Agency which looks like a hamster ball that is equipped with a stereoscopic camera, a radiation dosimeter, temperature sensors, and 3D mapping LiDAR device.

Kibo Robot by Japan

Kibo is one of the latest robots which was developed by the Japanese Aerospace Exploration Agency (JAXA) and launched the second Kibo Robot Programming Challenge (KRPC) in March. The goal of this challenge is to allow scientists on the ground to capture images and video remotely using a robot that can travel around in space autonomously and capture still and moving imagery.

Rosalind Franklin Rover

Rosalind is developed by the Roscosmos agency in Russia in collaboration with the European Space Agency. This is one of the latest robots designed to navigate across Mars autonomously. This rover mission is scheduled for 2022 having two pairs of cameras (NavCam and LoCam) helping the rover prepare a 3D map of Mars terrain. The rover is also equipped with PanCam Optical Bench with two wide-angle cameras for good color resolution imaging.

Perseverance Rover

Perseverance rover has been landed on Mars in July 2020 which has a sensitive microphone to record the sound of its movement over the hard martian surface. This rover has recorded the first bump of the robot with six wheels that beamed back to earth.

Perseverance Rover provides an easy way to conduct research with the help of a stereoscopic imaging system, a Raman spectrometer for mineralogy, microphones for sound recording and to process real-time data.

Chang’e 5 Robotic Spacecraft

Chang’e 5 is a robotic spacecraft that was launched by China. It is the first of its kind robots for asteroid mining in 2020. This robot has also collected rocks from the Moon’s surface. China is the third country after the US and Soviet Union to collect rocks from the moon.

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Empowering LGBTQ+ community through technology

The technology of robots is thriving in multiple sectors from healthcare, manufacturing, retail, tourism, travel, etc. Development is taking place everywhere in every community but how far the minority groups like the LGBTQ+ community is considered in robot and AI development? Are they included in this rapid development?

The introduction of robots into society elevates ethical, legal, and societal concerns. There is a deep-routed problem in any AI applications regarding discrimination and bias.

In a new short paper in the journal ‘Nature Machine Intelligence’, Roger A. Søraa from Norwegian University of Science and Technology (NTNU) and co-authors Eduard Fosch-Villaronga from Leiden University in the Netherlands, and Adam Poulsen from Charles Sturt University in Australia discussed the demand for queering of robots.

Many drag queen Twitter accounts were examined by an AI-driven tool that predicts and confronts evolving threats. This tool was mainly created to evaluate toxicity levels of online content. This AI-driven tool indicated that the drag queen accounts have greater frequency than other toxic accounts. The AI-driven tool is trained to confront any type of toxic threats, so without understanding the content entirely these AI-driven moderation tools could hinder the freedom of speech of the minority community.

Søraa and his colleagues pointed out that technology is not designed in a vacuum but instead reflects biases and reproduces societal values and beliefs. This means if the LGBTQ+ community is included in technology envisage it could surely empower them. Also, all-rounded robotics could help eliminate the loneliness experienced by many queer adults. In the sector of education, such robotic technology can help children and young adults and can support them when they convey complicated feelings about their sexual attitude or gender identity.

There has been a lack in the inclusion of queer perspectives on robots and machines. This should be researched well and the robots should be designed keeping in mind this criterion. The designers should build a robot that talks, walks, and acts like the LGBTQ+ community.

Researchers have highlighted that it is vital that we build mechanisms and policies that recognize the importance of inclusivity, diversity, and non-discrimination, also for the LGBTQ+ community in the development and use of robots and AI.

The understanding of how technologies affect the LGBTQ+ community is not explored largely. Queer people mostly remain silent, powerless and they don’t understand how these technologies might affect them. Users of technology generate an extensive entanglement of social constructions, relations, and practices. Everybody can make technology work; everyone understands the importance and presence of technology so there is no reason to exclude the minorities.

Holistic insertion of strategies on multiple levels from LGBTQ+ communities, as well as individuals, could ease the understanding of the challenges around discrimination and the queer community. The recent work, for example, outlier initiatives pushing for diversity in robotics and AI. The work includes CSIRO’s diversity & inclusion at the robotics and autonomous systems group and queer in AI. Still, more research is needed to remove the underlying problem of how science has ignored and largely continues to ignore the LGBTQ+ community.

