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Zhichao Wu Alex Duffy CAD Centre, DMEM, University of Strathclyde Researcher’s Presentation Day ‘03 Researcher’s Presentation Day ‘03 Collective Learning in design

Zhichao Wu Alex Duffy CAD Centre, DMEM, University of Strathclyde

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Researcher’s Presentation Day ‘03. Collective Learning in design. Zhichao Wu Alex Duffy CAD Centre, DMEM, University of Strathclyde. RPD’03 Collective learning in design. Introduction. Introduction. Learning and Collective learning. The objectives of the research. - PowerPoint PPT Presentation

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Page 1: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Zhichao Wu

Alex Duffy

CAD Centre, DMEM,

University of Strathclyde

Researcher’s Presentation Day Researcher’s Presentation Day ‘03‘03

Collective Learning in design

Page 2: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Introduction

Introduction

Learning and Collective learning

The objectives of the research

A brief review of current research

The hypothesis

The research methodology

Conclusions

RPD’03 Collective learning in

design

Findings

The focus of my work

Page 3: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Learning

Learning

RPD’03 Collective learning in

design

Learning

Learning involves some form of acquisition of new knowledge that is integrated into the existing pre-stored knowledge called memory.

(Kemp, 1976; Persidis and Duffy, 1991; Sim, 2000)

Memory can be considered to be the foundation upon which learning can take place.

(Atkinson and Shiffrin, 1968; Gillund and Shriffin, 1984; Adelman, 1987; Cooper, 1995; Goker, 1997; Raichie, 1994; Shank, 1982)

Collective learning

“Collective learning is such kind of learning, where a group of individuals has learnt collectively”

(Neergaard, 1994)

Page 4: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

The Objectives

Objectives

RPD’03 Collective learning in

design

Provide a basis for computer supported collective learning in design

Provide insights for team design through investigating the nature of collective learning.

Page 5: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Current Research

Current Research

Most of the current research focuses on individual learning in design.

A few related work in design: Agent-based learning in design (Grecu and Brown); and shared learning (Duffy and Duffy).

Some related work in other areas: team learning, organisational learning and collective learning in organisational study; Agent-based learning in Distributed Artificial Intelligence; Team learning in psychology; etc.

No comprehensive model of collective learning in design.

RPD’03 Collective learning in

design

Page 6: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

The Focus of My Research

My Research

Collective learning – What, How, and Why

A model of Collective learning in design

RPD’03 Collective learning in

design

Page 7: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Research Methodology

Research Methodology

Investigation of current

workThe

phenomena of collective

learning

Collective learning model

Protocol analysis

RPD’03 Collective learning in

design

An evolved model

Page 8: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

The hypothesis

Hypothesis

Team design and collective learning can be linked.

Elements of team design activities include team design goal, input knowledge, and output knowledge

RPD’03 Collective learning in

design

There can be different forms of collective learning that make it unique from individual learning

Elements of collective learning activities include input knowledge, output knowledge, learning operators, rational triggers, and collective learning goal

Page 9: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

The hypothesis

Common learning

Knowledge

Agent

Learning

RPD’03 Collective learning in

design

Hypothesis

Page 10: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Holistic learning

Variety of knowledge sources Holistic

knowledge

Mutual learning

Learning

Designing

Agent 1

Learning

Designing

Agent 2

1

3

2 4

Agent nAgent m

RPD’03 Collective learning in

designThe hypothesis

Hypothesis

Page 11: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Protocol Analysis

Protocol Analysis

Process of protocol analysis:

Segmentation, coding, analysis and interpretation of data

The experiment:

A team meeting of the 5th year students in DMEM was recorded.

Key words, phrases, and sentences used to identify the elements of team design and collective learning activities.

G: We have to use cartridge because we are using the cradle. Because Ge (an agent outside the team) said so …

…P: Where do we put a grub screw at the side to keep it

tight?

RPD’03 Collective learning in

design

Page 12: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Results

Results – Team Design

Team design goals:

Seem to be verbalised at the beginning of the design activities.

Input knowledge:

There can be more than one agent’s who provide input knowledge for the team design activities. For example

…G: I think it should be sealed along those edges so that the

whole thing is sealed.P: What about a small gasket?G: What do you mean?P: Just a small gasket that seal around, but I don’t know

how you’d seal it.G: Even just use silicon gel round the top.…

Output knowledge:

Output knowledge can be inferred or derived from the input knowledge and the goal.

RPD’03 Collective learning in

design

Page 13: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Results-Collective Learning

Results

Input knowledge:

Four modes of input knowledge have been identified.

