SlideShare a Scribd company logo
1 of 27
Artificial Intelligence and
Robotics
presented by:
sujitha mary
M.Pharm
Pharmaceutics
1
CONTENTS:
• Introduction
• Pharmaceutical automation
• Applications
• Advantages & Disadvantages
• Current and future directions
• Conclusion
2
Introduction:
• Artificial Intelligence (AI) is a general term that
implies the use of a computer to model and/or
replicate intelligent behavior.
• Research in AI focuses on the development and
analysis of algorithms that learn and/or perform
intelligent behavior with minimal human
intervention.
• Robot is derived from the Czech word meaning is
‘forced labour’
• Robotics is a use of computer controlled robots to
do manual tasks.
3
• AI & robotics have a common route. Birth of AI and
robotics took place in same period and initially there
was no differentiation between both.
• Robots are the hardwares and AI is software.
• Robot refer to the application-work being done and AI
tends to focus on intelligence needed to do the work.
• AI- focus on brain function replacement- thinking &
Robotics on mechanical implementations.
• AI embedded to mechanical system is called as
robotics.
4
General overview:
• Artificial intelligence is the “The science and engineering of
making intelligent machines, especially intelligent computer
programs”.
• This generally involves borrowing characteristics from human
intelligence, and applying them as algorithms in a computer
friendly way.
• Robots are programmable machines that imitate human
behavior. It needs to be able to sense and understand its
environment as well as be able to perform physical tasks.
5
Goals of AI
• To Create Expert Systems − The systems which exhibit
intelligent behavior, learn, demonstrate, explain, and advice
its users.
• To Implement Human Intelligence in Machines − Creating
systems that understand, think, learn, and behave like
humans.
• Artificial intelligence is a science and technology based on
disciplines such as Computer Science, Biology, Psychology,
Linguistics, Mathematics, and Engineering.
• A major thrust of AI is in the development of computer
functions associated with human intelligence, such as
reasoning, learning, and problem solving.
6
Pharmaceutical Automation
• Automation in the laboratory has been around for decades, but
historically accessibility and ease of use was reserved for high value
processes.
• With advances in technology and software, automation has become
more accessible and more organizations are investing in automation
strategies to improve their operations and services.
• By automating processes and streamlining data capture,
organizations reduce the number one cause of error in a process –
humans.
• With advances in technology and software, automation has become
more accessible and more organizations are investing in automation
strategies to improve their operations and services.
7
• Current computer and peripheral systems have increased the capabilities
and flexibility of robot technology ,robots soon could be critical to drug
manufacturers' efforts to reduce costs, ensure consistent product quality,
and increase efficiency.
• A robot is an automated system that incorporates a sensor, an intelligent
decision-making algorithm, and an actuator,
• Robots fall into two main categories. Arm robots mimic the structure of
the human arm and are good for pick-and-place functions.
• Parallel robots comprise a platform mounted on "legs." These systems
provide more precision (e.g., for insertion) than arm robots.
• A pharmaceutical manufacturer must pay particular attention to the
robot's end effecter (e.g., its gripper), the part that will come into contact
with the product.
• A company also must consider its sterility requirements and whether the
robot will manipulate fragile containers.
8
• Automation and compliance
• Automation improves compliance and minimizes deviations by connecting
instruments to electronic systems, so users don’t have to manually enter
data.
• But moving data from on-premise systems to cloud systems can raise
encryption and security concerns among organization.
• data security challenges around moving and transferring data, more
education on the options available to address these concerns, such as
encryption, is needed.
• Generally, there are two stages in the data transferring encryption process
that organizations need to be aware of – these are data encryption in
transit (data being transferred via a network that potentially could be
intercepted) and data encryption at rest (inactive data that is stored
physically in any digital form).
9
Applications
1.Laboratories.
• Pharmaceutical laboratories now use robots to perform tests because they are
easy to automate using traditional pick-and-place machines.
• Equipment vendors have begun providing the industry with laboratory
instruments that incorporate robots. For example, SciGene makes a laboratory
bench that includes a robot that prepares DNA samples. The laboratory
technician does not need engineering skills; he or she can use the robot by
following simple instructions,
2.Packaging:
• The flexibility of a robotic system is especially useful in packaging applications
such as primary packaging, placing primary cartons in a case, and loading the
case on a pallet
• Such capabilities are particularly beneficial if a company makes multiple
products or different product package configurations on a single production
line.
• companies are now adopting track-and-trace capabilities in packaging. "In
many cases, replacing human labor in packaging by automation or a robotic
system will provide a more error-free operation
10
• Potential applications
• Because it is a repetitive activity that requires great reproducibility
to produce a high-quality product, aseptic filling would particularly
benefit from robotic automation.
• Any technology that can remove the operator from the cleanroom
logically will provide for a higher probability of producing a sterile
product
• In addition, robots could enhance quality assurance and quality
control by enabling 100% inspection, which is difficult for humans
to achieve.
• A robotic system consisting of several cameras and a conveyor belt
"could actually take a picture of each pill as it goes down the line
and kick off any minor, imperceptible flaw, so that only perfect
product gets through,"
• They can also check products for weight, color, or barcodes
11
• Fraudulent medications
• With the advent of online pharmacies, there have been an
overwhelming number of cases of medications that are not what
they claim to be on the packaging.
• The pharmaceutical industry has therefore placed an increasing
emphasis on being able to trace drugs from manufacturing all the
way to the point of sale or dispensing.
• Robotic pharmacies
• total robotic pharmacies in the future that could do away with the
need for a pharmacist to physically dispense medications.
• The benefits of robotic dispensing are decreased errors in giving
out incorrect medicines and reduced staff latency resulting in
increased overall efficiency of the pharmacy at hand.
12
Advantages
1. Accuracy: Robotic systems are more accurate and consistent than
their human counterparts.
• 2. Tirelessness: A robot can perform a 96 man-hour project in 10 hours
with more consistency and higher quality results.
• 3. Reliability: Robots can work 24 hours a day, seven days a week
without stopping or tiring.
• 4. Return on investment (ROI): There is quick turn-around with ROI.
Plus, with the increase in quality and application speed, there are the
benefits of increased production possibilities.
• 5. Affordability: With the advancements in technology and affordable
robotics becoming available at less cost, more pick and place robotic cells
are being installed for automation applications. 13
• 6. Production: With robots, throughput speeds increase, which directly
impacts production.
• 7. Quality: Applications are performed with precision and high
