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RESEARCH UPDATE | Real-Time Enterprise Case Studies

Drivers Avoid Traffic Jams with
Big Data and Analytics
With in-memory computing and big data behind it, Japan’s popular Zenryoku Annai! application is
helping drivers get to their destinations faster and more efficiently—both day and night.
BY JOE MULLICH

T

okyo’s first taxicabs appeared a century ago. Now, about a quarter million of them service the
metropolitan area and beyond. For Nomura Research Institute (NRI), Japan’s largest consulting

and IT consulting firm, all these vehicles crisscrossing the nation represent a huge wealth of information

Nomura Research
Institute at a
Glance

and clues about how to break gridlock in one of the

}  usiness activities:
B
Consulting, financial IT
solutions, industrial IT
solutions, IT platform
services

NRI is analyzing traffic jams in Japan using multiple

}  stablished: April 1, 1965
E

the use of in-memory computing technology, which can

}  eadquarters: Tokyo,
H
Japan
}  apital: 18.6 billion yen
C

process reams of different data types in real time for

world’s most densely populated countries.

sources, including traffic data from sensors around the
country and location data from 12,000 taxicabs. What
enables NRI to keep up with the massive data flow is

Traffic Data Jam in Japan
}  hallenge: 360 million data records of Japanese
C
traffic information needed to be analyzed more
quickly than the several minutes required by
traditional relational database technology.
} Solution: In-memory computing, which can

analyze large amounts of data quickly, was able
to process the 360 million records in just over
one second.

instant analysis.1
Japan can plot out the shortest travel routes, avoid traffic

}  ales: 363.8 billion yen
S
(fiscal 2012, ending
March 31, 2013)

Not too long ago, NRI relied on more traditional

snarls and estimate what time they will arrive at their

technologies. But the database component, in particular,

destinations.4

}  mployees: 5,823 (NRI
E
Group 7,738)

became a stumbling block for this application. According

Source: Nomura Research Institute

to Hiroshi Terada, NRI’s general manager for ERP

Zenryoku Annai! combines information from satellite

solutions, “An ordinary relational database took several

navigation systems linked to sensors at fixed locations

minutes to analyze the 360 million traffic records and we

along roads with traffic data determined through

had problems with real-time data processing.”2

www.nri.co.jp/

statistical analysis on position and speed information
from subscribers, moving vehicles and even pedestrians.5

After NRI implemented in-memory computing technology,
it was able to analyze the millions of records in just over

to the mix. Using all this information, Zenryoku Annai!

one second. “The speed this enables is sudden and

analyzes road conditions and helps drivers plan routes

significant, and has the potential to transform entire

more accurately and over a wider range than is possible

business models,” says Akihiko Nakamura, corporate
1. SAP. “NRI: HANA.” Customer
Testimonial Video. http://goo.gl/gat2AC
2. SAP. “NongFu Spring: Accelerating
performance with SAP HANA.” Customer
Testimonial. http://goo.gl/MAQgp1
3. Ashford, Warwick. “SAP highlights
customer experiences of in-memory
computing at Sapphire Now.”
ComputerWeekly.com, May 19, 2011.
http://goo.gl/gsGp5e
4. Pai, Suraj. “Guest Blog: How to
run an intelligent business.” CIO Asia,
September 14, 2012. http://goo.gl/btFQrt
5., 6. Intel. “Not limited to ERP
applications alone, the Intel® Xeon®
processor E7 family also provides new
business opportunities via in-memory
technology.” Case study, 2011.
http://goo.gl/6nZC9m

Meanwhile, data from thousands of taxicabs is added

with conventional GPS systems.

senior vice president, Services and Industrial Solution
Division, at NRI.3

“As the number of users of our Zenryoku Annai! service
continues to grow, so too does the amount of position

New Business from Big Data

and speed data collected. Accordingly, we must now

NRI is a leading example of how to find huge benefits

process this data faster than ever before,” says Aritaka

from “big data,” the term given to data that comes in

Masuda, general manager of NRI’s Ubiqlink Department,

large volumes, variety and velocity. Thanks to big data,

which is responsible for gathering the traffic information.6

NRI has leveraged its research and traffic analysis
expertise to develop a widely used service called

