Statistics 2023 Paper II 50 marks Solve

Paper II — Q4

(a) A Company ships truckloads of grain from three silos to four mills. The supply (in truckloads) and the demand (also in…

(a)

A Company ships truckloads of grain from three silos to four mills. The supply (in truckloads) and the demand (also in truckloads) together with the unit transportation costs per truckload on the different routes are summarized in the following table :

Unit cost (rows: silos; columns: mills D, E, F, G) and supply: A: 11, 13, 17, 14; supply 250 B: 16, 18, 14, 10; supply 300 C: 21, 24, 13, 10; supply 400 Requirement: D 200, E 225, F 275, G 250

Purpose is to find the minimum-cost shipping schedule between the silos and the mills. Use any method. Obtain the starting basic feasible solution.

(b)
(i)

Suppose that the life in hours of an electric Gadget manufactured by a certain process is normally distributed with parameters μ = 160 hours and some σ. What would be the maximum allowable value of σ if the life X of the gadget is to have a probability 0.80 of being between 120 hours and 200 hours ? (Normal distribution Table is given at the end).

(ii)

Let the compressive strength X of concrete be log-normally distributed with parameters μY = 3 MPa and σY = 0.2 MPa where Y = logeX. What is the probability that the strength is less than or equal to 10 MPa ? (Normal distribution Table is given at the end)

(c)

A departmental store operates with three checkout counters. To determine the number of counters in operation based on the number of customers, the manager uses the following schedule : | Number of customers in store | Number of customers in operation | |---|---| | 1 to 3 | 1 | | 4 to 6 | 2 | | More than 6 | 3 | Customers arrive in the counter(s) according to a Poisson distribution with a mean rate of 10 customers/hour. The average checkout time per customer is exponential with mean 12 minutes. Determine the steady state probability pn of n customers in the checkout area.

हिंदी में प्रश्न पढ़ें
(a)

एक कंपनी अनाज से भरे ट्रकों को 3 भूमिगत कक्षों (सिलोस) से 4 फैक्ट्रियों (मिल्स) को जहाजों से भेजती है। आपूर्ति (भरे ट्रकों में) और मांग (भी भरे ट्रकों में), विभिन्न मांगों पर इकाई परिवहन लागत प्रति भरा ट्रक के साथ, निम्नलिखित सारणी में संक्षेप में दिये गये हैं :

इकाई लागत (पंक्तियाँ: सिलोस; स्तंभ: मिल्स D, E, F, G) और उपलब्धता: A: 11, 13, 17, 14; उपलब्ध 250 B: 16, 18, 14, 10; उपलब्ध 300 C: 21, 24, 13, 10; उपलब्ध 400 आवश्यकताएँ: D 200, E 225, F 275, G 250

उद्देश्य यह है कि न्यूनतम लागत शिपिंग अनुसूची भूमिगत कक्षों (सिलोस) और फैक्ट्रियों (मिल्स) के बीच में ज्ञात कीजिए। कोई भी विधि का उपयोग करें। प्रारंभिक आधारी सुसंगत हल प्राप्त कीजिए।

(b)
(i)

मान लीजिए कि एक निश्चित प्रक्रिया द्वारा निर्मित एक इलेक्ट्रिक गैजेट का जीवनकाल (घंटों में) प्रसामान्यतः बंटित है, जिसके प्राचल μ = 160 घंटे और σ कोई एक मान है। σ का अधिकतम स्वीकार्य मान क्या होगा यदि गैजेट के जीवनकाल X के 120 घंटे और 200 घंटे के बीच होने की प्रायिकता 0.80 है ? (प्रसामान्य बंटन सारणी पृष्ठ के अंत में दी गई है)

(ii)

मान लीजिए X कंक्रीट की संपीडक शक्ति है जो लघुगणकीय प्रसामान्यतः बंटित है जिसके प्राचल μY = 3 MPa और σY = 0.2 MPa है जबकि Y = logeX है। क्षमता (शक्ति) 10 MPa से कम हो या इसके बराबर हो की प्रायिकता क्या है ? (प्रसामान्य बंटन के लिये सारणी आखरी पृष्ठ में दी है)

(c)