repeatability every time.
• 8. Speed: Without breaks or hesitation, robots are able to alter
productivity by increasing throughput.
• 9. Flexibility: Changes in their End of Arm Tooling (EOAT) developments
and vision technology have expanded the application-specific abilities of
packaging robots.
• 10. Safety: Workers are moved to supervisory roles, so they no longer
have to perform dangerous applications in hazardous settings.
14
• 11. Savings: Greater worker safety leads to financial savings. There are
fewer healthcare and insurance concerns for employers.
• 12. Redeployment: The flexibility of robots is usually measured by their
ability to handle multiple product changes over time, but they can also
handle changes in product life cycles.
• 13. Reduced chances of contamination: Removing people from the
screening process reduces the potential for contamination and the
potential for dropped samples when handling them in laboratories.
• 14. Cost: Paybacks for the purchase of robotic equipment in the
pharmaceutical industry, given the fairly high hourly labor rates paid to
employees, number of production shifts, and the low cost of capital.
• 15. Work continuously in any environment: robots are impervious to
many environments that would not be safe for humans.
15
Disadvantages
• 1. Expense: The initial investment of robots is significant, especially
when business owners are limiting their purchases to new robotic
equipment
2. Dangers and fears:
The principal theme is the robots' intelligence and ability to act could
exceed that of humans, that they could develop a conscience and a
motivation to take over or destroy the human race.
3. Expertise: Employees will require training in programming and
interacting with the new robotic equipment. This normally takes time and
financial output.
4. Return on investment (ROI): Incorporating industrial robots does not
guarantee results. Without planning, companies can have difficulty
achieving their goals.
5. Safety: Robots may protect workers from some hazards, but in the
meantime, their very presence can create other safety problems. These
new dangers must be taken into consideration.
16
Current challenges and future
directions
• Challenges in Robotics in India
• high cost of adoption,
• availability of skilled talent
• procurement of hardware components.
• the cost of adopting Robotic technology is very high due
to the cost of procuring imported hardware components
as well as training personnel.
• As Robotics is a multidisciplinary field, acquiring and
retaining quality talent is a big issue.
• the capital-intensive nature of Robotics adoption when
compared to the low cost of human labour clearly tips the
scale in favour of the latter.
17
in general hardware businesses are challenging because
of all the paperwork involved in importing hardware
parts into India. there is a scarcity of talent that
specializes in the many disciplines such as electrical,
embedded, software and mechanical that make up
Robotics.
Importing quality components leads to longer lead times
and other excise and licensing woes is also a major
concern for them, in addition to finding early adopter
customers of Robotics.
• the absence of hardware companies that can cater to
them and the dependence on countries like China, USA
and Europe to procure the necessary components as a
major stumbling block.
18
• Ethics
• Stop me if you’ve heard concerns about robot ethics
before. All kidding aside, it’s a major challenge, and the
robotics industry is well aware of. The study breaks
down ethical problems into five topics:
• Sensitive tasks that should require human supervision
could be delegated entirely to robots
• Humans will no longer take responsibility for failures
• Unemployment and de-skilling of the workforce
• AI could erode human freedom
• Using AI in unethical ways
19
• Social robots for long-term engagement
• Humans are, generally, adept at interpreting social
behavior. Robots are not. The study says the three
biggest challenges of building social robots that truly
interact with humans are modeling social dynamics,
learning social and moral norms, and building a robotic
theory of mind
• Today’s social robots have been designed for short
interactions, which isn’t how human relationships
work. Social robots must expand from moment-to-
moment engagements to long-term relationships.
20
• A major challenge is in teaching robots
concepts that humans easily understand, like
trust.
• Human robot interaction:
• Robots have to cooperate with human both
safely and efficiently
• For this to happen major improvements have
to be done in hardware and software.
21
Future:
• Artificial intelligence and machine learning present the
industry with a real opportunity to do R & D differently.
• It can substantially improve success at early stages of drug
development.
• Accelerating the drug discovery with technology
• AI give us much wider space in drug discovery.
• The technology will help in terms of the industry’s selection of
patients to clinical trial & company can indentify any issues in
compound much earlier
22
Future of Robotics in India
 There is no denying that Robotic technologies are all set to change the
way things are done in the industries in which they are being
implemented.
 Robotics mainly capturing industries like manufacturing,
pharmaceutical, packaging and inspection.
 A bit of Robotics would also be seen in the healthcare sector primarily
in the form of assistive and skill development technologies.
 Robotics will very soon become an important aspect of our lives
 As with other technologies, adoption in India is usually sluggish,
however, once picked up, it does follow a steeper growth trajectory.
 in various sectors where demand is rising, there will be huge
opportunities and hence a higher rate of adoption of Robotic
technology
23
 Due to globalization and high industrialization, Robotics in
India is poised for a bright future.
 Considering that India is already a manufacturing hub catering
to the whole world, the use of robots in every aspect of
manufacturing will provide the necessary edge to companies.
 As there is acute shortage of reliable blue colour labour in all
industries, coming up with Robotic solutions that can solve
this problem will lead to the growth of a separate Robotics
sector in India.”
24
In future it wont be physicists building nanobots to cure health
problems but it will be pharmacologists that know how body
system works.
Because of nanobots a new generation adds up a new
capability or cure for something which was previously
untreatable.
Once we have algorithm to teach an AI to analyse massive data
we can free up humans.
25
conclusion
 AI is awakening fear and enthusiasm in equal measures.
 AI main assumption is intelligence can be represented in
terms of symbol structures or operations which can
programmed in digital computers.
 Now the great challenge of AI is representing commonsense
knowledge and experience that allows people to do day to
day work.
 However if humans blindly follow automated instructions,
without knowing how to question this could have negative
implication.
26
NANO-ROBOTS
Nano-robots are so tiny machines that they
can traverse the human body very easily. When a nano-robot enters
into the body of a patient would seek for infected cells and would
repair them without causing any damage to the healthy cells. The
nano-robot will remain outside the cell while the nano-
manipulators will penetrate into targeted or damaged cell thus
avoiding any possibility of causing damage to the intracellular
skeleton. Thus these nano-robots when enter into human
bloodstream provide cell surgery and extreme life prolongation.
Each nano-robot by itself will have limited capabilities, but the
coordinated effort of a multitude will produce the desired system
level results. Coordination is needed across the board for
communication, sensing, and acting and poses a major research
challenge
27