Masuda says in-memory computing tests have confirmed

“Zenryoku Annai!.” Using this service, subscribers all over

that 360 million data points can be processed in just over

SEPTEMBER 2013 | © Copyright 2013. Bloomberg L.P. All rights reserved.
RESEARCH UPDATE | Real-Time Enterprise Case Studies

one second. The technology has improved search speed by
a factor of more than 1,800 over the department’s previous
relational database management system.

}  otal Cost: $121 billion
T
}  asted Fuel: 2.9 billion gallons
W
} CO2 Emissions: 56 billion pounds


Besides the big boost in speed, NRI found that inmemory computing helps simplify the programming
needed to solve a complex analytical challenge and—

Tokyo at a Glance

somewhat counterintuitively—has even reduced the

}  opulation: 13.2
P
million (metropolitan
area)
} Number of taxicabs:

Approximately 250,000
(metropolitan area)

amount of processing power needed.

}  umber of cars:
N
Approximately 3.33
million
} Total land area: 2,700

square miles

The Price of Traffic Congestion in the
United States in 2012

Source: Texas AM Transportation Institute15

The NRI findings come at a time when many government
agencies and companies in Japan are exploring new

“In addition to making real-time processing possible, this

ways to leverage traffic data and other sources in an

approach simplifies traffic-data generation logic,” says

effort to improve quality of life issues. Toyota, which is the

Kenji Honda, an NRI senior systems analyst in the Ubiqlink

largest provider of taxis in Japan, recently announced it

Business Planning Group. He says the higher speed of

is using real-time traffic information from 700,000 Toyota

data extraction processing achievable with in-memory

vehicles on the country’s roads to offer what it calls a

computing means that historical data can be processed

“big data” service to local governments and businesses.

on a continuous basis. This, in turn, reduces the amount of

The service is aimed at helping drivers during disasters

computer resources required to perform calculations.

and emergencies. Drivers will be encouraged to share

7

their own observations on road conditions, including

A Better Quality of Life

blocked paths and strong winds, with other drivers

The ability to analyze traffic jams more quickly—and thus

around the country.12

to potentially alleviate issues faster—is crucial in nation’s
like Japan, which can be crippled by traffic congestion.
During the country’s largest spring break, traffic jams can

2 |

Government also wants to use car navigation data to

stretch 37 miles or more.8
7. Intel. “Not limited to ERP
applications alone, the Intel® Xeon®
processor E7 family also provides new
business opportunities via in-memory
technology.” Case study, 2011.
http://goo.gl/6nZC9m
8. Yamanaka, Megumi and Yuji Okada.
“Japan Braces for Record Traffic Jams
as Aso Cuts Highway Tolls.” Bloomberg,
April 27, 2009. http://goo.gl/9i93AX
9. Texas AM Traffic Institute. “As Traffic
Jams Worsen, Commuters Allowing
Extra Time for Urgent Trips.” February 5,
2013. http://goo.gl/fyNEJL
10. Hotz, Robert Lee. “The Hidden
Toll of Traffic Jams.” The Wall Street
Journal,” November 6, 2011.
http://goo.gl/mOjIMK
11. Enterprise Innovation Editors. “Traffic
congestion top cause of employee
stress, declining productivity.” Enterprise
Innovation,” March 14, 2011.
http://goo.gl/mIDZYz
12. The Associated Press. “Toyota to try
out real-time traffic data service in Japan
next month.” CTV News, May 29, 2013.
http://goo.gl/TNbFe5
13. JIJI. “Government wants car
navigation data to monitor post-disaster
traffic.” The Japan Times, August 3,
2013. http://goo.gl/yRnbtU
14. Intel. “Not limited to ERP
applications alone, the Intel® Xeon®
processor E7 family also provides new
business opportunities via in-memory
technology.” Case study, 2011.
http://goo.gl/6nZC9m
15. Texas AM Traffic Institute. “As
Traffic Jams Worsen, Commuters
Allowing Extra Time for Urgent Trips.”
February 5, 2013. http://goo.gl/fyNEJL

