Communication Network Engineering
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Ian Phillips, David Parish, Mark Sandford, Omar Baswhir, Anthony Pagonis, Architecture for the management and presesntation
of communication network performance data, IEEE Transactions on Intrumentation and Measurement 55:3, 2006, 931-938
Internet services
All aspects of performance measurement system integrated into coherent automatic system NETWORK PERFORMANCE Latency Loss
Ping traditionally used, but needed more accuracy
Needed single-way delays (ping only provided round-trip measures Internet control message protocol echo has to be processed at receiver
British Telecommunications PLC Large data network Services to subscribers
Negotiated fees for varying levels of service
Needed quick, efficient measures of degree to which agreements met
Wanted information of network saturation due to additional customers, how changes in
network would impact performance
Data Gather, Store
Information Intelligent processing, queries, display Knowledge Operational decisions
MONITOR STATION GPS Antenna
Connected to GPS in Timing Card System Bus
Connect Timing Software with DOS, Device Drivers To Timing Card (GPS), Network Adaptor, Disk Drive
MEASURES
Unexpected Delay Experiences
Spikes – short period of high delay, usually due to network fault conditions Steps – fixed changes to steady-delay measure, usually routing changes Changes in time-of-delay variation – increase during working hours
EXPERIENCE
System instrumental in identifying soft faults (not triggering alarms) Identification of interface card with degenerating optical interface Ability to understand impact of planned network changes Allows visualization of information not currently collected
Cases: Korea Telecom 2
Data Mining Mobile Web Customer Service
Shin-Mu Tseng, Ching-Fu Tsui, Mining multilevel and location-aware service patterns in mobile web environments, IEEE
Transactions on Systems, Man, and Cybernetics – Part B 34:6, 2004, 2480-2485
Wireless data available includes
communication log of cellular phones log of customer service requests
Past studies of mobility management focused on location tracking Recently more data mining
Especially association rule mining of user moving logs
Agrawal’s Apriori algorithm efficient for association rule mining IF user in Pusan THEN will go to Daegu
This paper presents algorithm capable of considering hierarchical levels Such as user movement, user service request
IF user in Pusan THEN request for airplane schedule
Data integrated
Association rules based on two parameters
Minimum support (minimum number of cases where condition and result true)
Minimum confidence (for pair, probability of this result at least some minimum level)
Algorithms:
2-DML_T1L1 – location and service hierarchies encoded Start at root, move to leaf
At each level find large itemsets
Iteratively find all itemsets in combinatory pairs across hierarchy
2-DML_T1LA – find all large-1 itemsets in all levels of hierarchy in first phase
Used simulation experiment
Evaluated performance under different conditions Setting minimum support has substantial impact
Less service patterns discovered if more network notes or service types More service patterns found if more services requested by users 2-DML_T1LA more efficient in execution time
2-DML-T1L1 more efficient in memory use (other finds pairs for all levels)
Cases: Korea Telecom 3
Data Mining for Mobile Business Marketing
Mark Ferris, Insights on mobile advertising, promotion and research, Journal of Advertising Research March 2007, 28-37
In developed Asian countries
Primary access to the Internet no longer PC or laptop, but rather mobile phone
CASE 1: Video Rental Store
Has large database of clients, with personal level information
Now over 4.4 million on-line users, 60 % who access through mobile phones Online service 24 hour tracking
Store relates this to behavioral data (what they rent, buy) Personalized marketing campaigns If buy Madonna album, e-mail to mobile phone of next album On-line magazine service deliverable to mobile phone
Track preordering activity – real-time development of new offers (Clickstream) M-reservations, preordering ability reduces churn
CASE 2: Opt-In Dining Club
Ability to block spam to mobile phones
Tokyo Internet-based dining club connected restaurants with those who like to dine out Needed database of promising customers
Used mobile phone peripheral – if user wanted to sign up, jab mobile into device –
transferred phone number & e-mail address, other information
Service queried preferences, get coupons, find restaurants with cuisine of choice Restaurants could issue coupons for slow times (in real-time)
CASE 3: Fashion Clothing Retail
Young casual wear, highly competitive
Formerly used flyer advertisements in newspapers – not reaching young people Implemented mobile coupons 2001
Membership encouraged through free ringtone downloads
Customers access coupon site via mobile phone, register, get coupons, weekly newsletter Company keeps individual database, sends surveys & information
CASE 4: Music Distributor
Needed information for feedback Mobile phones give more options
Can read 3D codes – can handle many types of data
Customers use phones to photograph, scan code, find website hosting survey Picture of barcode can lead to more information on products
CASE 5: Clothing Retailer
To increase store traffic, expand customer database, increase brand awareness, Charity concert featuring four bands popular with target demographic
Sweepstakes drawings offered for registering, including cell-phone photo e-mailed in
Cases: Korea Telecom
Knowledge Management System proposal
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Senthil K. Muthusamy, Ramaraj Palanisamy, Jonathan MacDonald, “Developing knowledge management systems (KMS) for
ERP implementation: A case study from service sector,” Journal of Services Research December 2005, 65-92.