More Related Content

What's hot

Artificial intelligence robotics and computational fluid dynamics
Artificial intelligence robotics and computational fluid dynamics Artificial intelligence robotics and computational fluid dynamics
Artificial intelligence robotics and computational fluid dynamics Chandrakant Kharude
 
Descriptive Vs Mechanistic Modeling.pptx
Descriptive Vs Mechanistic Modeling.pptxDescriptive Vs Mechanistic Modeling.pptx
Descriptive Vs Mechanistic Modeling.pptxPawanDhamala1
 
REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...
REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...
REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...Ardra Krishna
 
Pharmaceutical automation
Pharmaceutical automationPharmaceutical automation
Pharmaceutical automationVarshaBarethiya
 
computers in clinical development
 computers in clinical development computers in clinical development
computers in clinical developmentSUJITHA MARY
 
History of computers in pharmaceutical research and development
History of computers in pharmaceutical research and developmentHistory of computers in pharmaceutical research and development
History of computers in pharmaceutical research and developmentZahid1392
 
virtual trial FED and fasted state.pptx
virtual trial FED and fasted state.pptxvirtual trial FED and fasted state.pptx
virtual trial FED and fasted state.pptxMrRajanSwamiSwami
 
Ethics of Computing in Pharmaceutical Research, Computers in Market Analysis...
Ethics of Computing in Pharmaceutical Research,  Computers in Market Analysis...Ethics of Computing in Pharmaceutical Research,  Computers in Market Analysis...
Ethics of Computing in Pharmaceutical Research, Computers in Market Analysis...Abul Hassan Junaid
 
computer aided biopharmaceutical characterization :gastrointestinal absorptio...
computer aided biopharmaceutical characterization :gastrointestinal absorptio...computer aided biopharmaceutical characterization :gastrointestinal absorptio...
computer aided biopharmaceutical characterization :gastrointestinal absorptio...Affrin Shaik
 
Clinical Data Collection & Clinical Data Management Naveen Balaji
Clinical Data Collection & Clinical Data Management Naveen BalajiClinical Data Collection & Clinical Data Management Naveen Balaji
Clinical Data Collection & Clinical Data Management Naveen BalajiNaveen Balaji
 
GIT Absorption Simulation
GIT Absorption SimulationGIT Absorption Simulation
GIT Absorption SimulationJaskiranKaur72
 
Ethics of computing in pharmaceutical research
Ethics of computing in pharmaceutical researchEthics of computing in pharmaceutical research
Ethics of computing in pharmaceutical researchDRx Amit Chaudhari
 
Computer aided formulation development
Computer aided formulation developmentComputer aided formulation development
Computer aided formulation developmentKahnu charan panigrahi
 
Computer aided formulation development
Computer aided formulation developmentComputer aided formulation development
Computer aided formulation developmentShruti Tyagi
 
Computers in Pharmaceutical emulsion development.
Computers in Pharmaceutical emulsion development. Computers in Pharmaceutical emulsion development.
Computers in Pharmaceutical emulsion development. Arpitha Aarushi
 
Computer aided formulation development
Computer aided formulation developmentComputer aided formulation development
Computer aided formulation developmentNikitaGidde
 
Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...
Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...
Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...PawanDhamala1
 

What's hot (20)

Artificial intelligence robotics and computational fluid dynamics
Artificial intelligence robotics and computational fluid dynamics Artificial intelligence robotics and computational fluid dynamics
Artificial intelligence robotics and computational fluid dynamics
 
Descriptive Vs Mechanistic Modeling.pptx
Descriptive Vs Mechanistic Modeling.pptxDescriptive Vs Mechanistic Modeling.pptx
Descriptive Vs Mechanistic Modeling.pptx
 
REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...
REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...
REGULATORY AND INDUSTRY VIEWS ON QbD, SCIENTIFICALLY BASED QbD- EXAMPLES OF A...
 