A recent report in The Japan Times notes the Japanese
better monitor traffic after disasters.13 The Transport
Ministry found it was able to check conditions on only 79

Traffic congestion also can and does have a significant

percent of the nation’s roadways on the night after the

impact on quality of life and the economy in many major

earthquake and tsunami ravaged the Tohoku region in

cities around the world. For example, a 2013 report from the

2011. Following the disaster, the ministry discovered that

Texas AM Transportation Institute found that the financial

traffic data collected from car navigation systems clearly

cost of congestion in the United States in 2011 was $121

showed roads on which no vehicles were running. Being

billion, translating to $818 per U.S. commuter.

able to understand traffic conditions immediately, both

9

day and night, is a crucial aid in responding to a disaster.
The likely negative impact that traffic jams have on public
health is an even greater concern. As roadways choke on

All this demonstrates the growing need for—and benefits

traffic, researchers suspect that the tailpipe exhaust from

of—using big data in the public sector. “In the past, it

cars and trucks—already implicated in heart disease and

could easily have taken several hours to process large

cancer—may also injure brains cells and synapses key to

volumes of data, and for this reason, I suspect many of

memory.10 According to one analysis, drivers traveling the

our clients ultimately abandoned the process of data

10-worst U.S. traffic corridors annually spend an average

analysis” in the public sector, says NRI’s Masashi. “But in-

of 140 hours, or about the time spent in the office in a

memory computing may well provide a way to offer faster,

month. Meanwhile, a 2013 survey by workplace solutions

tailored solutions to them.”14 •

provider Regus suggests that traffic congestion and
crowded public transportation systems are the top
causes of stress and declining productivity among Hong
Kong employees.11

Bloomberg Businessweek Research Services

Joe Mullich is a freelance business and technology
writer based in Sherman Oaks, Calif.
This research project was funded by a grant from SAP.
SPONSOR’S STATEMENT

Innovation Bridges Public Sector
Goals vs. Performance Gap

T

he new survey, qualitative interviews and report from Bloomberg Businessweek
Research Services clearly shows that most public sector agencies are struggling
to deliver better service to their citizens while contending with severe financial

constraints. But a host of technology innovations can help ensure safety, further improve
quality of life and increase confidence in government. SAP’s public sector industry team
presents some ideas on how public sector leaders can bridge the gap between what they
want to deliver and what their budgets will enable them to do.
What are some leading-edge innovations that can help public sector agencies harness the

SAP Recipe for
Success

power of big data?
The public sector is emerging as the single largest producer and consumer of big data and

} SAP HANA platform to

handle your big data
challenges
}  AP BusinessObjects
S
Business Intelligence
and SAP Lumira enable
every individual in the
organization to easily
visualize big data and
get unique insights
anytime, anywhere
} SAP Predictive

Analysis empowers
business users to get
predictive insights easily,
model alternatives and
take action based on
advanced analytics

will benefit greatly from the innovations we deliver. We think the SAP HANA platform
should play a key role in helping public sector agencies rapidly and easily crunch very large
volumes of granular data and take immediate action—which is where traditional relational
databases fail.
Modern analytical tools powered by the SAP HANA platform can help agencies exploit
the opportunity of big data by empowering users to access information anywhere, adapt
to changing conditions, more accurately predict outcomes and, ultimately, make better
decisions. Analytics tools are now much more intuitive and powerful, and they are no
longer the domain of a select few data analysts and scientists. Instead, real-time analytics
presented in easy-to-digest visual form are now available for all stakeholders.
How does a public sector agency get started, given budget constraints?
Agencies should identify and prioritize use cases that could provide value to the public
and that big data can address. They should also take into consideration the technical and
organizational feasibility, along with the potential value of the identified use cases.
Target the highest value use case(s) first and then consider taking a phased approach to
deploying a big data framework that is optimized across devices and delivery options—
cloud, on-premises or hybrid. Next, implement an integrated real-time reporting and
analytics solution and make it available.
For more information, please visit the SAP public sector technology Web site:
www.sap.com/publicsector