एक डिपार्टमेंटल स्टोर तीन चेकआउट काउंटरों के साथ संचालित होता है। ग्राहकों की संख्या के आधार पर संचालन में काउंटरों की संख्या निर्धारित करने के लिए, प्रबंधक निम्नलिखित अनुसूची का उपयोग करता है : | भंडार में ग्राहकों की संख्या | संचालन में ग्राहकों की संख्या | |---|---| | 1 से 3 | 1 | | 4 से 6 | 2 | | 6 से अधिक | 3 | प्वासों बंटन के अनुसार ग्राहक काउंटर पर पहुंचते हैं जिसका माध्य दर 10 ग्राहक प्रति घंटा है। औसत चेकआउट समय प्रति ग्राहक एक चरघातीय बंटन है जिसका माध्य 12 मिनट है। चेक आउट क्षेत्र में n ग्राहकों की स्थायी अवस्था प्रायिकता pn ज्ञात कीजिए।

Q4 of the 2023 UPSC Mains Statistics Paper II, as printed
The question as printed in the 2023 Statistics paper

The figure this question refers to, in words

The question paper is a scan and the diagram did not survive as text. This is the figure as read from the original page — every component, value and label — so the question can be worked from the text below.

(a) A transportation table with supply (Available) and demand (Requirement):

Row headers / Column headers: D, E, F, G, Available A: 11, 13, 17, 14, 250 B: 16, 18, 14, 10, 300 C: 21, 24, 13, 10, 400 Requirement: 200, 225, 275, 250

A table with 2 columns and 3 data rows: Number of customers in store | Number of customers in operation 1 to 3 | 1 4 to 6 | 2 More than 6 | 3

Model answer

Drafted with AI by UPSC Answer Check against this question's marking rubric, to the expected length. UPSC does not publish answers for Mains — this is one way to score well, not an official key. How we build rubrics and answers.

(a) Minimum-cost shipping schedule

Total supply = 250 + 300 + 400 = 950 and total demand = 200 + 225 + 275 + 250 = 950, so the problem is balanced. Step 1: Starting basic feasible solution by the north-west corner rule: A to D 200, A to E 50, B to E 175, B to F 125, C to F 150, C to G 250. These are 6 = 3 + 4 − 1 allocations. Cost = 200 × 11 + 50 × 13 + 175 × 18 + 125 × 14 + 150 × 13 + 250 × 10 = 12200. Step 2: Optimality test (MODI). With u_A = 0 and cᵢⱼ = uᵢ + vⱼ on occupied cells: v_D = 11, v_E = 13, u_B = 5, v_F = 9, u_C = 4, v_G = 6. Step 3: Opportunity costs dᵢⱼ = cᵢⱼ − uᵢ − vⱼ on empty cells: AF = 8, AG = 8, BD = 0, BG = −1, CD = 6, CE = 7. The negative value at BG means the solution can be improved. Step 4: Loop BG(+), BF(−), CF(+), CG(−). The smallest allocation on the minus cells is 125, so shift 125: B to G 125, B to F 0, C to F 275, C to G 125. Cost falls by 125 to 12075. Step 5: Re-test with u_A = 0, v_D = 11, v_E = 13, u_B = 5, v_G = 5, u_C = 5, v_F = 8: opportunity costs are AF = 9, AG = 9, BD = 0, BF = 1, CD = 5, CE = 6, all non-negative, so the solution is optimal. Optimal schedule: A to D 200 and A to E 50; B to E 175 and B to G 125; C to F 275 and C to G 125, with minimum cost 12075. (BD = 0 shows an alternative optimum with the same cost.)

(b)(i) Maximum allowable σ for the gadget life

Step 1: P(120 < X < 200) = P(−40/σ < Z < 40/σ) = 2Φ(40/σ) − 1 = 0·80. Step 2: Hence Φ(40/σ) = 0·90, and from the normal table z = 1·2816. Step 3: 40/σ = 1·2816, so σ = 31·2 hours. A larger σ would make the probability fall below 0·80, so the maximum allowable σ is about 31·2 hours.

(b)(ii) Probability for the log-normal concrete strength

Step 1: Y = ln X ~ N(3, 0·2²), so P(X ≤ 10) = P(Y ≤ ln 10) = P(Y ≤ 2·3026). Step 2: Z = (2·3026 − 3)/0·2 = −3·487. Step 3: P(X ≤ 10) = Φ(−3·487) ≈ 0·00024. The probability is about 0·00024, or 0·024%.