Pharmaceutical automation
Pharmaceutical automationPharmaceutical automation
Pharmaceutical automation
 
computers in clinical development
 computers in clinical development computers in clinical development
computers in clinical development
 
History of computers in pharmaceutical research and development
History of computers in pharmaceutical research and developmentHistory of computers in pharmaceutical research and development
History of computers in pharmaceutical research and development
 
virtual trial FED and fasted state.pptx
virtual trial FED and fasted state.pptxvirtual trial FED and fasted state.pptx
virtual trial FED and fasted state.pptx
 
Ethics of Computing in Pharmaceutical Research, Computers in Market Analysis...
Ethics of Computing in Pharmaceutical Research,  Computers in Market Analysis...Ethics of Computing in Pharmaceutical Research,  Computers in Market Analysis...
Ethics of Computing in Pharmaceutical Research, Computers in Market Analysis...
 
computer aided biopharmaceutical characterization :gastrointestinal absorptio...
computer aided biopharmaceutical characterization :gastrointestinal absorptio...computer aided biopharmaceutical characterization :gastrointestinal absorptio...
computer aided biopharmaceutical characterization :gastrointestinal absorptio...
 
Pharmaceutical automation
Pharmaceutical automationPharmaceutical automation
Pharmaceutical automation
 
Clinical Data Collection & Clinical Data Management Naveen Balaji
Clinical Data Collection & Clinical Data Management Naveen BalajiClinical Data Collection & Clinical Data Management Naveen Balaji
Clinical Data Collection & Clinical Data Management Naveen Balaji
 
GIT Absorption Simulation
GIT Absorption SimulationGIT Absorption Simulation
GIT Absorption Simulation
 
Ethics of computing in pharmaceutical research
Ethics of computing in pharmaceutical researchEthics of computing in pharmaceutical research
Ethics of computing in pharmaceutical research
 
Computer aided formulation development
Computer aided formulation developmentComputer aided formulation development
Computer aided formulation development
 
Computer aided formulation development
Computer aided formulation developmentComputer aided formulation development
Computer aided formulation development
 
Computers in Pharmaceutical emulsion development.
Computers in Pharmaceutical emulsion development. Computers in Pharmaceutical emulsion development.
Computers in Pharmaceutical emulsion development.
 
Computer aided formulation development
Computer aided formulation developmentComputer aided formulation development
Computer aided formulation development
 
Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...
Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...
Virtual trial, Fed vs fasted state, In vitro dissolution & IVIC correlation ,...
 
Computational modeling in drug disposition
Computational modeling in drug dispositionComputational modeling in drug disposition
Computational modeling in drug disposition
 
History of computers in pharmaceutical research & development
History of computers in pharmaceutical research & developmentHistory of computers in pharmaceutical research & development
History of computers in pharmaceutical research & development
 

Similar to artificial intelligence and robotics

artifical intelligence (ai), robotics and cf in pharmaceutical dynamics
artifical intelligence (ai), robotics and cf in pharmaceutical dynamicsartifical intelligence (ai), robotics and cf in pharmaceutical dynamics
artifical intelligence (ai), robotics and cf in pharmaceutical dynamicssurya singh
 
Robotics in pharmaceutical industries
Robotics in pharmaceutical industriesRobotics in pharmaceutical industries
Robotics in pharmaceutical industriesMounika tirumala
 
Unit 5c Pharmaceutical Automation-converted.pptx
Unit 5c Pharmaceutical Automation-converted.pptxUnit 5c Pharmaceutical Automation-converted.pptx
Unit 5c Pharmaceutical Automation-converted.pptxAnshikaChoudhary38
 
Artificial Intelligence.pptx
Artificial Intelligence.pptxArtificial Intelligence.pptx
Artificial Intelligence.pptxaditiwaghmare3
 
Smart Garment Factory
Smart Garment FactorySmart Garment Factory
Smart Garment FactoryAbhishek Raj
 
Rescue Robot CTIT.pptx
Rescue Robot CTIT.pptxRescue Robot CTIT.pptx
Rescue Robot CTIT.pptxRajpatel203800
 
Pomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptx
Pomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptxPomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptx
Pomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptxPalakGupta784548
 
Stc 2016 regional-round-iot testing in agile.
Stc 2016 regional-round-iot testing in agile.Stc 2016 regional-round-iot testing in agile.
Stc 2016 regional-round-iot testing in agile.Archana Krushnan
 
4 Advantages Artificial Intelligence Can Offer Industry 4.pptx
4 Advantages Artificial Intelligence Can Offer Industry 4.pptx4 Advantages Artificial Intelligence Can Offer Industry 4.pptx
4 Advantages Artificial Intelligence Can Offer Industry 4.pptxArpitGautam20
 
How will the ‘apparel factories of the future’ look like?
How will the ‘apparel factories of the future’ look like?How will the ‘apparel factories of the future’ look like?
How will the ‘apparel factories of the future’ look like?ThreadSol
 
Convergence of Transitioning Technologies
Convergence of Transitioning TechnologiesConvergence of Transitioning Technologies
Convergence of Transitioning TechnologiesKariappa Bheemaiah
 
AI and Robotics in Pharma Industry_Slideshare_09102023.pdf
AI and Robotics in Pharma Industry_Slideshare_09102023.pdfAI and Robotics in Pharma Industry_Slideshare_09102023.pdf
AI and Robotics in Pharma Industry_Slideshare_09102023.pdfSheelaSuthar1
 
Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...
Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...
Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...Lviv Startup Club
 

Similar to artificial intelligence and robotics (20)

artifical intelligence (ai), robotics and cf in pharmaceutical dynamics
artifical intelligence (ai), robotics and cf in pharmaceutical dynamicsartifical intelligence (ai), robotics and cf in pharmaceutical dynamics
artifical intelligence (ai), robotics and cf in pharmaceutical dynamics
 
