1. a full-featured chemometrics software online
WSC10, 29th February – 4th March 2016, Samara, Russia
TPTcloud
a full-featured chemometrics software online
Andrey Bogomolov1-3, Vladislav Galyanin1, Vadim Belikov1, Valeria Belikova1
1Samara State Technical University, Samara, Russia;
2Global Modelling, Aalen, Germany; art photonics GmbH, Berlin, Germany

2. State-of-the-art & challenges
Rapid development of analytical instrumentation (e.g. spectroscopy methods)
growing number of analyses and data volumes
Growing data complexity stimulates the development of chemometrics
new algorithms should be quickly implemented in the software
Computational intensity challenge
big data, sophisticated algorithms, intensive optimization
PC may be insufficient for the modelling
Wide dissemination of analysis makes demands for price reduction
the analysis steps into the low-selectivity zone
specialization: shift from all-purpose analyzers to sensors
Increasing communication to the model users
modelling, teaching, consulting, model maintenance
Need for a new-generation software meeting the requirements and expectations
WSC-5, 19 February 2006, Samara

3. What is TPT? TPT = chemometrics tptcloud.com is an…
open…
intended for a wide audience
multivariate data analysis…
chemometrics and machine learning
platform…
more than just a software
…on the web
TPT cloud is your data and model home
TPT cloud is an open all-in-one chemometrics and data analysis software, social analysis and collaboration tool, safe and reliable cloud storage and computing. TPT cloud is also a chemometrics programming interface for delegating modeling from any client programming environment and language. Two base chemometrics formulas are shown on this slide to clear the terminology which I will use through a presentation. X is for data block, measured spectra, and Y-block is a something we want to predict – moisture, fat, or any other concentrations.

4. Traditional modelling workflow
data
model
value
engineer
analyst
user
device
WSC-5, 19 February 2006, Samara

5. Cloud modelling WSC-5, 19 February 2006, Samara expertise computing
storage
computing
expertise
creates a number of new possibilities
solves back-up and synchronization problev
powerful computing expert resourses
WSC-5, 19 February 2006, Samara

6. Bringing experts and users together.
Mission
Bringing experts and users together.

7. TPT-cloud at a glance
TPT-cloud is a full-featured chemometrics toolbox
for quantitative, qualitative and exploratory data analysis
Installation-free platform-independent software
works on any PC or mobile device right in your browser
Data and model hosting
storage, backup, import/export, synchronization on many devices
Team work for data analysis
share, navigate, data and models
Data and model maintenance
prediction diagnostics, model training, model transfer, global modelling
Power of cloud computing
big data analysis, intensive model optimization
Application program interface (API)
call cloud models and algorithms from your application
The main feature of TPT cloud is cloud storage and computing. Its kind of very ambitious idea, but It works. Now your data and models are stored in a unified place, and available for your colleagues by a simple link (but need to note all users must be registered), all tables and pictures you can directly paste to your reports or another software.

8. Data&model container 3 50 5
1020 Y X T P

9. Interactivity
Process, by definition, is a sequence of changing states and
Trajectory can be defined as a line connecting its initial and final states, such as raw material and end product.
T. is composed of the sampling points resulting from analysis, and thus having certain errors.
T. is discrete but can be fitted by an analytical function to interpolate or extrapolate it beyond the analytical and real-time cursors.
T. of a running process should be kept within a predefined acceptability range, and this is one of the main tasks of process control.

10. Projects and objects
Process, by definition, is a sequence of changing states and
Trajectory can be defined as a line connecting its initial and final states, such as raw material and end product.
T. is composed of the sampling points resulting from analysis, and thus having certain errors.
T. is discrete but can be fitted by an analytical function to interpolate or extrapolate it beyond the analytical and real-time cursors.
T. of a running process should be kept within a predefined acceptability range, and this is one of the main tasks of process control.

11. Competition Key features TPT cloud PLS_Toolbox Unscrambler
Import/Export of main formats +
The main preprocessing methods
Linear modeling methods
Non-linear modeling -
N-way analysis �
Multivariate curve resolution
DoE tools, calibration design
+/-
Intensive model optimization
Variable/Interval selection
Cloud storage/computing
Sensor-ready modelling
Works under
Web browser
MATLAB
Windows
All of our competitors have pros and cons.
The main difference of TPT cloud is ability to work online, with collaboration and big teams and to provide intensive model optimization at a dedicated servers on the cloud. You only need google chrome (browser) and register on tptcloud.com to start working.

12. Development plans Business development strategy: attract new users
not only chemometricians!
55 participants at WSC10 chemometrics school
Plans
2016: start sales
2017: taking place “among them”
by 2020: dominating in the market

13. Pricing policy Free-of-charge access with limitations
e.g. on the number of saved models
Time-based licensing
flexible
one-year license is the main form
Single-user one-year license price will be…
lower than a competitors‘ desktop software
higher than a yearly maintenance
Special discount for WSC10 participants
one-year license price reduction up to 50% for purchases within 6 months (prior to the release)

14. Timeline

15. Visualization and preprocessing

16. Regression (octane number)

17. PLS-DA (wines)

18. Publishing potentials
„Camera-ready“ figures
highlighted spectra
selected intervals
Links to the models
the whole statistics
The best models can be accessed online:
Fat content -
Protein content -
Process, by definition, is a sequence of changing states and
Trajectory can be defined as a line connecting its initial and final states, such as raw material and end product.
T. is composed of the sampling points resulting from analysis, and thus having certain errors.
T. is discrete but can be fitted by an analytical function to interpolate or extrapolate it beyond the analytical and real-time cursors.
T. of a running process should be kept within a predefined acceptability range, and this is one of the main tasks of process control.

19. Instead of conclusions
Go to tptcloud.com, register and try
be our beta-tester
Let us know, do you like it or not

20. Acknowledgements For project support The team of developers
Prof. Dmitry Bykov, the rector of to Samara State Technical University
Dr. Viacheslav Artyushenko (art photonics GmbH)
The team of developers
Vladislav Galyanin
Vadim Belikov
Valeria Belikova
Eugene Monin
Andrey Kirov
Nikita Barinov
Alex Shreyner
All of you for attention!

21. your data and model home
tptcloud.com
your data and model home