Diversity is about communicating the potential consequence of prejudice on society as a whole and, in particular, on minority groups. On this note, it is important that we build mechanisms and policies that highlight the importance of inclusivity, diversity, and non-discrimination for the LGBTQ+ community as well in the development and use of robots and AI.

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These grocery store robots can improve workforce efficiency

Focus: Grocery store robots

With demand for hygiene and to improve workforce efficiency, automation and robots are contributing to a great deal in the grocery stores. These grocery store robots help in tracking inventory and serve customers. Here are the 5 cool grocery store robots that you must know.

Marty

Marty tops the list of the grocery store robots which were made by Badger Technologies, alerts shoppers to potential hazards such as spills. This robot can speak both English as well as Spanish to communicate with shoppers. Marty can discover nearly 40 spills in each store per day across 12 sessions and also can scan the surroundings.

Tally

Tally comes next in the list of grocery store robots. It is made to monitor shelves; it alerts workers to out-of-stock issues and other problems in the store. The robot also collects data from stores and gives it to the employees to restock the goods.

Alphabot

Alphabot comes third in the list of grocery store robots. Walmart depends on this robot to speed the fulfilment of customer’s online orders. It can roll along the rails surrounding storage bins and climb up three-story storage structures.

Millie

Millie is also one of the grocery store robots which is similar to Marty. This robot can detect hazards and alert employees on spills.

SmartSight EMA50

SmartSight is a grocery store robot that aims to avoid problems with regard to out-of-stock items and issues notifications to the employees. This can help the store to stock up things which are necessary for the customers.

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The recent report from cybersecurity firm Barracuda showed that bots make up nearly two-thirds of internet traffic, with bad bots making up nearly 40 percent of all traffic. The use of bots in today’s era of digital transformation is not a surprising fact. In fact, the demand for chatbots and voice bots is increasing on a wide scale. Bots are software programs designed to achieve certain automated, predefined tasks. Bad bots are programmed to execute malicious tasks that threaten the cybersecurity of users.

The report titled ‘Bot attacks: Top Threats and Trends – Insights’ which has recently been launched by Barracuda displays the increasing number of automated attacks and evaluating evolving traffic structures, living examples of bot behavior and detection, and also the steps IT teams should take to protect their businesses.

Barracuda researchers surveyed the internet traffic sample over the first six months of 2021. The report also focused on current trends, such as the volume of traffic rising from these bad bots, where bot attacks are emanating from, and the time when attacks are most likely to happen.

The report discovered that the most common targets of modern persistent bots are mainly e-commerce apps and login portals. A majority of the bot traffic was observed coming in from the two large public clouds, namely AWS and Microsoft Azure, in approximately equal measure. The primary area in terms of bot traffic, North America accounted for 67 percent of bad bot traffic. A majority of such traffic emerged from public data centers.

Over 22 percent of bad bot traffic was looming in from Europe, with European bad bot traffic more likely to come from hosting services or residential IPs (Internet Protocols). The research also showed that over 60% of bots are committed to carrying out hostile activities on a large scale. If these remain unchecked, the bad bots can take data, attack site performance, and even can lead to data breaches. Owing to this it is important to identify and potently block bot traffic.

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In healthcare and medicine, the best-known robotics applications are surgical. Robots are capable of performing everything from organ transplants and gastrointestinal procedures to spine surgery and urological operations.

Restoration robots help patients in performing specific developments utilized in post-surgical recuperation or for different reasons. Robots likewise help with moving clinical supplies, professionally prescribed medication apportioning, sterilization and, clinical administration. Robots can also act as friends to help elderly people fight anxiety and depression.

Medical robotics companies are effectively making advancements in the respective field and here are 5 Medical Robotics Companies You Should Know 2021

Diligent Robotics

Located in Austin, Texas, Diligent’s AI-enabled robots are designed to work with people in everyday environments. The organization’s autonomous Moxi robot can be left alone to perform tedious strategic errands in hospitals like setting up patient rooms and restocking supply rooms. Fit for exploring medical clinic corridors and other restricted spaces, Moxi is even permeated with social insight that is passed on through its head developments and LED eyes.