2

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Drivers Avoid Traffic Jams with Big Data and Analytics

  • 1. RESEARCH UPDATE | Real-Time Enterprise Case Studies Drivers Avoid Traffic Jams with Big Data and Analytics With in-memory computing and big data behind it, Japan’s popular Zenryoku Annai! application is helping drivers get to their destinations faster and more efficiently—both day and night. BY JOE MULLICH T okyo’s first taxicabs appeared a century ago. Now, about a quarter million of them service the metropolitan area and beyond. For Nomura Research Institute (NRI), Japan’s largest consulting and IT consulting firm, all these vehicles crisscrossing the nation represent a huge wealth of information Nomura Research Institute at a Glance and clues about how to break gridlock in one of the } usiness activities: B Consulting, financial IT solutions, industrial IT solutions, IT platform services NRI is analyzing traffic jams in Japan using multiple } stablished: April 1, 1965 E the use of in-memory computing technology, which can } eadquarters: Tokyo, H Japan } apital: 18.6 billion yen C process reams of different data types in real time for world’s most densely populated countries. sources, including traffic data from sensors around the country and location data from 12,000 taxicabs. What enables NRI to keep up with the massive data flow is Traffic Data Jam in Japan } hallenge: 360 million data records of Japanese C traffic information needed to be analyzed more quickly than the several minutes required by traditional relational database technology. } Solution: In-memory computing, which can analyze large amounts of data quickly, was able to process the 360 million records in just over one second. instant analysis.1 Japan can plot out the shortest travel routes, avoid traffic } ales: 363.8 billion yen S (fiscal 2012, ending March 31, 2013) Not too long ago, NRI relied on more traditional snarls and estimate what time they will arrive at their technologies. But the database component, in particular, destinations.4 } mployees: 5,823 (NRI E Group 7,738) became a stumbling block for this application. According Source: Nomura Research Institute to Hiroshi Terada, NRI’s general manager for ERP Zenryoku Annai! combines information from satellite solutions, “An ordinary relational database took several navigation systems linked to sensors at fixed locations minutes to analyze the 360 million traffic records and we along roads with traffic data determined through had problems with real-time data processing.”2 www.nri.co.jp/ statistical analysis on position and speed information from subscribers, moving vehicles and even pedestrians.5 After NRI implemented in-memory computing technology, it was able to analyze the millions of records in just over to the mix. Using all this information, Zenryoku Annai! one second. “The speed this enables is sudden and analyzes road conditions and helps drivers plan routes significant, and has the potential to transform entire more accurately and over a wider range than is possible business models,” says Akihiko Nakamura, corporate 1. SAP. “NRI: HANA.” Customer Testimonial Video. http://goo.gl/gat2AC 2. SAP. “NongFu Spring: Accelerating performance with SAP HANA.” Customer Testimonial. http://goo.gl/MAQgp1 3. Ashford, Warwick. “SAP highlights customer experiences of in-memory computing at Sapphire Now.” ComputerWeekly.com, May 19, 2011. http://goo.gl/gsGp5e 4. Pai, Suraj. “Guest Blog: How to run an intelligent business.” CIO Asia, September 14, 2012. http://goo.gl/btFQrt 5., 6. Intel. “Not limited to ERP applications alone, the Intel® Xeon® processor E7 family also provides new business opportunities via in-memory technology.” Case study, 2011. http://goo.gl/6nZC9m Meanwhile, data from thousands of taxicabs is added with conventional GPS systems. senior vice president, Services and Industrial Solution Division, at NRI.3 “As the number of users of our Zenryoku Annai! service continues to grow, so too does the amount of position New Business from Big Data and speed data collected. Accordingly, we must now NRI is a leading example of how to find huge benefits process this data faster than ever before,” says Aritaka from “big data,” the term given to data that comes in Masuda, general manager of NRI’s Ubiqlink Department, large volumes, variety and velocity. Thanks to big data, which is responsible for gathering the traffic information.6 NRI has leveraged its research and traffic analysis expertise to develop a widely used service called Masuda says in-memory computing tests have confirmed “Zenryoku Annai!.” Using this service, subscribers all over that 360 million data points can be processed in just over SEPTEMBER 2013 | © Copyright 2013. Bloomberg L.P. All rights reserved.
