Introduction to Operations Management
Introduction to Operations Management
Components of an effective operations/manufacturing system
- educated/knowledgable(int the task at hand, of cource) and flexible workforce
- consistent, continuous focus on quality
- effective assets/resource management
Reasons For Global Operations
- low labour costs, and labour law
- access to expertise
- access to capacity
- specialist/subcntractors-achieve exonoies of scale
- Access to raw material
- tax regime
- accessing local markets
- quality
- technology and assets, assets is financial(money) techinial, expert people etc.
Reason Against Global Operations
- labour law
- risks(of supply, delays, environment, tax regimes changing…)
- loss of control of product quality
- changes in cost structures
- supply chain complexity
- trade tariffs
- loss of local expertise
Operations Management Decisions
- Design of products and service: what do we offer? how can we design these?
- Quality how do we define it(i.e. policies and standards); responsibolty allocation
- Process desingn, determining capacity requirements: our products- what do they require? what equipment and tech we will need and how much of it?
- Location strategy/supply chain design: where we should locate new facilities(manufacturing and also distribution - e.g supermarket/warehouses etc); what are the criteria for our choices?
- Layouts of facilities: how we could arrange the facility/its layout i.e. to maximise throughput or/and use of space: size of the facility(capacity)
- Human reasource and job design/allocation: how to design the work environment. how much outputs whorls we expect from a given work allocation scheme?
- Supply chain management : make or buy decision? supplier selection and order/demand allocation to suppliers(model risks)?
- Inventory Management: how much inventory of each SKU(Stock keeping unit) we should have? when we reorder?
- Scheduling: which jobs to perform next? Do we need overtime or how much of flexible workforce we require?
- Maintenance: how do we embed realiablity into our processess? who is responsible?
Parabola Line
Example
we have a function to descript a process of throwing a ball like this:
$$ h=-4.9t^2+10t+2 $$
Questions
- When it kicks the ground?
- How high it goes?
Solutions
Q1:
- h=0
$$ -4.9t^2+10t+2=0 $$
$$t = \frac{-10 \pm \sqrt{10^2-4(-4.9)2}}{2(-4.9)}.$$
Q2:
- Derivation
$$ \frac{dh}{dt} $$
$$ h’=-9.8t+10 $$
$$ h’=0, then\ t = \frac{10}{9.8} $$
Q1:
- Newton Raphson Method
$$ x_0=init\ guess $$
then we try:
Point:$$(x,h(x_0))$$
A straight line: $$ y-h(x_0)=h’(x_0)(x-x_0) $$
then we got: $$y=0,x=x_1$$
$$ -h(x_0)=h’(x_0)(x_1-x_0) $$
$$ x_1=x_0-\frac{h(x_0)}{h’(x_0)} $$
$$ x_2=x_1-\frac{h(x_1)}{h’(x_1)} $$
$$ ……. $$
Q2:
- Gradient Descent
$$ h’(t)=-9.8t+10 $$
$$ h^{‘’}(t)=-9.8 $$
$$ t_0=2 $$
$$ t_1=2- \frac{-9.8(2)+10}{-9.8}=1.02$$
$$ h=-4.9(1.02)^2+10(1.02)+2=7.1 $$
$$ …… $$
Newton Raphson Method && Gradient Descent
- may not
- if this guess is not good, then may never convince
Local vs Global Optimal
- global maxium & global minum
- local maxium & local minum