Robotics in pharmaceutical industries
Robotics in pharmaceutical industriesRobotics in pharmaceutical industries
Robotics in pharmaceutical industries
 
Unit 5c Pharmaceutical Automation-converted.pptx
Unit 5c Pharmaceutical Automation-converted.pptxUnit 5c Pharmaceutical Automation-converted.pptx
Unit 5c Pharmaceutical Automation-converted.pptx
 
Artificial Intelligence.pptx
Artificial Intelligence.pptxArtificial Intelligence.pptx
Artificial Intelligence.pptx
 
Industrial robots
Industrial robotsIndustrial robots
Industrial robots
 
Robotic Cleaning Equipment: Enhancing Efficiency
Robotic Cleaning Equipment: Enhancing EfficiencyRobotic Cleaning Equipment: Enhancing Efficiency
Robotic Cleaning Equipment: Enhancing Efficiency
 
Smart Garment Factory
Smart Garment FactorySmart Garment Factory
Smart Garment Factory
 
Rescue Robot CTIT.pptx
Rescue Robot CTIT.pptxRescue Robot CTIT.pptx
Rescue Robot CTIT.pptx
 
Automation in food industry
Automation in food industryAutomation in food industry
Automation in food industry
 
Industrial Automation.pptx
Industrial Automation.pptxIndustrial Automation.pptx
Industrial Automation.pptx
 
Pomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptx
Pomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptxPomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptx
Pomkmmmmmmmmmmiiooo89iuuoooooooouop99ii.pptx
 
Stc 2016 regional-round-iot testing in agile.
Stc 2016 regional-round-iot testing in agile.Stc 2016 regional-round-iot testing in agile.
Stc 2016 regional-round-iot testing in agile.
 
4 Advantages Artificial Intelligence Can Offer Industry 4.pptx
4 Advantages Artificial Intelligence Can Offer Industry 4.pptx4 Advantages Artificial Intelligence Can Offer Industry 4.pptx
4 Advantages Artificial Intelligence Can Offer Industry 4.pptx
 
AI applications
AI applicationsAI applications
AI applications
 
Application of Artificial Intelligence
Application of Artificial IntelligenceApplication of Artificial Intelligence
Application of Artificial Intelligence
 
How will the ‘apparel factories of the future’ look like?
How will the ‘apparel factories of the future’ look like?How will the ‘apparel factories of the future’ look like?
How will the ‘apparel factories of the future’ look like?
 
Convergence of Transitioning Technologies
Convergence of Transitioning TechnologiesConvergence of Transitioning Technologies
Convergence of Transitioning Technologies
 
Wcm4
Wcm4Wcm4
Wcm4
 
AI and Robotics in Pharma Industry_Slideshare_09102023.pdf
AI and Robotics in Pharma Industry_Slideshare_09102023.pdfAI and Robotics in Pharma Industry_Slideshare_09102023.pdf
AI and Robotics in Pharma Industry_Slideshare_09102023.pdf
 
Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...
Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...
Ivan Horodyskyy - “AI and Law: Recent Developments of Legal Regulation in the...
 

More from SUJITHA MARY

LIQUID DOSAGE FORMS.pptx
LIQUID DOSAGE FORMS.pptxLIQUID DOSAGE FORMS.pptx
LIQUID DOSAGE FORMS.pptxSUJITHA MARY
 
COMPLAINTS. UNIT IV
COMPLAINTS. UNIT IVCOMPLAINTS. UNIT IV
COMPLAINTS. UNIT IVSUJITHA MARY
 
Good laboratoty practise
Good laboratoty practise Good laboratoty practise
Good laboratoty practise SUJITHA MARY
 
calibration-and-validation
calibration-and-validationcalibration-and-validation
calibration-and-validationSUJITHA MARY
 
Nanoparticle for drug delivery system
Nanoparticle for drug delivery systemNanoparticle for drug delivery system
Nanoparticle for drug delivery systemSUJITHA MARY
 
Drug absorption from the gastrointestinal tract
Drug absorption from the gastrointestinal tractDrug absorption from the gastrointestinal tract
Drug absorption from the gastrointestinal tractSUJITHA MARY
 
Pharmacokinetics&pharmacodynamics of biotechnological pdts
Pharmacokinetics&pharmacodynamics of biotechnological pdtsPharmacokinetics&pharmacodynamics of biotechnological pdts
Pharmacokinetics&pharmacodynamics of biotechnological pdtsSUJITHA MARY
 
Modified release drug products
Modified release drug productsModified release drug products
Modified release drug productsSUJITHA MARY
 
Biopharmaceutic considerations in drug product design and in
Biopharmaceutic considerations in drug product design and inBiopharmaceutic considerations in drug product design and in
Biopharmaceutic considerations in drug product design and inSUJITHA MARY
 
Computational modeling in drug disposition
Computational modeling in drug dispositionComputational modeling in drug disposition
Computational modeling in drug dispositionSUJITHA MARY
 
Ethics of computing in pharmaceutical research
Ethics of computing in pharmaceutical researchEthics of computing in pharmaceutical research
Ethics of computing in pharmaceutical researchSUJITHA MARY
 
Computers in pharmaceutical research and development
Computers in pharmaceutical research and developmentComputers in pharmaceutical research and development
Computers in pharmaceutical research and developmentSUJITHA MARY
 
Computational modelling of drug disposition active transport
Computational modelling of  drug disposition active transportComputational modelling of  drug disposition active transport
Computational modelling of drug disposition active transportSUJITHA MARY
 