Implementation of ERP a problem
Has been cited as crippling several companies Knowledge management system should make it easier
Gathered data on a Canadian telecommunications company implementing an ERP in the 1990s
ERP Implementation problematic Sobeys Inc. installed SAP R/3
o Store shelves empty
o Had to abandon ERP implementation
o Reverted to backup – lost $ million in 2001
Implementation Success Factors (aggregated from 6 studies) Commitment by top management Strong project management
Organizational change management Skilled implementation team Technology fit
Education and training Communication
Performance measures Others often mentioned ERP selection
o Planning; Information search; Selection; Evaluation; Choice; Negotiation Strategic goals; minimize customization; software testing
Cases: Korea Telecom 5
Knowledge
Explicit – words, numbers, codified rules, formulas, regulations, policies
Tacit – personal, context-specific, subjective, inductive (insights, intuition, experience)
Knowledge Management (KM)
Rationale behind decisions made
Get right information to right person at right time
o Gather relevant information o Organize by establishing context
o Refine information by discovering relationships o Abstract, Synthesize, Share
o Disseminate to those who can use Core processes
o Knowledge identification o Knowledge acquisition o Knowledge development
o Knowledge sharing and distribution o Knowledge utilization o Knowledge retention
Knowledge Management Systems (KMS)
Software to support knowledge creation, transfer, application
o Case-Based Reasoning
Record successful solutions from past cases Human-readable – Internet, intelligent agents
Find case best matching current problem, apply old solution Help/support desk; BPR
o Rule-Based Reasoning
Knowledge is facts
Machine learning – expert systems Apply data mining
o Hybrid
Integrate CBR & Rule-based
KM & ERP
If applied ERP in the past, record lessons learned
Cases: Korea Telecom 6
Case Study – Canadian telecommunications company
Cellular phones & service; Internet service; 2-way radios; pagers; satellite communications, accessories & servicing; website with daily information 4 companies in group
o Each had mainframe based legacy systems for general ledger, capital management,
payroll – data distributed
o ERP required consolidation of data
o Problems in getting information from mainframe for budgets as used Excel 1996-7 adopted ERP, driven by Y2K
Considered SAP, JDEdwards, PeopleSoft – selected PeopleSoft CHALLENGE: capturing tacit information
o Solved by hiring right people, tacit knowledge came with them
Database access & design skills; EXCEL skills; Web skills
Established learning management system – organize unstructured
information, convert tacit knowledge into explicit
User training from external sources to acquire ERP skills
ERP IMPLEMENTATION
Phase 1: general ledger, accounts payable, purchasing (all interrelated) Phase 2: project module, assets module (5-6 months after phase 1) Phase 3: inventory control
Preimplementation strategies from PeopleSoft, Deloitte and Touche
LESSONS LEARNED
User company would identify area needing replacement
PeopleSoft modules occasionally didn’t provide value, but user forced to use as part of ERP system (creating fit gap)
User team consisting of key stakeholders
After testing, plans modified on several occasions Slow response from ERP
o Problem data integrity, data structure o Hardware upgraded several times
o Hardware ultimately migrated to UNIX (mainframe, but client server processing) o Web based system – applications servers, database servers Several interim modifications
o Business processes modified, requiring extra hiring
Software upgrade held off to 3 years instead of vendor-suggested 1 year Needed to change people’s attitudes
Auditors tested internal controls, identified problems; PeopleSoft fixed Payroll module could not be used
Hired ERP consulting company to modify PeopleSoft
INFERENCES
I don’t see how knowledge management system implemented But idea of retaining lessons learned was applied
Cases: Korea Telecom
Multinational ERP Implementation
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David L. Olson, Bongsug Chae, Chwen Sheu, “Issues in multinational ERP implementation,” International Journal of Services
and Operations Management 1:1, 2005, 7-21.