(c) Steady-state probabilities of the checkout queue

Arrival rate λ = 10 per hour; each counter serves μ = 60/12 = 5 per hour. Step 1: The service rate depends on the number of counters open: μₙ = 5 for n = 1 to 3, 10 for n = 4 to 6 and 15 for n ≥ 7. Step 2: Balance equations for the birth-death process give pₙ = (λ/μₙ)pₙ₋₁. Step 3: The ratios λ/μₙ are 2 for n = 1 to 3, 1 for n = 4 to 6 and 2/3 for n ≥ 7. Step 4: Therefore p₁ = 2p₀, p₂ = 4p₀, p₃ = 8p₀, p₄ = p₅ = p₆ = 8p₀, and pₙ = 8(2/3)^(n−6) p₀ for n ≥ 7. Step 5: Normalising, 1 = p₀[1 + 2 + 4 + 8 + 8 + 8 + 8 + 8 × (2/3)/(1 − 2/3)] = p₀(39 + 16) = 55p₀, so p₀ = 1/55. Result: p₀ = 1/55, p₁ = 2/55, p₂ = 4/55, p₃ = p₄ = p₅ = p₆ = 8/55 and pₙ = (8/55)(2/3)^(n−6) for n ≥ 7. A steady state exists because λ/(3μ) = 2/3 < 1.

How this answer will be evaluated

Framework: Operations Research / Probability & Statistics

What earns full marks: Rigorous method application, correct algebra, and clear interpretation of results.

Evaluation rubric

Each sub-part is marked on its own, against the marks and word limit printed on the paper.

  1. (a) Calculate the minimum-cost shipping schedule starting from a basic feasible solution. 15 marks

    calculate— given → formula → substitution → result with units → interpretation

    Must cover

    • Balanced problem 950 = 950; NWC start with 6 allocations, cost 12200
    • MODI: u,v values and opportunity costs; BG = -1
    • Loop shift of 125 giving cost 12075
    • Final optimal allocation and re-test with non-negative opportunity costs

    Loses marks

    • Stopping at the starting BFS cost 12200.

    Earns more

    • Starting BFS, MODI optimality test, improvement and final schedule with cost 12075.

    Extra mark

    • Alternative optimum noted via BD=0; VAM start accepted.
  2. (b)(i) Calculate the maximum allowable sigma for P(120<X<200)=0.80. 10 marks

    calculate— given → formula → substitution → result with units → interpretation

    Must cover

    • Standardise: 2 Phi(40/sigma) - 1 = 0.80
    • Phi(40/sigma)=0.90, z=1.2816
    • sigma = 31.2 hours

    Loses marks

    • One-tailed treatment of the 0.80.

    Earns more

    • Standardisation, table value and sigma.

    Extra mark

    • Reasoning that larger sigma reduces the probability.
  3. (b)(ii) Calculate P(X<=10) for lognormal strength with mu_Y=3, sigma_Y=0.2. 10 marks

    calculate— given → formula → substitution → result with units → interpretation

    Must cover

    • Y=ln X normal
    • z=(ln10-3)/0.2=-3.487
    • P about 0.00024

    Loses marks

    • Using X directly as normal.

    Earns more

    • Log transformation, z-value and probability.

    Extra mark

    • Interpretation as 0.024%.
  4. (c) Determine the steady-state probabilities of the checkout queue. 15 marks

    calculate— given → formula → substitution → result with units → interpretation

    Must cover

    • lambda=10, mu=5 per counter; mu_n=5,10,15
    • p_n=(lambda/mu_n) p_(n-1)
    • p1..p6 = 2,4,8,8,8,8 times p0; p_n=8(2/3)^(n-6) p0 for n>=7
    • p0=1/55 and stability condition

    Loses marks

    • Using M/M/1 or constant servers.

    Earns more

    • Birth-death derivation with all probabilities and normalisation.

    Extra mark

    • Stability check lambda/(3 mu)=2/3.
What "Solve" is asking you to do

Choose the method, then carry it through to a final answer. Identifying what kind of problem this is and why that method applies is the first thing marked; a correct figure arrived at invisibly earns almost nothing.

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