applied ai to solve business challenges in energy sector
TRANSCRIPT
Applied AI to solve Business challenges in Energy sector
Luis Mesas, CTO at Terminus7
EnergyTech Spain, 30 Nov. 2017
www.intelygenz.com
IN THE CUTTING EDGE OF SOFTWARE SINCE 2002
MADRIDSAN FRANCISCO
DELIVERING SOFTWARE THAT SOLVES BUSINESS CHALLENGES OF INDUSTRY LEADERS
www.intelygenz.com
BANKING AUTOMOTIVE
TECHNOLOGY TSP
MEDIA AGENCIES
RETAIL ENERGY
REAL STATE INSURANCE INNOVATION
FINTECH
TECHNOLOGY SOLUTIONS FOR THE DIGITAL AGE
I N T E LYG EN Z
SOFTWARE
I N T E LYG EN Z
ACADEMY
I N T E LYG EN Z
TERMINUS7
I N T E LY G E N Z
TESTED BY BOTS
I N T E LY G E N Z
HONEST CODE
If you have a dream, we can write the code
Leveraging business through knowledge on technology
Applied AI to solve Business challenges
Next generation of testing driven by Bots
Software testing.It’s all about automatization
Corporate Open Innovation Platform
www.intelygenz.com
I N T E LYG EN Z
SOFTWARE
I N T E LYG EN Z
TERMINUS7
Artificial Intelligence applied to Present and Future
of Energy
A brief history
1950 1952–1956 1956–1974 1974–1980 1980–1987 1987–1993 1993–2001 2001–presentTu
ring’s t
est
The b
irth of
artific
ial inte
lligenc
e
The g
olden
years
The fi
rst AI w
inter
AI Boom
Bust: th
e seco
nd AI w
inter
Expert s
ystem
s ages
IBM Deep Blue
wins Kasp
arov
Starts t
he Deep
learnin
g and
big da
ta ages
1985 1999
IBM starts
Deep Blue
’ devel
opment
NVIDIA cre
ates th
e world
’s first
GPU2007
NVIDIA / AT
I 100 G
igaFL
OPs GPUs
2003 2016
NVIDIA DGX-1
170 Te
raFLO
Ps
NVIDIA / AT
I 10 Giga
FLOPs G
PUs2010
NVIDIA / AT
I 1 Ter
aFLO
P GPUs2015
NVIDIA / AT
I 10 Te
raFLO
P GPUs
ScienceTechnology
Video games and CGI for movies AI / Deep Learning
Research focused General applied AI
Pure research
2016Alph
aGo w
ins Le
e Sedo
l
2010IBM W
atson
wins Je
opardy
2014Goog
le show
s a dr
iverles
s car
2012Appl
e’s int
roduce
s Siri
Firsts
AI mobi
le chip
s anno
unced
2017
Firsts real applications
CUDA
Our history
2016
NVIDIA DGX-1
170 Te
raFLO
Ps2010
NVIDIA / AT
I 1 Ter
aFLO
P GPUs2015
NVIDIA / AT
I 10 Te
raFLO
P GPUs
AI / Deep Learning
General applied AI
20162010IBM W
atson
wins Je
opardy
2014Goog
le show
s a dr
iverles
s car
2012Appl
e’s int
roduce
s Siri
Firsts
AI mobi
le chip
s anno
unced
2017
2015 W
e star
t apply
ing ne
w AI tech
nique
s
2017 W
e laun
ch th
e T7 M
achine
s
Video games and CGI for movies
Research focused
High re
solut
ion sig
nal an
alysis
Marketin
g Opti
mizatio
n
Energy
Genera
tion P
redicti
on
Applied AI fundamentals
Data + Questions Answers
The T7 Machine is a complete AI solution able to use data to learn,
predict, suggest and take decisions where humans are slow or the task is too complex.
T7 MachineSome Use Cases
Electricity Generation Prediction
Accuracy
86%
8hr Sales
48%
Sales Revenue
36%
T7 Machine
2 Hour Generation Prediction (MW)
4 Hour Generation Prediction (MW)
Training
8 Hour Generation Prediction (MW)
$
$$
$$$
Current Weather
Current Generation
Past Weather
PastGeneration
Expected
Expected
Expected
78% Confidence
89% Confidence
95% Confidence
Work in progress
Correlation discovery between wind turbines
Real-time analysis of high-res signals
Work in progress
T7 Machine
Training
High-res signalObject tracking
Event detection
Pattern discovery
T7 Machine Applied to Planet detection
T7 Machine
52 hoursUsing Montecarlo classic approach
5 minutes
Performance increment
SED Database+15 GB
Systems per hour
11
0,01
Systems per hour
1,100%Incremented