  • 2. RESEARCH UPDATE | Real-Time Enterprise Case Studies one second. The technology has improved search speed by a factor of more than 1,800 over the department’s previous relational database management system. } otal Cost: $121 billion T } asted Fuel: 2.9 billion gallons W } CO2 Emissions: 56 billion pounds Besides the big boost in speed, NRI found that inmemory computing helps simplify the programming needed to solve a complex analytical challenge and— Tokyo at a Glance somewhat counterintuitively—has even reduced the } opulation: 13.2 P million (metropolitan area) } Number of taxicabs: Approximately 250,000 (metropolitan area) amount of processing power needed. } umber of cars: N Approximately 3.33 million } Total land area: 2,700 square miles The Price of Traffic Congestion in the United States in 2012 Source: Texas AM Transportation Institute15 The NRI findings come at a time when many government agencies and companies in Japan are exploring new “In addition to making real-time processing possible, this ways to leverage traffic data and other sources in an approach simplifies traffic-data generation logic,” says effort to improve quality of life issues. Toyota, which is the Kenji Honda, an NRI senior systems analyst in the Ubiqlink largest provider of taxis in Japan, recently announced it Business Planning Group. He says the higher speed of is using real-time traffic information from 700,000 Toyota data extraction processing achievable with in-memory vehicles on the country’s roads to offer what it calls a computing means that historical data can be processed “big data” service to local governments and businesses. on a continuous basis. This, in turn, reduces the amount of The service is aimed at helping drivers during disasters computer resources required to perform calculations. and emergencies. Drivers will be encouraged to share 7 their own observations on road conditions, including A Better Quality of Life blocked paths and strong winds, with other drivers The ability to analyze traffic jams more quickly—and thus around the country.12 to potentially alleviate issues faster—is crucial in nation’s like Japan, which can be crippled by traffic congestion. During the country’s largest spring break, traffic jams can 2 | Government also wants to use car navigation data to stretch 37 miles or more.8 7. Intel. “Not limited to ERP applications alone, the Intel® Xeon® processor E7 family also provides new business opportunities via in-memory technology.” Case study, 2011. http://goo.gl/6nZC9m 8. Yamanaka, Megumi and Yuji Okada. “Japan Braces for Record Traffic Jams as Aso Cuts Highway Tolls.” Bloomberg, April 27, 2009. http://goo.gl/9i93AX 9. Texas AM Traffic Institute. “As Traffic Jams Worsen, Commuters Allowing Extra Time for Urgent Trips.” February 5, 2013. http://goo.gl/fyNEJL 10. Hotz, Robert Lee. “The Hidden Toll of Traffic Jams.” The Wall Street Journal,” November 6, 2011. http://goo.gl/mOjIMK 11. Enterprise Innovation Editors. “Traffic congestion top cause of employee stress, declining productivity.” Enterprise Innovation,” March 14, 2011. http://goo.gl/mIDZYz 12. The Associated Press. “Toyota to try out real-time traffic data service in Japan next month.” CTV News, May 29, 2013. http://goo.gl/TNbFe5 13. JIJI. “Government wants car navigation data to monitor post-disaster traffic.” The Japan Times, August 3, 2013. http://goo.gl/yRnbtU 14. Intel. “Not limited to ERP applications alone, the Intel® Xeon® processor E7 family also provides new business opportunities via in-memory technology.” Case study, 2011. http://goo.gl/6nZC9m 15. Texas AM Traffic Institute. “As Traffic Jams Worsen, Commuters Allowing Extra Time for Urgent Trips.” February 5, 2013. http://goo.gl/fyNEJL A recent report in The Japan Times notes the Japanese better monitor traffic after disasters.13 The Transport Ministry found it was able to check conditions on only 79 Traffic congestion also can and does have a significant percent of the nation’s roadways on the night after the impact on quality of life and the economy in many major earthquake and tsunami ravaged the Tohoku region in cities around the world. For example, a 2013 report from the 2011. Following the disaster, the