Surfactants classification and application in cosmetics
Surfactants   classification and application in cosmetics Surfactants   classification and application in cosmetics
Surfactants classification and application in cosmetics SUJITHA MARY
 
Transport models biopharamaceutics
Transport models biopharamaceuticsTransport models biopharamaceutics
Transport models biopharamaceuticsSUJITHA MARY
 
targeted drug delivery slide
 targeted  drug delivery slide targeted  drug delivery slide
targeted drug delivery slideSUJITHA MARY
 

More from SUJITHA MARY (20)

POWDERS.pptx
POWDERS.pptxPOWDERS.pptx
POWDERS.pptx
 
LIQUID DOSAGE FORMS.pptx
LIQUID DOSAGE FORMS.pptxLIQUID DOSAGE FORMS.pptx
LIQUID DOSAGE FORMS.pptx
 
DOSAGE FORM.pptx
DOSAGE FORM.pptxDOSAGE FORM.pptx
DOSAGE FORM.pptx
 
COMPLAINTS. UNIT IV
COMPLAINTS. UNIT IVCOMPLAINTS. UNIT IV
COMPLAINTS. UNIT IV
 
Quality by deign
Quality by deignQuality by deign
Quality by deign
 
Good laboratoty practise
Good laboratoty practise Good laboratoty practise
Good laboratoty practise
 
calibration-and-validation
calibration-and-validationcalibration-and-validation
calibration-and-validation
 
warehousing
warehousingwarehousing
warehousing
 
Nanoparticle for drug delivery system
Nanoparticle for drug delivery systemNanoparticle for drug delivery system
Nanoparticle for drug delivery system
 
Drug absorption from the gastrointestinal tract
Drug absorption from the gastrointestinal tractDrug absorption from the gastrointestinal tract
Drug absorption from the gastrointestinal tract
 
Pharmacokinetics&pharmacodynamics of biotechnological pdts
Pharmacokinetics&pharmacodynamics of biotechnological pdtsPharmacokinetics&pharmacodynamics of biotechnological pdts
Pharmacokinetics&pharmacodynamics of biotechnological pdts
 
Modified release drug products
Modified release drug productsModified release drug products
Modified release drug products
 
Biopharmaceutic considerations in drug product design and in
Biopharmaceutic considerations in drug product design and inBiopharmaceutic considerations in drug product design and in
Biopharmaceutic considerations in drug product design and in
 
Computational modeling in drug disposition
Computational modeling in drug dispositionComputational modeling in drug disposition
Computational modeling in drug disposition
 
Ethics of computing in pharmaceutical research
Ethics of computing in pharmaceutical researchEthics of computing in pharmaceutical research
Ethics of computing in pharmaceutical research
 
Computers in pharmaceutical research and development
Computers in pharmaceutical research and developmentComputers in pharmaceutical research and development
Computers in pharmaceutical research and development
 
Computational modelling of drug disposition active transport
Computational modelling of  drug disposition active transportComputational modelling of  drug disposition active transport
Computational modelling of drug disposition active transport
 
Surfactants classification and application in cosmetics
Surfactants   classification and application in cosmetics Surfactants   classification and application in cosmetics
Surfactants classification and application in cosmetics
 
Transport models biopharamaceutics
Transport models biopharamaceuticsTransport models biopharamaceutics
Transport models biopharamaceutics
 
targeted drug delivery slide
 targeted  drug delivery slide targeted  drug delivery slide
targeted drug delivery slide
 

Recently uploaded

Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableDipal Arora
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
Low Rate Call Girls Kochi Anika 8250192130 Independent Escort Service Kochi
Low Rate Call Girls Kochi Anika 8250192130 Independent Escort Service KochiLow Rate Call Girls Kochi Anika 8250192130 Independent Escort Service Kochi
Low Rate Call Girls Kochi Anika 8250192130 Independent Escort Service KochiSuhani Kapoor
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...indiancallgirl4rent
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableNehru place Escorts
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...astropune
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...narwatsonia7
 

Recently uploaded (20)

Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD available
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
Low Rate Call Girls Kochi Anika 8250192130 Independent Escort Service Kochi
Low Rate Call Girls Kochi Anika 8250192130 Independent Escort Service KochiLow Rate Call Girls Kochi Anika 8250192130 Independent Escort Service Kochi
Low Rate Call Girls Kochi Anika 8250192130 Independent Escort Service Kochi
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
 