RPD’03 Collective learning in

design

One to many Many to one

Many to one plus itself Combination: an example

Page 14: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Results-Collective Learning

Results

Output knowledge:

It can derived from the input knowledge of itself and other agents, or can be derived from only the other agents.

Learning operators:

Learning operators work between different agents to acquire or transform knowledge. Acquisition, Discovery, Derivation , Explanation and Association are identified as learning operators

Rational triggers:

Agreement or disagreement; the failure or success of design; the disagreement of other agents’ design; different design ideas; and explanation.

RPD’03 Collective learning in

designM: What do you mean have just a thing up here (pointing to gadget) or what?

D: Just design a system like what we’re talking about just now but instead of one that would take the tank off and have having air get into the system replacing the cartridge at certain stages, replacing the whole lot now at once…

Explanation

G: See that’s the thing, the whole bit’s moving underneath it (pointing to sketch). It is just a kind of gets in the way. I mean if you were trying to build up a part and you’ve got this whole tank in the bottom, getting the part out’s going to be a bit of a problem; not a huge problem but it’s more difficult to get into to use.

P: You could have (drawing) for real size you could have something like that.

G: But they might design it not knowing - that’s the problem as well - not knowing that they’re putting a big tank at the top. …

M: (pointing to drawing) Aye, because this bit’s full of sponge anyway - right up to the top so we’re not needing tubes that fit in between the walls, we’re needing tubes that come into the top.

G: Right so we’re gonna have to design a bit that totally sticks on there (drawing) like that. That whole bit’s gonna have to be sealed off where before we were just talking about an ordinary lid.

M: Yes.

Page 15: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Results-Collective Learning

Results

RPD’03 Collective learning in

design

Three forms of collective learning:

Common learning

Mutual learning

Holistic learning

G: Right, we have to use cartridge because we are using the cradle, because Gerry said so. So we have to design a little bit to go on the top of this about this topic.D: Yeah. It is not just the tube into the ink recess

or whatever it is called.M: Yeah.

G: I think it should be sealed along those edges so that the whole thing is sealed.

P: What about a small gasket?

G: What do you mean?

P: JustJust a small gasket and seal around, but I don’t know how you’d get that done and how you’d seal it.

G: Even just silicon get round the top.

D: But because it’s 3 compartments… Easier if it’s just a single compartment. But because it’s three you’d have

to have rigid edges round here and seal across.

P: Seal across here and here… you could possible have it coming in…

G: So we’d need to do something with the fluid connector bit so that it doesn’t tangle up.

P: Clarity.

M: And we’ll just have to hope that other groups haven’t made it that long.

G: We know what that depth is, Gerry told me that depth is.

Collective learning goal:

It can be inferred from the team design goals, input knowledge and output knowledge.

Page 16: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Results-Interactions

The epistemic (knowledge aspect) link:

learning operators work between design agents.

The teleological (goal aspect) link:

Learning goal can precede design goal, or design goal can precede learning goal.Results

RPD’03 Collective learning in

design

The rational (reason aspect) link:

The reasons that trigger collective learning.

G: Is there anyway that we can incorporate the valve that operate and that is also run by the processor in the computer? So that when that is reaching out it allow the flow to reach in.

G: Is there any other way to do it when it is being controlled?

M: Just put valve on it or something. ….

G: We need to design something to seal the tube so it doesn’t leak, whether it is choosing a component like a rubber grommets, because we cannot just ram the tubes in.

D: Grub screws?

P: Where do we put a grub screw at the side to keep it tight?

Page 17: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

A model of Collective L earning

Model

RPD’03 Collective learning in

design

Team design

Team design goal

Collective learning goal

Collective Memory

Input knowledge

 

Epistemic Link

Learning Operator

 

Teleological link

?

Rational Link

 

Output knowledge

Rational Trigger

Collective learning

Page 18: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Conclusions

Conclusions

The hypotheses of collective learning in design has been evaluated through protocol analysis.

A model of collective learning in design was proposed.

Collective learning exists in team design.

The elements of team design and collective learning, and the links have been analysed.

In the future research, the proposed model will be evaluated and a computer supported means can be developed.

RPD’03 Collective learning in

design

Page 19: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

Thank you very much!

Question?

email: [email protected]

Page 20: Zhichao Wu Alex Duffy CAD Centre, DMEM,  University of Strathclyde

The Assumption of The Analysis

Protocol Analysis

“The verbalisable cognitions can be described as states that

correspond to the information that is in the focus of attention”,

and “the information vocalised is the verbal encoding of the

information in short-term memory”

(Ericsson and Simon, 1984)

RPD’03 Collective learning in

design