Ireland (4 case studies of ERP in Irish manufacturing)
Painful learning process, with change in how work is done
Subsidiaries often have ERP imposed rather than participate in design
Integrating data has effect of centralizing ownership away from subsidiaries
IT support centralized (to reduce cost), but subsidiary responsible for data accuracy ERP changes balance of power up organizational hierarchy
IMPLEMENTATION PROBLEMS
Four studies from literature – one unsuccessful, others partially successful
Unsuccessful – supply chain ERP – cost overruns, delays, benefits below expectations 2nd: supply chain ERP – incremental & bureaucratic strategy more successful than participative
3rd: Texas Instruments Web ERP – initial production dip, late deliveries, but ultimately inventory reduced 15%, output up 5 to 10%
4th: Rolls-Royce – some data cleanup problems, training challenges, but successful
TECHNICAL ISSUES
Business Process Reengineering
GreenPoint Financial Corp: It wasn’t Oracle that gave us savings, but BPR
o Elimination of systems, reduction of headcount, streamlining Problems
o Anxiety of downsizing – mitigate by communicating o Scope creep – use project milestones
o Communication – use focus groups, Web, e-mail, newsletters o Lack of ownership, technical mindset – focus on business value o Lack of IT preparedness – hire good IT staff
o Initial productivity dip – planned for with consultant o Data cleanup – training
o ERP training – careful planning, focus on business value to get cooperation
Customization
Vendor continuously upgrades software, drops support from older versions
Customization is thus very risky (whatever you change you have to redo after upgrade) Multinational operations
Federalization – a decentralized approach
o Works well in multinational environment – different needs, regulations o Different languages, cultures, management styles
Supply chain aspects
Need more open systems to link vendors, customers, share information Many successful implementations
Security needs to be considered (systems exist to do this well)
INFERENCES: ERP offers many opportunities – but can financially destroy an organization
Cases: Korea Telecom CASE: ERP in Taiwan
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Chun-Tsai Yeh, Marcela Miozzo, Theo Verdubakis, “The importance of being local? Learning among Taiwan’s enterprise
solutions providers,” Journal of Enterprise Information Management 19:1, 2006, 30-49.
Large vendors (SAP, Oracle) emphasize standardization, planning, procedure
Puts onerous burden of adaptation & reengineering on organizations in Asia
o Often have different business practices from Western organizations Creates business opportunities for Asian ERP vendors
Taiwan’s industrial success
Flexible, decentralized network of small-to-medium sized enterprises
o Export trade in consumer goods especially require agility, adaptability
ERP revolution of the 1990s
Modular – can select portions appropriate to organization
In practice, user organizations usually required to substantially reengineer their processes to fit the ERP package Implementation difficulties
o Standish Group – up to 90% of ERP implementations have cost, schedule
overruns
o Failures – FoxMeyer; Hershey’s Market saturation after Y2K
o Vendors moved to:
New users – non-profit organizations, SMEs New types of ERP – Web-enabled, CRM, SCM New regions – India, China
Less rigidity in systems – faster implementation, industry systems
Yeh et al. studied case involving 14 organizations in Taiwan
3 global ERP vendors (SAP, Oracle, JDEdwards/PeopleSoft) 1 E-business product manager 1 CRM consultant
4 domestic ERP vendors (DSC, ProYoung, IEMIS, Ching Hang) 1 ERP platform developer 1 ERP customization service 1 Integration service provider 1 ERP consultant (AdvancedTEK) 1 ERP association
1 ERP user organization
Cases: Korea Telecom 9
Direct implementation – vendor implements systems for customers - domestic Indirect implementation – vendor trains consultants who implement ERP – foreign
Direct usual in Taiwan
Relatively fewer reliable consultants available
Consultants prefer foreign systems (more experience, more standardized, bigger market) Domestic vendors face a competitive market, prefer to work with users directly
Product strategy
Top-down (foreign)
o Universal best practices
o More expensive – market tends to be large firms Bottom-up (domestic)
o Build ERP systems specific to user, standardization later
Market trends in Taiwan
Move to hardware platform serving entire enterprise
Shift from high tech manufacturing to traditional manufacturing Shift from large enterprises to SMEs
Shift from growth stage for ERP to mature stage
Shift from internal information integration to external information communication
CHINA ERP market growing Government support Accession to WTO
Enterprise need for competitiveness International vendors play the major role Domestic vendors more accounting packages Taiwan ERP vendor collaboration with China R&D centers
Distribution collaboration Research consortia Joint ventures Investment
INFERENCES
International vendor system rigidity creates opportunities for domestic vendors
o Need to serve user needs
Cases: Korea Telecom Comparison – Taiwan & US
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HsiuJu Rebecca Yen, Chwen Sheu, “Aligning ERP implementation with competitive priorities of manufacturing firms: An
exploratory study,” International Journal of Production Economics 92, 2004, 207-220.