artificial intelligence and robotics

  • 1. Artificial Intelligence and Robotics presented by: sujitha mary M.Pharm Pharmaceutics 1
  • 2. CONTENTS: • Introduction • Pharmaceutical automation • Applications • Advantages & Disadvantages • Current and future directions • Conclusion 2
  • 3. Introduction: • Artificial Intelligence (AI) is a general term that implies the use of a computer to model and/or replicate intelligent behavior. • Research in AI focuses on the development and analysis of algorithms that learn and/or perform intelligent behavior with minimal human intervention. • Robot is derived from the Czech word meaning is ‘forced labour’ • Robotics is a use of computer controlled robots to do manual tasks. 3
  • 4. • AI & robotics have a common route. Birth of AI and robotics took place in same period and initially there was no differentiation between both. • Robots are the hardwares and AI is software. • Robot refer to the application-work being done and AI tends to focus on intelligence needed to do the work. • AI- focus on brain function replacement- thinking & Robotics on mechanical implementations. • AI embedded to mechanical system is called as robotics. 4
  • 5. General overview: • Artificial intelligence is the “The science and engineering of making intelligent machines, especially intelligent computer programs”. • This generally involves borrowing characteristics from human intelligence, and applying them as algorithms in a computer friendly way. • Robots are programmable machines that imitate human behavior. It needs to be able to sense and understand its environment as well as be able to perform physical tasks. 5
  • 6. Goals of AI • To Create Expert Systems − The systems which exhibit intelligent behavior, learn, demonstrate, explain, and advice its users. • To Implement Human Intelligence in Machines − Creating systems that understand, think, learn, and behave like humans. • Artificial intelligence is a science and technology based on disciplines such as Computer Science, Biology, Psychology, Linguistics, Mathematics, and Engineering. • A major thrust of AI is in the development of computer functions associated with human intelligence, such as reasoning, learning, and problem solving. 6
  • 7. Pharmaceutical Automation • Automation in the laboratory has been around for decades, but historically accessibility and ease of use was reserved for high value processes. • With advances in technology and software, automation has become more accessible and more organizations are investing in automation strategies to improve their operations and services. • By automating processes and streamlining data capture, organizations reduce the number one cause of error in a process – humans. • With advances in technology and software, automation has become more accessible and more organizations are investing in automation strategies to improve their operations and services. 7
  • 8. • Current computer and peripheral systems have increased the capabilities and flexibility of robot technology ,robots soon could be critical to drug manufacturers' efforts to reduce costs, ensure consistent product quality, and increase efficiency. • A robot is an automated system that incorporates a sensor, an intelligent decision-making algorithm, and an actuator, • Robots fall into two main categories. Arm robots mimic the structure of the human arm and are good for pick-and-place functions. • Parallel robots comprise a platform mounted on "legs." These systems provide more precision (e.g., for insertion) than arm robots. • A pharmaceutical manufacturer must pay particular attention to the robot's end effecter (e.g., its gripper), the part that will come into contact with the product. • A company also must consider its sterility requirements and whether the robot will manipulate fragile containers. 8
  • 9. • Automation and compliance • Automation improves compliance and minimizes deviations by connecting instruments to electronic systems, so users don’t have to manually enter data. • But moving data from on-premise systems to cloud systems can raise encryption and security concerns among organization. • data security challenges around moving and transferring data, more education on the options available to address these concerns, such as encryption, is needed. • Generally, there are two stages in the data transferring encryption process that organizations need to be aware of – these are data encryption in transit (data being transferred via a network that potentially could be intercepted) and data encryption at rest (inactive data that is stored physically in any digital form). 9
  • 10. Applications 1.Laboratories. • Pharmaceutical laboratories now use robots to perform tests because they are easy to automate using traditional pick-and-place machines. • Equipment vendors have begun providing the industry with laboratory instruments that incorporate robots. For example, SciGene makes a laboratory bench that includes a robot that prepares DNA samples. The laboratory technician does not need engineering skills; he or she can use the robot by following simple instructions, 2.Packaging: • The flexibility of a robotic system is especially useful in packaging applications such as primary packaging, placing primary cartons in a case, and loading the case on a pallet • Such capabilities are particularly beneficial if a company makes multiple products or different product package configurations on a single production line. • companies are now adopting track-and-trace capabilities in packaging. "In many cases, replacing human labor in packaging by automation or a robotic system will provide a more error-free operation 10
  • 11. • Potential applications • Because it is a repetitive activity that requires great reproducibility to produce a high-quality product, aseptic filling would particularly benefit from robotic automation. • Any technology that can remove the operator from the cleanroom logically will provide for a higher probability of producing a sterile product • In addition, robots could enhance quality assurance and quality control by enabling 100% inspection, which is difficult for humans to achieve. • A robotic system consisting of several cameras and a conveyor belt "could actually take a picture of each pill as it goes down the line and kick off any minor, imperceptible flaw, so that only perfect product gets through," • They can also check products for weight, color, or barcodes 11
  • 12. • Fraudulent medications • With the advent of online pharmacies, there have been an overwhelming number of cases of medications that are not what they claim to be on the packaging. • The pharmaceutical industry has therefore placed an increasing emphasis on being able to trace drugs from manufacturing all the way to the point of sale or dispensing. • Robotic pharmacies • total robotic pharmacies in the future that could do away with the need for a pharmacist to physically dispense medications. • The benefits of robotic dispensing are decreased errors in giving out incorrect medicines and reduced staff latency resulting in increased overall efficiency of the pharmacy at hand. 12
  • 13. Advantages 1. Accuracy: Robotic systems are more accurate and consistent than their human counterparts. • 2. Tirelessness: A robot can perform a 96 man-hour project in 10 hours with more consistency and higher quality results. • 3. Reliability: Robots can work 24 hours a day, seven days a week without stopping or tiring. • 4. Return on investment (ROI): There is quick turn-around with ROI. Plus, with the increase in quality and application speed, there are the benefits of increased production possibilities. • 5. Affordability: With the advancements in technology and affordable robotics becoming available at less cost, more pick and place robotic cells are being installed for automation applications. 13