ReWalk Robotics

Located in Malborough, Massachusetts, ReWalk creates exoskeletons that are useful for personal and commercial rehab. The light, battery-powered system, the ReWalk Personal 6.0, is a wearable exoskeleton with motors located at the hip and knee joints. Body shifting spurs motion that the company claims is like that of human legs.

Myomo

Myomo is located in Cambridge, Massachusetts and it is one of the best medical robotics companies. Myomo’s controlled support MyoPro is intended to help those who’ve encountered paralysis or weakening in their hands and arms because of an assortment of conditions. The gadget peruses nerve signals from the skin’s surface, then, at that point enacts little engines that work with natural arm and hand movements.

Barrett Technology

Located in Newton, Massachusetts, Barrett creates articulated arms and hands that are called advanced robotic manipulators which are used for a variety of applications. The WAM Arm mimics human dexterity. The company’s BH8-series BarrettHand can grasp an array of different objects. And Burt is designed for upper-extremity rehabilitation training and robotics research.

Intuitive Surgical

Intuitive Surgical is located in Sunnyvale, California and its robots are used for minimally invasive surgery. Furnished with cutting-edge vision innovations, energy frameworks, stapling, and instruments, the consistently updated da Vinci platform has been utilized for a great many medical procedures since the last part of the 1990s. The fresher Ion is utilized for minimally invasive peripheral lung biopsies.

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Essential steps to be followed for identifying and preventing malicious bot traffic

The advent of AI-based chatbots has introduced a hot term in the tech-driven world known as bot traffic. It does not only have any negative connotation in computer systems, but it is neutral— depending on the purpose of a bot. There are multiple steps in identifying bot traffic as well as in preventing bot traffic efficiently and effectively. On one hand, bots can be beneficial to companies such as Siri or Alexa while on the other hand, some malicious bots can perform a new form of cyberattacks such as credential stuffing, unauthorized web crawlers, DDoS attacks, and many more. Thus, companies need to look for malicious bots for effective management of bot traffic. Let’s explore some of the essential steps to identify and prevent malicious bot traffic for the welfare of an organization.

There are different kinds of web bot traffic for organizations to know— good bots such as search engine bots, partner bots, and vendor bots; commercial bots include aggregator bots, price comparison bots, copyright bots, and finally bad bots like web scraping bots, credential stuffing bots, spam bots, ad fraud bots, Denial of Service (DoS) bots, as well as card fraud bots.

Essential steps in identifying bot traffic

• A sudden spike in pageviews: Malicious bots can create bot traffic through a sudden spike in pageviews where it can be seen that bots are clicking through a website all the time
• A sudden spike in bounce rate: It is one of the essential ways of identifying bot traffic where the bots are being directed at only one page leading to a higher bounce rate suddenly
• Increase in junk: One can identify bot traffic through an increase in junk conversion like fake accounts, fake names in contact forms, fake numbers, and many more are done by spambots or malicious bots
• Increase in traffic: Identifying bit traffic is easy when one can observe a sudden increase in traffic in a period of one day or one week instead of a gradual increase in web traffic through SEO, paid search, and many more activities
• Slow server performance: Bot traffic can get stressed out due to a sudden spike in multiple malicious bots hitting at the same period of time that in turn can slow down the server performance
• Mysterious locations: One way in identifying malicious bot traffic is to seek mysterious locations that are out of the target locations of a business

Essential steps in preventing bot traffic

• Block outdated browsers: Malicious bots can be prevented if an organization can block outdated browsers and install modern browsers to catch and prevent bot traffic efficiently
• Disallow proxy services: Cybercriminals will be discouraged from entering mobile apps, APIs, and many more by disallowing easy access to proxy services
• Accurate evaluation of traffic: Bot traffic can occur gradually over a long period of time but to prevent sudden high bounce rates, slow server performance, etc. it is essential to accurately evaluate bot traffic and its sources
• Proper monitoring: Monitoring is required on a daily basis to prevent failed log-in attempts, an increase in failed validations, and many more
• Implementation of WAF: A Web Application Firewall (WAF) can be implemented to prevent bot traffic in between a web application and a client where the traffic and resources move towards the WAF before entering the client’s account
• IP-based protection: IP-based protection should be installed in preventing bot traffic to block suspicious IP addresses from malicious bots

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