Strategic and cultural issues – alignment of ERP to products and services BPR aligns system to context – ERP becomes a way of doing business
o Information should flow seamlessly across organization
Don’t want to sacrifice key competitive advantages from existing practices
CASE: 5 manufacturing companies in Taiwan, US All multinational
All have clear long-term vision and specific competitive strategies All had ERP for 2 years or more
STRATEGIES
Quality, consistency (2 firms – both operating in Taiwan & US)
o Make-to-stock
o High ERP implementation centralization
On-time & fast delivery (2 firms – both Taiwanese operating internationally)
o Both MTO & MTS
o Decentralized ERP implementation
Flexibility, fast delivery (1 firm – Taiwan and China)
o Make-to-order
o Mixed centralization/decentralization in ERP implementation
INFERENCES
If compete with customization or volume flexibility, need more information sharing, higher local autonomy, easier accessibility in ERP
o Customized requirements lead to more software writing
o Emphasis on quality and consistency lead to focus on highly centralized,
standardized system
National culture matters
o If international, strong inclination for decentralization to match local requirements o Governmental policy important – Taiwan & China
Cases: Korea Telecom ERP Outsourcing
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David L. Olson, Evaluation of ERP outsourcing, Computers & Operations Research 34:12, 2007, 3715-3724 Factors for outsourcing ERP Reduced capital expenditure – ERP software & updates Lower operating costs More flexible & agile IT capability Increased service at reasonable cost Expertise available unaffordable in-house Organization can focus on core business Continuous access to latest technology Reduced risk of infrastructure failure Manage IT workload variability Factors against outsourcing ERP Security & privacy concerns Concern about dependency on ASP Availability, performance, reliability concerns High migration costs In-house ERP expertise may be critical to organization success ERP systems tied to IT infrastructure Some key applications may need to be in-house ASP may not be more efficient than in-house Corporate culture may not work well with partners Replace obsolete systems CASES
Russ Berrie & Co. – gift retailing
1998/1999 spent $19.2 million with SAP
problems tracking incoming orders, some orders vanished from system, shipments delayed or canceled
Wrote off $10.4 million to end project, revert to legacy systems 2001 experiencing supply chain inefficiencies Big 5 consultants hired to evaluate options
Contacted 4 ERP vendors (Intentia International, JDEdwards, Oracle, PeopleSoft) Technical requirements set
Diverse set of users selected to include user involvement
Weighted scoring system developed for evaluation of proposals Iterative bids
Selected JDEdwards system (finance, order processing, human resources, procurement, others) by June 2003
INFERENCES: need to maintain control over key computing resources & security
General Motors
One of first to outsource ERP
Acquired EDS in 1st generation – felt they had no management control
1996 spending $1/5 billion on Internet applications to link with suppliers; 7000 legacy systems
Generation 2: Used combination of IT companies (one providing most)
3 were in 3rd generation: saving $1 billion/year less than in 1996; 2001 3000 systems
Cases: Korea Telecom
Risk Management: Mobile Telephones
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John Walls, Tim O’Riordan, Tom Horlick-Jones, Jörg Niewöhner, “The meta-governance of risk and new technologies: GM
crops and mobile telephones, Journal of Risk Research 8:7-8, 2005, 635-61.
Governance versus government in regulation of risks associated with new technologies
Governance implies stakeholder involvement, rebuild trust, deal with different value perspectives Nov 2002 UK Cabinet Office published report on handling of risk & uncertainty by British government
Genetically modified crops
Pressures from diverse groups, deliberate destruction of experimental crops
Polls say consumers doubt genetically modified products of value, little faith in governmental regulation
Industry formed association to counter
Mobile telecommunications technology
75% of adult British population had at least one mobile telephone in 2002 Public opinion went from indifference to acceptance to enthusiasm Dense network of base stations cover nearly entire UK
Digitally encoded messages sent by non-ionising, modulated radio-frequency radiation Population concerned about radiation
UK Department of Health has responsibility for health risk management
National Radiological Protection Board advises on radiation exposure limits (base stations and handsets)
Many decision making groups at national and local levels
MTT Business sector
5 UK operators (Vodafone, T-Mobile, O2, Orange, Hutchinson 3G) – Mobile Manufacturers Forum
Handset manufacturers – Mobile Manufacturers Forum
Opponents
MastAction UK, Powerwatch
Scientific uncertainty about health impacts
Public involvement, health authority involvement in future proposals Further research
ISSUE: How to cope with publicly sensitive risks
Cases: Korea Telecom
RISK DIAGNOSIS
Mobile telephone system
EXTERNAL ENVIRONMENT
o Competitors o Legal o Medical o Markets
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BUSINESS STRATEGIES & POLICIES
o Capital allocation o Product portfolio o Policies
BUSINESS PROCESS EXECUTION
o Planning o Technology o Resources PEOPLE
o Leadership o Skills o Accountability o Fraud
ANALYSIS & REPORTING
o Performance o Budgeting o Accounting o Disclosure TECHNOLOGY & DATA
o Architecture
o Integrity
o Security
o Recovery
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