  • 14. • 6. Production: With robots, throughput speeds increase, which directly impacts production. • 7. Quality: Applications are performed with precision and high repeatability every time. • 8. Speed: Without breaks or hesitation, robots are able to alter productivity by increasing throughput. • 9. Flexibility: Changes in their End of Arm Tooling (EOAT) developments and vision technology have expanded the application-specific abilities of packaging robots. • 10. Safety: Workers are moved to supervisory roles, so they no longer have to perform dangerous applications in hazardous settings. 14
  • 15. • 11. Savings: Greater worker safety leads to financial savings. There are fewer healthcare and insurance concerns for employers. • 12. Redeployment: The flexibility of robots is usually measured by their ability to handle multiple product changes over time, but they can also handle changes in product life cycles. • 13. Reduced chances of contamination: Removing people from the screening process reduces the potential for contamination and the potential for dropped samples when handling them in laboratories. • 14. Cost: Paybacks for the purchase of robotic equipment in the pharmaceutical industry, given the fairly high hourly labor rates paid to employees, number of production shifts, and the low cost of capital. • 15. Work continuously in any environment: robots are impervious to many environments that would not be safe for humans. 15
  • 16. Disadvantages • 1. Expense: The initial investment of robots is significant, especially when business owners are limiting their purchases to new robotic equipment 2. Dangers and fears: The principal theme is the robots' intelligence and ability to act could exceed that of humans, that they could develop a conscience and a motivation to take over or destroy the human race. 3. Expertise: Employees will require training in programming and interacting with the new robotic equipment. This normally takes time and financial output. 4. Return on investment (ROI): Incorporating industrial robots does not guarantee results. Without planning, companies can have difficulty achieving their goals. 5. Safety: Robots may protect workers from some hazards, but in the meantime, their very presence can create other safety problems. These new dangers must be taken into consideration. 16
  • 17. Current challenges and future directions • Challenges in Robotics in India • high cost of adoption, • availability of skilled talent • procurement of hardware components. • the cost of adopting Robotic technology is very high due to the cost of procuring imported hardware components as well as training personnel. • As Robotics is a multidisciplinary field, acquiring and retaining quality talent is a big issue. • the capital-intensive nature of Robotics adoption when compared to the low cost of human labour clearly tips the scale in favour of the latter. 17
  • 18. in general hardware businesses are challenging because of all the paperwork involved in importing hardware parts into India. there is a scarcity of talent that specializes in the many disciplines such as electrical, embedded, software and mechanical that make up Robotics. Importing quality components leads to longer lead times and other excise and licensing woes is also a major concern for them, in addition to finding early adopter customers of Robotics. • the absence of hardware companies that can cater to them and the dependence on countries like China, USA and Europe to procure the necessary components as a major stumbling block. 18
  • 19. • Ethics • Stop me if you’ve heard concerns about robot ethics before. All kidding aside, it’s a major challenge, and the robotics industry is well aware of. The study breaks down ethical problems into five topics: • Sensitive tasks that should require human supervision could be delegated entirely to robots • Humans will no longer take responsibility for failures • Unemployment and de-skilling of the workforce • AI could erode human freedom • Using AI in unethical ways 19
  • 20. • Social robots for long-term engagement • Humans are, generally, adept at interpreting social behavior. Robots are not. The study says the three biggest challenges of building social robots that truly interact with humans are modeling social dynamics, learning social and moral norms, and building a robotic theory of mind • Today’s social robots have been designed for short interactions, which isn’t how human relationships work. Social robots must expand from moment-to- moment engagements to long-term relationships. 20
  • 21. • A major challenge is in teaching robots concepts that humans easily understand, like trust. • Human robot interaction: • Robots have to cooperate with human both safely and efficiently • For this to happen major improvements have to be done in hardware and software. 21
  • 22. Future: • Artificial intelligence and machine learning present the industry with a real opportunity to do R & D differently. • It can substantially improve success at early stages of drug development. • Accelerating the drug discovery with technology • AI give us much wider space in drug discovery. • The technology will help in terms of the industry’s selection of patients to clinical trial & company can indentify any issues in compound much earlier 22
  • 23. Future of Robotics in India  There is no denying that Robotic technologies are all set to change the way things are done in the industries in which they are being implemented.  Robotics mainly capturing industries like manufacturing, pharmaceutical, packaging and inspection.  A bit of Robotics would also be seen in the healthcare sector primarily in the form of assistive and skill development technologies.  Robotics will very soon become an important aspect of our lives  As with other technologies, adoption in India is usually sluggish, however, once picked up, it does follow a steeper growth trajectory.  in various sectors where demand is rising, there will be huge opportunities and hence a higher rate of adoption of Robotic technology 23
  • 24.  Due to globalization and high industrialization, Robotics in India is poised for a bright future.  Considering that India is already a manufacturing hub catering to the whole world, the use of robots in every aspect of manufacturing will provide the necessary edge to companies.  As there is acute shortage of reliable blue colour labour in all industries, coming up with Robotic solutions that can solve this problem will lead to the growth of a separate Robotics sector in India.” 24
  • 25. In future it wont be physicists building nanobots to cure health problems but it will be pharmacologists that know how body system works. Because of nanobots a new generation adds up a new capability or cure for something which was previously untreatable. Once we have algorithm to teach an AI to analyse massive data we can free up humans. 25
  • 26. conclusion  AI is awakening fear and enthusiasm in equal measures.  AI main assumption is intelligence can be represented in terms of symbol structures or operations which can programmed in digital computers.  Now the great challenge of AI is representing commonsense knowledge and experience that allows people to do day to day work.  However if humans blindly follow automated instructions, without knowing how to question this could have negative implication. 26
  • 27. NANO-ROBOTS Nano-robots are so tiny machines that they can traverse the human body very easily. When a nano-robot enters into the body of a patient would seek for infected cells and would repair them without causing any damage to the healthy cells. The nano-robot will remain outside the cell while the nano- manipulators will penetrate into targeted or damaged cell thus avoiding any possibility of causing damage to the intracellular skeleton. Thus these nano-robots when enter into human bloodstream provide cell surgery and extreme life prolongation. Each nano-robot by itself will have limited capabilities, but the coordinated effort of a multitude will produce the desired system level results. Coordination is needed across the board for communication, sensing, and acting and poses a major research challenge 27