ministry discovered that Texas AM Transportation Institute found that the financial traffic data collected from car navigation systems clearly cost of congestion in the United States in 2011 was $121 showed roads on which no vehicles were running. Being billion, translating to $818 per U.S. commuter. able to understand traffic conditions immediately, both 9 day and night, is a crucial aid in responding to a disaster. The likely negative impact that traffic jams have on public health is an even greater concern. As roadways choke on All this demonstrates the growing need for—and benefits traffic, researchers suspect that the tailpipe exhaust from of—using big data in the public sector. “In the past, it cars and trucks—already implicated in heart disease and could easily have taken several hours to process large cancer—may also injure brains cells and synapses key to volumes of data, and for this reason, I suspect many of memory.10 According to one analysis, drivers traveling the our clients ultimately abandoned the process of data 10-worst U.S. traffic corridors annually spend an average analysis” in the public sector, says NRI’s Masashi. “But in- of 140 hours, or about the time spent in the office in a memory computing may well provide a way to offer faster, month. Meanwhile, a 2013 survey by workplace solutions tailored solutions to them.”14 • provider Regus suggests that traffic congestion and crowded public transportation systems are the top causes of stress and declining productivity among Hong Kong employees.11 Bloomberg Businessweek Research Services Joe Mullich is a freelance business and technology writer based in Sherman Oaks, Calif. This research project was funded by a grant from SAP.
  • 3. SPONSOR’S STATEMENT Innovation Bridges Public Sector Goals vs. Performance Gap T he new survey, qualitative interviews and report from Bloomberg Businessweek Research Services clearly shows that most public sector agencies are struggling to deliver better service to their citizens while contending with severe financial constraints. But a host of technology innovations can help ensure safety, further improve quality of life and increase confidence in government. SAP’s public sector industry team presents some ideas on how public sector leaders can bridge the gap between what they want to deliver and what their budgets will enable them to do. What are some leading-edge innovations that can help public sector agencies harness the SAP Recipe for Success power of big data? The public sector is emerging as the single largest producer and consumer of big data and } SAP HANA platform to handle your big data challenges } AP BusinessObjects S Business Intelligence and SAP Lumira enable every individual in the organization to easily visualize big data and get unique insights anytime, anywhere } SAP Predictive Analysis empowers business users to get predictive insights easily, model alternatives and take action based on advanced analytics will benefit greatly from the innovations we deliver. We think the SAP HANA platform should play a key role in helping public sector agencies rapidly and easily crunch very large volumes of granular data and take immediate action—which is where traditional relational databases fail. Modern analytical tools powered by the SAP HANA platform can help agencies exploit the opportunity of big data by empowering users to access information anywhere, adapt to changing conditions, more accurately predict outcomes and, ultimately, make better decisions. Analytics tools are now much more intuitive and powerful, and they are no longer the domain of a select few data analysts and scientists. Instead, real-time analytics presented in easy-to-digest visual form are now available for all stakeholders. How does a public sector agency get started, given budget constraints? Agencies should identify and prioritize use cases that could provide value to the public and that big data can address. They should also take into consideration the technical and organizational feasibility, along with the potential value of the identified use cases. Target the highest value use case(s) first and then consider taking a phased approach to deploying a big data framework that is optimized across devices and delivery options— cloud, on-premises or hybrid. Next, implement an integrated real-time reporting and analytics solution and make it available. For more information, please visit the SAP public sector technology Web site: www.sap.com/publicsector 2